WEBVTT

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<00:00:09.200>Welcome <00:00:09.479>to <00:00:09.760>we <00:00:10.040>are <00:00:10.319>developer <00:00:10.600>world

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<00:00:11.669>Welcome <00:00:11.670>to <00:00:11.672>we <00:00:11.674>are <00:00:11.676>developer <00:00:11.678>world

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<00:00:11.679>Welcome <00:00:11.795>to <00:00:11.912>we <00:00:12.029>are <00:00:12.145>developer <00:00:12.262>world <00:00:12.379>congress <00:00:12.495>2026. <00:00:12.612>My <00:00:12.729>name <00:00:12.845>is <00:00:12.962>Mira <00:00:13.079>Mira

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<00:00:21.520>the <00:00:21.620>morning. <00:00:21.720>I <00:00:21.820>am <00:00:21.919>the <00:00:22.020>CEO <00:00:22.120>and <00:00:22.220>founder <00:00:22.320>of <00:00:22.419>Bitbeam <00:00:22.520>Institute <00:00:22.620>of <00:00:22.720>Technology. <00:00:22.820>Uh <00:00:22.919>a

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<00:00:30.800>unemployed <00:00:30.916>people <00:00:31.033>as <00:00:31.150>well <00:00:31.266>as <00:00:31.383>working <00:00:31.500>with <00:00:31.616>companies <00:00:31.733>who <00:00:31.850>want <00:00:31.966>to <00:00:32.083>um <00:00:32.200>upskill

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<00:01:04.950>conduct <00:01:04.951>video. <00:01:04.953>Um <00:01:04.954>you're <00:01:04.956>welcome <00:01:04.957>to <00:01:04.958>ask

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<00:01:04.959>conduct <00:01:05.067>video. <00:01:05.175>Um <00:01:05.283>you're <00:01:05.390>welcome <00:01:05.498>to <00:01:05.606>ask <00:01:05.713>the <00:01:05.821>question <00:01:05.929>after <00:01:06.036>each <00:01:06.144>panel <00:01:06.252>but <00:01:06.360>we

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<00:01:10.149>kindly <00:01:10.150>ask <00:01:10.151>you <00:01:10.152>to <00:01:10.153>do <00:01:10.154>it <00:01:10.155>in <00:01:10.156>a <00:01:10.158>respectful

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<00:01:13.670>uh <00:01:13.671>way. <00:01:13.672>Um <00:01:13.673>you <00:01:13.675>can <00:01:13.676>ask <00:01:13.677>question <00:01:13.679>through

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<00:01:13.680>uh <00:01:13.773>way. <00:01:13.866>Um <00:01:13.960>you <00:01:14.053>can <00:01:14.146>ask <00:01:14.240>question <00:01:14.333>through <00:01:14.426>the <00:01:14.520>congress <00:01:14.613>app <00:01:14.706>where <00:01:14.800>you <00:01:14.893>can <00:01:14.986>also <00:01:15.080>see

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<00:01:24.479>do <00:01:24.579>so. <00:01:24.679>Um <00:01:24.779>don't <00:01:24.879>forget <00:01:24.979>that <00:01:25.079>there <00:01:25.179>are <00:01:25.279>also <00:01:25.379>workshops <00:01:25.479>uh <00:01:25.579>during <00:01:25.679>the <00:01:25.779>whole <00:01:25.879>day.

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<00:01:26.870>also <00:01:26.871>workshops <00:01:26.873>uh <00:01:26.874>during <00:01:26.876>the <00:01:26.877>whole <00:01:26.878>day.

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<00:01:29.030>Uh <00:01:29.031>if <00:01:29.032>the <00:01:29.033>workshop <00:01:29.035>you <00:01:29.036>are <00:01:29.037>interested <00:01:29.038>in

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<00:01:29.039>Uh <00:01:29.139>if <00:01:29.240>the <00:01:29.339>workshop <00:01:29.440>you <00:01:29.539>are <00:01:29.639>interested <00:01:29.740>in <00:01:29.839>is <00:01:29.940>fully <00:01:30.039>booked, <00:01:30.139>you <00:01:30.240>are <00:01:30.339>still <00:01:30.440>welcome

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<00:01:31.350>is <00:01:31.351>fully <00:01:31.353>booked, <00:01:31.354>you <00:01:31.356>are <00:01:31.357>still <00:01:31.359>welcome

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<00:01:31.360>is <00:01:31.442>fully <00:01:31.524>booked, <00:01:31.607>you <00:01:31.689>are <00:01:31.771>still <00:01:31.854>welcome <00:01:31.936>to <00:01:32.018>try <00:01:32.101>to <00:01:32.183>go <00:01:32.265>uh <00:01:32.348>to <00:01:32.430>the <00:01:32.512>room <00:01:32.595>and <00:01:32.677>see <00:01:32.760>if

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<00:01:34.789>to <00:01:34.789>try <00:01:34.790>to <00:01:34.791>go <00:01:34.792>uh <00:01:34.793>to <00:01:34.794>the <00:01:34.795>room <00:01:34.796>and <00:01:34.797>see <00:01:34.798>if

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<00:01:34.799>to <00:01:34.872>try <00:01:34.946>to <00:01:35.020>go <00:01:35.093>uh <00:01:35.167>to <00:01:35.241>the <00:01:35.314>room <00:01:35.388>and <00:01:35.462>see <00:01:35.535>if <00:01:35.609>uh <00:01:35.683>some <00:01:35.756>spots <00:01:35.830>uh <00:01:35.904>um <00:01:35.977>are <00:01:36.051>free <00:01:36.125>uh <00:01:36.199>last

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<00:01:38.710>uh <00:01:38.711>some <00:01:38.712>spots <00:01:38.713>uh <00:01:38.714>um <00:01:38.715>are <00:01:38.716>free <00:01:38.717>uh <00:01:38.719>last

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<00:01:38.720>uh <00:01:38.807>some <00:01:38.895>spots <00:01:38.982>uh <00:01:39.070>um <00:01:39.157>are <00:01:39.245>free <00:01:39.332>uh <00:01:39.420>last <00:01:39.507>minute. <00:01:39.595>Um <00:01:39.682>and <00:01:39.770>uh <00:01:39.857>if <00:01:39.945>you <00:01:40.032>need <00:01:40.120>coffee,

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<00:01:42.710>minute. <00:01:42.711>Um <00:01:42.712>and <00:01:42.713>uh <00:01:42.715>if <00:01:42.716>you <00:01:42.717>need <00:01:42.719>coffee,

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<00:01:42.720>minute. <00:01:42.820>Um <00:01:42.920>and <00:01:43.020>uh <00:01:43.120>if <00:01:43.220>you <00:01:43.320>need <00:01:43.420>coffee, <00:01:43.520>food, <00:01:43.620>there <00:01:43.720>are <00:01:43.820>also <00:01:43.920>two <00:01:44.020>food <00:01:44.120>courts.

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<00:01:45.190>food, <00:01:45.191>there <00:01:45.193>are <00:01:45.194>also <00:01:45.196>two <00:01:45.197>food <00:01:45.199>courts.

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<00:01:45.200>food, <00:01:45.293>there <00:01:45.386>are <00:01:45.480>also <00:01:45.573>two <00:01:45.666>food <00:01:45.760>courts. <00:01:45.853>One <00:01:45.946>is <00:01:46.040>here <00:01:46.133>to <00:01:46.226>the <00:01:46.320>to <00:01:46.413>the <00:01:46.506>left <00:01:46.600>and

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<00:01:47.830>One <00:01:47.831>is <00:01:47.832>here <00:01:47.833>to <00:01:47.834>the <00:01:47.835>to <00:01:47.836>the <00:01:47.837>left <00:01:47.839>and

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<00:01:47.840>One <00:01:47.940>is <00:01:48.040>here <00:01:48.140>to <00:01:48.240>the <00:01:48.340>to <00:01:48.440>the <00:01:48.540>left <00:01:48.640>and <00:01:48.740>another <00:01:48.840>one <00:01:48.940>upstairs. <00:01:49.040>Don't <00:01:49.140>forget <00:01:49.240>to

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<00:01:50.630>another <00:01:50.631>one <00:01:50.633>upstairs. <00:01:50.635>Don't <00:01:50.637>forget <00:01:50.639>to

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<00:01:50.640>another <00:01:50.740>one <00:01:50.840>upstairs. <00:01:50.940>Don't <00:01:51.040>forget <00:01:51.140>to <00:01:51.240>check <00:01:51.340>the <00:01:51.440>expo <00:01:51.540>area. <00:01:51.640>And <00:01:51.740>um <00:01:51.840>last <00:01:51.940>but <00:01:52.040>not

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<00:01:54.469>check <00:01:54.470>the <00:01:54.471>expo <00:01:54.472>area. <00:01:54.473>And <00:01:54.474>um <00:01:54.475>last <00:01:54.476>but <00:01:54.478>not

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<00:01:54.479>check <00:01:54.561>the <00:01:54.643>expo <00:01:54.726>area. <00:01:54.808>And <00:01:54.890>um <00:01:54.973>last <00:01:55.055>but <00:01:55.137>not <00:01:55.220>least <00:01:55.302>um <00:01:55.384>a <00:01:55.467>big <00:01:55.549>thank <00:01:55.631>you <00:01:55.714>to <00:01:55.796>all <00:01:55.879>the

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<00:01:57.830>least <00:01:57.831>um <00:01:57.832>a <00:01:57.833>big <00:01:57.834>thank <00:01:57.835>you <00:01:57.836>to <00:01:57.837>all <00:01:57.839>the

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<00:01:57.840>least <00:01:57.947>um <00:01:58.055>a <00:01:58.163>big <00:01:58.270>thank <00:01:58.378>you <00:01:58.486>to <00:01:58.593>all <00:01:58.701>the <00:01:58.809>partners <00:01:58.916>u <00:01:59.024>community <00:01:59.132>partners, <00:01:59.240>media

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<00:02:00.789>partners <00:02:00.791>u <00:02:00.793>community <00:02:00.795>partners, <00:02:00.798>media

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<00:02:00.799>partners <00:02:00.926>u <00:02:01.053>community <00:02:01.180>partners, <00:02:01.308>media <00:02:01.435>partner <00:02:01.562>and <00:02:01.689>general <00:02:01.817>partners. <00:02:01.944>Um <00:02:02.071>we <00:02:02.199>are

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<00:02:05.429>partner <00:02:05.430>and <00:02:05.432>general <00:02:05.433>partners. <00:02:05.435>Um <00:02:05.436>we <00:02:05.437>are

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<00:02:05.439>partner <00:02:05.538>and <00:02:05.639>general <00:02:05.738>partners. <00:02:05.839>Um <00:02:05.939>we <00:02:06.038>are <00:02:06.139>ready <00:02:06.238>to <00:02:06.339>start <00:02:06.439>with <00:02:06.538>our <00:02:06.639>first <00:02:06.738>uh <00:02:06.839>talk

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<00:02:08.070>ready <00:02:08.071>to <00:02:08.072>start <00:02:08.073>with <00:02:08.075>our <00:02:08.076>first <00:02:08.077>uh <00:02:08.079>talk

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<00:02:08.080>ready <00:02:08.167>to <00:02:08.255>start <00:02:08.342>with <00:02:08.430>our <00:02:08.517>first <00:02:08.605>uh <00:02:08.692>talk <00:02:08.780>and <00:02:08.867>uh <00:02:08.955>I <00:02:09.042>will <00:02:09.130>invite <00:02:09.217>very <00:02:09.305>soon <00:02:09.392>Ela <00:02:09.480>Diaz

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<00:02:12.309>and <00:02:12.310>uh <00:02:12.311>I <00:02:12.312>will <00:02:12.313>invite <00:02:12.314>very <00:02:12.315>soon <00:02:12.316>Ela <00:02:12.317>Diaz

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<00:02:12.319>and <00:02:12.406>uh <00:02:12.494>I <00:02:12.581>will <00:02:12.668>invite <00:02:12.756>very <00:02:12.844>soon <00:02:12.931>Ela <00:02:13.018>Diaz <00:02:13.106>Batista <00:02:13.194>to <00:02:13.281>join <00:02:13.369>me <00:02:13.456>on <00:02:13.543>the <00:02:13.631>stage. <00:02:13.719>uh

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<00:02:15.030>Batista <00:02:15.031>to <00:02:15.032>join <00:02:15.033>me <00:02:15.035>on <00:02:15.036>the <00:02:15.037>stage. <00:02:15.039>uh

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<00:02:15.040>Batista <00:02:15.140>to <00:02:15.239>join <00:02:15.340>me <00:02:15.440>on <00:02:15.540>the <00:02:15.640>stage. <00:02:15.739>uh <00:02:15.840>she's <00:02:15.940>originally <00:02:16.040>from <00:02:16.140>Brazil <00:02:16.239>and <00:02:16.340>um <00:02:16.440>um

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<00:02:19.110>she's <00:02:19.111>originally <00:02:19.113>from <00:02:19.114>Brazil <00:02:19.116>and <00:02:19.117>um <00:02:19.119>um

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<00:02:19.120>she's <00:02:19.236>originally <00:02:19.353>from <00:02:19.470>Brazil <00:02:19.586>and <00:02:19.703>um <00:02:19.820>um <00:02:19.936>she's <00:02:20.053>the <00:02:20.170>senior <00:02:20.286>staff <00:02:20.403>engineer <00:02:20.520>at

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<00:02:21.670>she's <00:02:21.671>the <00:02:21.673>senior <00:02:21.675>staff <00:02:21.677>engineer <00:02:21.679>at

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<00:02:21.680>she's <00:02:21.796>the <00:02:21.913>senior <00:02:22.030>staff <00:02:22.146>engineer <00:02:22.263>at <00:02:22.380>Sphere <00:02:22.496>um <00:02:22.613>where <00:02:22.730>she's <00:02:22.846>working <00:02:22.963>on <00:02:23.080>mobile

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<00:02:25.190>Sphere <00:02:25.191>um <00:02:25.192>where <00:02:25.194>she's <00:02:25.196>working <00:02:25.197>on <00:02:25.198>mobile

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<00:02:25.200>Sphere <00:02:25.327>um <00:02:25.454>where <00:02:25.581>she's <00:02:25.709>working <00:02:25.836>on <00:02:25.963>mobile <00:02:26.090>uh <00:02:26.218>on <00:02:26.345>several <00:02:26.472>tech <00:02:26.600>different

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<00:02:26.790>uh <00:02:26.792>on <00:02:26.794>several <00:02:26.796>tech <00:02:26.799>different

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<00:02:26.800>uh <00:02:26.955>on <00:02:27.111>several <00:02:27.266>tech <00:02:27.422>different <00:02:27.577>technologies <00:02:27.733>um <00:02:27.888>and <00:02:28.044>especially <00:02:28.200>or

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<00:02:29.750>technologies <00:02:29.752>um <00:02:29.754>and <00:02:29.756>especially <00:02:29.759>or

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<00:02:29.760>technologies <00:02:29.935>um <00:02:30.109>and <00:02:30.285>especially <00:02:30.459>or <00:02:30.635>including <00:02:30.810>mobile <00:02:30.984>technologies <00:02:31.160>since

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<00:02:32.390>including <00:02:32.393>mobile <00:02:32.396>technologies <00:02:32.399>since

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<00:02:32.400>including <00:02:32.750>mobile <00:02:33.100>technologies <00:02:33.450>since <00:02:33.800>2013.

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2013.

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<00:02:34.079>2013. <00:02:34.255>Um <00:02:34.429>she <00:02:34.605>is <00:02:34.779>also <00:02:34.954>uh <00:02:35.130>worked <00:02:35.304>on <00:02:35.480>several

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<00:02:37.990>Um <00:02:37.991>she <00:02:37.992>is <00:02:37.993>also <00:02:37.995>uh <00:02:37.996>worked <00:02:37.997>on <00:02:37.999>several

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<00:02:38.000>Um <00:02:38.107>she <00:02:38.215>is <00:02:38.323>also <00:02:38.430>uh <00:02:38.538>worked <00:02:38.646>on <00:02:38.753>several <00:02:38.861>projects <00:02:38.969>in <00:02:39.076>native <00:02:39.184>iOS <00:02:39.292>and <00:02:39.400>Android.

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<00:02:42.710>projects <00:02:42.711>in <00:02:42.713>native <00:02:42.715>iOS <00:02:42.717>and <00:02:42.719>Android.

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<00:02:42.720>projects <00:02:42.836>in <00:02:42.953>native <00:02:43.070>iOS <00:02:43.186>and <00:02:43.303>Android. <00:02:43.420>uh <00:02:43.536>and <00:02:43.653>she's <00:02:43.770>a <00:02:43.886>Google <00:02:44.003>developer <00:02:44.120>expert.

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<00:02:46.228>uh <00:02:46.230>and <00:02:46.232>she's <00:02:46.233>a <00:02:46.234>Google <00:02:46.236>developer <00:02:46.238>expert.

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<00:02:46.239>uh <00:02:46.339>and <00:02:46.439>she's <00:02:46.539>a <00:02:46.639>Google <00:02:46.739>developer <00:02:46.839>expert. <00:02:46.939>Uh <00:02:47.039>today <00:02:47.139>she <00:02:47.239>will <00:02:47.339>talk <00:02:47.439>about <00:02:47.539>AI <00:02:47.639>agents

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<00:02:49.190>Uh <00:02:49.191>today <00:02:49.192>she <00:02:49.193>will <00:02:49.195>talk <00:02:49.196>about <00:02:49.197>AI <00:02:49.198>agents

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<00:02:49.200>Uh <00:02:49.307>today <00:02:49.415>she <00:02:49.523>will <00:02:49.630>talk <00:02:49.738>about <00:02:49.846>AI <00:02:49.953>agents <00:02:50.061>face <00:02:50.169>off <00:02:50.276>same <00:02:50.384>up <00:02:50.492>multiple <00:02:50.600>frameworks.

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<00:02:53.030>face <00:02:53.031>off <00:02:53.033>same <00:02:53.035>up <00:02:53.037>multiple <00:02:53.039>frameworks.

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<00:02:53.040>face <00:02:53.147>off <00:02:53.255>same <00:02:53.363>up <00:02:53.470>multiple <00:02:53.578>frameworks. <00:02:53.686>um <00:02:53.793>briefly <00:02:53.901>um <00:02:54.009>she <00:02:54.116>will <00:02:54.224>explain <00:02:54.332>of <00:02:54.440>course

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<00:02:56.390>um <00:02:56.391>briefly <00:02:56.392>um <00:02:56.393>she <00:02:56.395>will <00:02:56.396>explain <00:02:56.397>of <00:02:56.399>course

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<00:02:56.400>um <00:02:56.482>briefly <00:02:56.564>um <00:02:56.647>she <00:02:56.729>will <00:02:56.811>explain <00:02:56.894>of <00:02:56.976>course <00:02:57.058>uh <00:02:57.141>very <00:02:57.223>uh <00:02:57.305>way <00:02:57.388>better <00:02:57.470>than <00:02:57.552>me <00:02:57.635>now <00:02:57.717>but <00:02:57.800>in

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<00:02:59.910>uh <00:02:59.911>very <00:02:59.912>uh <00:02:59.913>way <00:02:59.914>better <00:02:59.915>than <00:02:59.916>me <00:02:59.917>now <00:02:59.918>but <00:02:59.919>in

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<00:02:59.920>uh <00:02:59.997>very <00:03:00.075>uh <00:03:00.153>way <00:03:00.231>better <00:03:00.308>than <00:03:00.386>me <00:03:00.464>now <00:03:00.542>but <00:03:00.620>in <00:03:00.697>general <00:03:00.775>uh <00:03:00.853>she <00:03:00.931>will <00:03:01.008>talk <00:03:01.086>about <00:03:01.164>how <00:03:01.242>is <00:03:01.320>it

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<00:03:02.309>general <00:03:02.310>uh <00:03:02.311>she <00:03:02.312>will <00:03:02.313>talk <00:03:02.314>about <00:03:02.315>how <00:03:02.316>is <00:03:02.317>it

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<00:03:02.319>general <00:03:02.418>uh <00:03:02.518>she <00:03:02.619>will <00:03:02.719>talk <00:03:02.819>about <00:03:02.918>how <00:03:03.018>is <00:03:03.119>it <00:03:03.219>possible <00:03:03.319>to <00:03:03.418>leverage <00:03:03.518>multiple <00:03:03.619>AI <00:03:03.719>coding

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<00:03:05.350>possible <00:03:05.351>to <00:03:05.353>leverage <00:03:05.355>multiple <00:03:05.357>AI <00:03:05.359>coding

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<00:03:05.360>possible <00:03:05.476>to <00:03:05.593>leverage <00:03:05.710>multiple <00:03:05.826>AI <00:03:05.943>coding <00:03:06.060>agents <00:03:06.176>uh <00:03:06.293>to <00:03:06.410>build <00:03:06.526>um <00:03:06.643>identical <00:03:06.760>real

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<00:03:09.350>agents <00:03:09.351>uh <00:03:09.353>to <00:03:09.354>build <00:03:09.356>um <00:03:09.357>identical <00:03:09.359>real

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<00:03:09.360>agents <00:03:09.500>uh <00:03:09.640>to <00:03:09.780>build <00:03:09.920>um <00:03:10.060>identical <00:03:10.200>real <00:03:10.340>world <00:03:10.480>application <00:03:10.620>across <00:03:10.760>different

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<00:03:11.509>world <00:03:11.512>application <00:03:11.515>across <00:03:11.518>different

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<00:03:11.519>world <00:03:11.659>application <00:03:11.799>across <00:03:11.939>different <00:03:12.079>mobile <00:03:12.219>frameworks <00:03:12.359>and <00:03:12.499>also <00:03:12.639>how <00:03:12.779>we <00:03:12.919>can

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<00:03:14.149>mobile <00:03:14.150>frameworks <00:03:14.152>and <00:03:14.153>also <00:03:14.155>how <00:03:14.156>we <00:03:14.158>can

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<00:03:14.159>mobile <00:03:14.298>frameworks <00:03:14.439>and <00:03:14.578>also <00:03:14.719>how <00:03:14.858>we <00:03:14.999>can <00:03:15.138>evaluate <00:03:15.279>them <00:03:15.418>uh <00:03:15.559>objectively.

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<00:03:17.110>evaluate <00:03:17.113>them <00:03:17.116>uh <00:03:17.119>objectively.

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<00:03:17.120>evaluate <00:03:17.247>them <00:03:17.374>uh <00:03:17.501>objectively. <00:03:17.629>Um <00:03:17.756>I <00:03:17.883>again <00:03:18.010>I <00:03:18.138>remind <00:03:18.265>you <00:03:18.392>please <00:03:18.520>submit

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<00:03:20.149>Um <00:03:20.150>I <00:03:20.151>again <00:03:20.152>I <00:03:20.154>remind <00:03:20.155>you <00:03:20.156>please <00:03:20.158>submit

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<00:03:20.159>Um <00:03:20.266>I <00:03:20.374>again <00:03:20.482>I <00:03:20.589>remind <00:03:20.697>you <00:03:20.805>please <00:03:20.912>submit <00:03:21.020>your <00:03:21.128>question <00:03:21.235>through <00:03:21.343>the <00:03:21.451>congress <00:03:21.559>app

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<00:03:22.470>your <00:03:22.471>question <00:03:22.473>through <00:03:22.475>the <00:03:22.477>congress <00:03:22.478>app

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<00:03:22.480>your <00:03:22.579>question <00:03:22.679>through <00:03:22.780>the <00:03:22.880>congress <00:03:22.980>app <00:03:23.079>and <00:03:23.179>uh <00:03:23.280>uh <00:03:23.380>now <00:03:23.480>we <00:03:23.579>will <00:03:23.679>have <00:03:23.780>short <00:03:23.880>uh

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<00:03:25.670>and <00:03:25.671>uh <00:03:25.672>uh <00:03:25.673>now <00:03:25.674>we <00:03:25.675>will <00:03:25.676>have <00:03:25.677>short <00:03:25.679>uh

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<00:03:25.680>and <00:03:25.767>uh <00:03:25.855>uh <00:03:25.942>now <00:03:26.030>we <00:03:26.117>will <00:03:26.205>have <00:03:26.292>short <00:03:26.380>uh <00:03:26.467>video <00:03:26.555>about <00:03:26.642>the <00:03:26.730>code <00:03:26.817>of <00:03:26.905>conduct <00:03:26.992>and <00:03:27.080>then

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<00:03:28.550>video <00:03:28.551>about <00:03:28.552>the <00:03:28.553>code <00:03:28.555>of <00:03:28.556>conduct <00:03:28.557>and <00:03:28.559>then

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<00:03:28.560>video <00:03:28.660>about <00:03:28.760>the <00:03:28.860>code <00:03:28.960>of <00:03:29.060>conduct <00:03:29.160>and <00:03:29.260>then <00:03:29.360>Elaine <00:03:29.460>will <00:03:29.560>start <00:03:29.660>a <00:03:29.760>talk. <00:03:29.860>Please <00:03:29.960>welcome

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<00:03:31.030>Elaine <00:03:31.031>will <00:03:31.033>start <00:03:31.034>a <00:03:31.036>talk. <00:03:31.037>Please <00:03:31.039>welcome

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<00:03:31.040>Elaine <00:03:31.179>will <00:03:31.320>start <00:03:31.459>a <00:03:31.600>talk. <00:03:31.739>Please <00:03:31.880>welcome <00:03:32.019>her <00:03:32.160>to <00:03:32.299>the <00:03:32.440>stage.

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<00:04:15.920>Yes, <00:04:16.269>[clears <00:04:16.620>throat <00:04:16.969>and <00:04:17.320>cough]

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<00:04:17.589>Yes, <00:04:17.592>[clears <00:04:17.594>throat <00:04:17.596>and <00:04:17.599>cough]

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<00:04:17.600>Yes, <00:04:17.727>[clears <00:04:17.854>throat <00:04:17.981>and <00:04:18.109>cough] <00:04:18.236>thank <00:04:18.363>you. <00:04:18.490>So, <00:04:18.618>let's <00:04:18.745>get <00:04:18.872>started. <00:04:19.000>Um,

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<00:04:20.390>thank <00:04:20.391>you. <00:04:20.392>So, <00:04:20.394>let's <00:04:20.395>get <00:04:20.397>started. <00:04:20.399>Um,

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<00:04:20.399>thank <00:04:20.516>you. <00:04:20.633>So, <00:04:20.750>let's <00:04:20.866>get <00:04:20.983>started. <00:04:21.099>Um, <00:04:21.216>thank <00:04:21.333>you <00:04:21.450>for <00:04:21.566>the <00:04:21.683>introduction. <00:04:21.799>So,

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<00:04:22.790>thank <00:04:22.791>you <00:04:22.793>for <00:04:22.795>the <00:04:22.797>introduction. <00:04:22.799>So,

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<00:04:22.800>thank <00:04:22.907>you <00:04:23.015>for <00:04:23.123>the <00:04:23.230>introduction. <00:04:23.338>So, <00:04:23.446>let's <00:04:23.553>get <00:04:23.661>going. <00:04:23.769>So, <00:04:23.876>AI <00:04:23.984>agents <00:04:24.092>face <00:04:24.200>off.

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<00:04:25.990>let's <00:04:25.991>get <00:04:25.992>going. <00:04:25.993>So, <00:04:25.995>AI <00:04:25.996>agents <00:04:25.997>face <00:04:25.999>off.

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<00:04:26.000>let's <00:04:26.093>get <00:04:26.186>going. <00:04:26.280>So, <00:04:26.373>AI <00:04:26.466>agents <00:04:26.560>face <00:04:26.653>off. <00:04:26.746>I <00:04:26.840>will <00:04:26.933>go <00:04:27.026>really <00:04:27.120>quickly <00:04:27.213>because <00:04:27.306>uh <00:04:27.400>uh

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<00:04:29.350>I <00:04:29.351>will <00:04:29.352>go <00:04:29.353>really <00:04:29.355>quickly <00:04:29.356>because <00:04:29.357>uh <00:04:29.359>uh

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<00:04:29.360>I <00:04:29.460>will <00:04:29.560>go <00:04:29.660>really <00:04:29.760>quickly <00:04:29.860>because <00:04:29.960>uh <00:04:30.060>uh <00:04:30.160>the <00:04:30.260>uh <00:04:30.360>she <00:04:30.460>already <00:04:30.560>did <00:04:30.660>the <00:04:30.760>introduction.

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<00:04:32.070>the <00:04:32.071>uh <00:04:32.073>she <00:04:32.074>already <00:04:32.075>did <00:04:32.077>the <00:04:32.079>introduction.

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<00:04:32.080>the <00:04:32.180>uh <00:04:32.280>she <00:04:32.380>already <00:04:32.479>did <00:04:32.580>the <00:04:32.680>introduction. <00:04:32.780>Uh <00:04:32.880>pretty <00:04:32.979>nice. <00:04:33.080>So, <00:04:33.180>again, <00:04:33.280>I <00:04:33.380>work <00:04:33.479>for

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<00:04:35.270>Uh <00:04:35.271>pretty <00:04:35.272>nice. <00:04:35.273>So, <00:04:35.275>again, <00:04:35.276>I <00:04:35.277>work <00:04:35.279>for

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<00:04:35.280>Uh <00:04:35.373>pretty <00:04:35.466>nice. <00:04:35.559>So, <00:04:35.653>again, <00:04:35.746>I <00:04:35.840>work <00:04:35.933>for <00:04:36.026>Amlain. <00:04:36.119>I <00:04:36.213>work <00:04:36.306>for <00:04:36.400>sphere <00:04:36.493>which <00:04:36.586>is <00:04:36.679>a

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<00:04:37.670>Amlain. <00:04:37.671>I <00:04:37.672>work <00:04:37.673>for <00:04:37.675>sphere <00:04:37.676>which <00:04:37.677>is <00:04:37.679>a

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<00:04:37.680>Amlain. <00:04:37.796>I <00:04:37.913>work <00:04:38.030>for <00:04:38.146>sphere <00:04:38.263>which <00:04:38.380>is <00:04:38.496>a <00:04:38.613>consultancy <00:04:38.730>company <00:04:38.846>in <00:04:38.963>Paris, <00:04:39.080>France.

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<00:04:40.870>consultancy <00:04:40.872>company <00:04:40.874>in <00:04:40.876>Paris, <00:04:40.879>France.

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<00:04:40.880>consultancy <00:04:41.007>company <00:04:41.134>in <00:04:41.261>Paris, <00:04:41.389>France. <00:04:41.516>I've <00:04:41.643>worked <00:04:41.770>with <00:04:41.898>a <00:04:42.025>lot <00:04:42.152>of <00:04:42.280>mobile

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<00:04:42.469>I've <00:04:42.470>worked <00:04:42.472>with <00:04:42.473>a <00:04:42.474>lot <00:04:42.476>of <00:04:42.478>mobile

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<00:04:42.479>I've <00:04:42.606>worked <00:04:42.733>with <00:04:42.860>a <00:04:42.988>lot <00:04:43.115>of <00:04:43.242>mobile <00:04:43.369>projects <00:04:43.497>and <00:04:43.624>specifically <00:04:43.751>and <00:04:43.878>moreover

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<00:04:45.350>projects <00:04:45.352>and <00:04:45.354>specifically <00:04:45.356>and <00:04:45.359>moreover

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<00:04:45.360>projects <00:04:45.476>and <00:04:45.593>specifically <00:04:45.710>and <00:04:45.826>moreover <00:04:45.943>with <00:04:46.060>uh <00:04:46.176>Android <00:04:46.293>and <00:04:46.410>Flutter <00:04:46.526>and <00:04:46.643>I'm <00:04:46.760>a

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<00:04:47.590>with <00:04:47.591>uh <00:04:47.592>Android <00:04:47.593>and <00:04:47.595>Flutter <00:04:47.596>and <00:04:47.597>I'm <00:04:47.599>a

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<00:04:47.600>with <00:04:47.707>uh <00:04:47.815>Android <00:04:47.923>and <00:04:48.030>Flutter <00:04:48.138>and <00:04:48.246>I'm <00:04:48.353>a <00:04:48.461>Google <00:04:48.569>developer <00:04:48.676>expert <00:04:48.784>for <00:04:48.892>uh <00:04:49.000>Flutter

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<00:04:49.830>Google <00:04:49.831>developer <00:04:49.833>expert <00:04:49.835>for <00:04:49.837>uh <00:04:49.839>Flutter

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<00:04:49.840>Google <00:04:49.956>developer <00:04:50.073>expert <00:04:50.190>for <00:04:50.306>uh <00:04:50.423>Flutter <00:04:50.540>and <00:04:50.656>Dart. <00:04:50.773>But <00:04:50.890>the <00:04:51.006>most <00:04:51.123>important <00:04:51.240>thing

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<00:04:52.230>and <00:04:52.231>Dart. <00:04:52.233>But <00:04:52.234>the <00:04:52.236>most <00:04:52.237>important <00:04:52.239>thing

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<00:04:52.240>and <00:04:52.347>Dart. <00:04:52.455>But <00:04:52.563>the <00:04:52.670>most <00:04:52.778>important <00:04:52.886>thing <00:04:52.993>there <00:04:53.101>are <00:04:53.209>two <00:04:53.316>very <00:04:53.424>important <00:04:53.532>uh <00:04:53.640>things

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<00:04:54.390>there <00:04:54.391>are <00:04:54.393>two <00:04:54.394>very <00:04:54.395>important <00:04:54.397>uh <00:04:54.399>things

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<00:04:54.400>there <00:04:54.493>are <00:04:54.586>two <00:04:54.679>very <00:04:54.773>important <00:04:54.866>uh <00:04:54.960>things <00:04:55.053>right <00:04:55.146>here <00:04:55.239>on <00:04:55.333>the <00:04:55.426>slide <00:04:55.520>is <00:04:55.613>that <00:04:55.706>as <00:04:55.799>a

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<00:04:56.870>right <00:04:56.871>here <00:04:56.872>on <00:04:56.873>the <00:04:56.874>slide <00:04:56.875>is <00:04:56.876>that <00:04:56.877>as <00:04:56.879>a

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<00:04:56.880>right <00:04:56.980>here <00:04:57.080>on <00:04:57.180>the <00:04:57.280>slide <00:04:57.380>is <00:04:57.480>that <00:04:57.580>as <00:04:57.680>a <00:04:57.780>consultant <00:04:57.880>I <00:04:57.980>have <00:04:58.080>spoken <00:04:58.180>with <00:04:58.280>many

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<00:04:59.270>consultant <00:04:59.271>I <00:04:59.273>have <00:04:59.275>spoken <00:04:59.277>with <00:04:59.279>many

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<00:04:59.280>consultant <00:04:59.396>I <00:04:59.513>have <00:04:59.630>spoken <00:04:59.746>with <00:04:59.863>many <00:04:59.979>clients <00:05:00.096>and <00:05:00.213>I <00:05:00.330>have <00:05:00.446>worked <00:05:00.563>with <00:05:00.679>many

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<00:05:01.110>clients <00:05:01.111>and <00:05:01.113>I <00:05:01.114>have <00:05:01.116>worked <00:05:01.117>with <00:05:01.119>many

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<00:05:01.120>clients <00:05:01.220>and <00:05:01.320>I <00:05:01.420>have <00:05:01.520>worked <00:05:01.620>with <00:05:01.720>many <00:05:01.820>projects <00:05:01.920>and <00:05:02.020>you <00:05:02.120>know <00:05:02.220>the <00:05:02.320>topic <00:05:02.420>of <00:05:02.520>which

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<00:05:03.830>projects <00:05:03.831>and <00:05:03.832>you <00:05:03.833>know <00:05:03.835>the <00:05:03.836>topic <00:05:03.837>of <00:05:03.839>which

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<00:05:03.840>projects <00:05:03.947>and <00:05:04.055>you <00:05:04.163>know <00:05:04.270>the <00:05:04.378>topic <00:05:04.486>of <00:05:04.593>which <00:05:04.701>is <00:05:04.809>the <00:05:04.916>best <00:05:05.024>mobile <00:05:05.132>framework <00:05:05.239>always

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<00:05:06.390>is <00:05:06.391>the <00:05:06.393>best <00:05:06.395>mobile <00:05:06.397>framework <00:05:06.399>always

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<00:05:06.400>is <00:05:06.516>the <00:05:06.633>best <00:05:06.750>mobile <00:05:06.866>framework <00:05:06.983>always <00:05:07.099>comes <00:05:07.216>on. <00:05:07.333>So <00:05:07.450>I <00:05:07.566>have <00:05:07.683>actually <00:05:07.799>done

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<00:05:09.189>comes <00:05:09.190>on. <00:05:09.192>So <00:05:09.193>I <00:05:09.195>have <00:05:09.196>actually <00:05:09.198>done

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<00:05:09.199>comes <00:05:09.306>on. <00:05:09.414>So <00:05:09.522>I <00:05:09.629>have <00:05:09.737>actually <00:05:09.845>done <00:05:09.952>several <00:05:10.060>talks <00:05:10.168>about <00:05:10.275>this <00:05:10.383>topic <00:05:10.491>uh <00:05:10.599>over

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<00:05:12.870>several <00:05:12.871>talks <00:05:12.873>about <00:05:12.874>this <00:05:12.876>topic <00:05:12.877>uh <00:05:12.879>over

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<00:05:12.880>several <00:05:12.987>talks <00:05:13.095>about <00:05:13.203>this <00:05:13.310>topic <00:05:13.418>uh <00:05:13.526>over <00:05:13.633>several <00:05:13.741>years <00:05:13.849>and <00:05:13.956>this <00:05:14.064>is <00:05:14.172>the <00:05:14.280>main

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<00:05:14.710>several <00:05:14.711>years <00:05:14.712>and <00:05:14.714>this <00:05:14.716>is <00:05:14.717>the <00:05:14.719>main

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<00:05:14.720>several <00:05:14.847>years <00:05:14.974>and <00:05:15.101>this <00:05:15.229>is <00:05:15.356>the <00:05:15.483>main <00:05:15.610>inspiration <00:05:15.738>for <00:05:15.865>this <00:05:15.992>talk. <00:05:16.120>Don't

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<00:05:16.790>inspiration <00:05:16.792>for <00:05:16.794>this <00:05:16.796>talk. <00:05:16.799>Don't

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<00:05:16.800>inspiration <00:05:16.927>for <00:05:17.054>this <00:05:17.181>talk. <00:05:17.309>Don't <00:05:17.436>hesitate <00:05:17.563>to <00:05:17.690>connect <00:05:17.818>with <00:05:17.945>me <00:05:18.072>on <00:05:18.200>LinkedIn

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<00:05:18.950>hesitate <00:05:18.951>to <00:05:18.953>connect <00:05:18.954>with <00:05:18.955>me <00:05:18.957>on <00:05:18.959>LinkedIn

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<00:05:18.960>hesitate <00:05:19.042>to <00:05:19.124>connect <00:05:19.207>with <00:05:19.289>me <00:05:19.371>on <00:05:19.454>LinkedIn <00:05:19.536>if <00:05:19.618>you <00:05:19.701>want <00:05:19.783>to <00:05:19.865>keep <00:05:19.948>up <00:05:20.030>with <00:05:20.112>what <00:05:20.195>I <00:05:20.277>do. <00:05:20.359>I

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<00:05:21.189>if <00:05:21.189>you <00:05:21.190>want <00:05:21.191>to <00:05:21.192>keep <00:05:21.193>up <00:05:21.194>with <00:05:21.195>what <00:05:21.196>I <00:05:21.197>do. <00:05:21.198>I

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<00:05:21.199>if <00:05:21.281>you <00:05:21.363>want <00:05:21.446>to <00:05:21.528>keep <00:05:21.610>up <00:05:21.693>with <00:05:21.775>what <00:05:21.857>I <00:05:21.940>do. <00:05:22.022>I <00:05:22.104>talk <00:05:22.187>a <00:05:22.269>lot <00:05:22.351>about <00:05:22.434>software <00:05:22.516>development <00:05:22.599>in

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<00:05:23.430>talk <00:05:23.431>a <00:05:23.433>lot <00:05:23.434>about <00:05:23.436>software <00:05:23.437>development <00:05:23.439>in

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<00:05:23.440>talk <00:05:23.567>a <00:05:23.694>lot <00:05:23.821>about <00:05:23.949>software <00:05:24.076>development <00:05:24.203>in <00:05:24.330>general, <00:05:24.458>specifically <00:05:24.585>with <00:05:24.712>mobile, <00:05:24.840>but

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<00:05:25.029>general, <00:05:25.031>specifically <00:05:25.033>with <00:05:25.035>mobile, <00:05:25.038>but

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<00:05:25.039>general, <00:05:25.166>specifically <00:05:25.293>with <00:05:25.420>mobile, <00:05:25.548>but <00:05:25.675>also <00:05:25.802>uh <00:05:25.929>more <00:05:26.057>and <00:05:26.184>more <00:05:26.311>um <00:05:26.438>software

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<00:05:28.230>also <00:05:28.231>uh <00:05:28.233>more <00:05:28.234>and <00:05:28.236>more <00:05:28.237>um <00:05:28.239>software

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<00:05:28.240>also <00:05:28.367>uh <00:05:28.494>more <00:05:28.621>and <00:05:28.749>more <00:05:28.876>um <00:05:29.003>software <00:05:29.130>development <00:05:29.258>done <00:05:29.385>with <00:05:29.512>AI <00:05:29.640>lately.

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<00:05:31.830>development <00:05:31.832>done <00:05:31.834>with <00:05:31.836>AI <00:05:31.839>lately.

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<00:05:31.840>development <00:05:31.967>done <00:05:32.094>with <00:05:32.221>AI <00:05:32.349>lately. <00:05:32.476>So <00:05:32.603>yes, <00:05:32.730>let's <00:05:32.858>talk <00:05:32.985>about <00:05:33.112>the <00:05:33.239>experiment

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<00:05:34.070>So <00:05:34.071>yes, <00:05:34.073>let's <00:05:34.074>talk <00:05:34.075>about <00:05:34.077>the <00:05:34.079>experiment

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<00:05:34.080>So <00:05:34.173>yes, <00:05:34.266>let's <00:05:34.359>talk <00:05:34.453>about <00:05:34.546>the <00:05:34.640>experiment <00:05:34.733>that <00:05:34.826>I <00:05:34.919>did <00:05:35.013>uh <00:05:35.106>at <00:05:35.200>at <00:05:35.293>the <00:05:35.386>forefront. <00:05:35.479>Uh

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<00:05:38.710>that <00:05:38.711>I <00:05:38.712>did <00:05:38.713>uh <00:05:38.714>at <00:05:38.715>at <00:05:38.716>the <00:05:38.717>forefront. <00:05:38.719>Uh

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<00:05:38.720>that <00:05:38.807>I <00:05:38.895>did <00:05:38.982>uh <00:05:39.070>at <00:05:39.157>at <00:05:39.245>the <00:05:39.332>forefront. <00:05:39.420>Uh <00:05:39.507>already <00:05:39.595>uh <00:05:39.682>I'm <00:05:39.770>going <00:05:39.857>I'm <00:05:39.945>giving <00:05:40.032>you <00:05:40.120>the

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<00:05:40.950>already <00:05:40.951>uh <00:05:40.952>I'm <00:05:40.953>going <00:05:40.955>I'm <00:05:40.956>giving <00:05:40.957>you <00:05:40.959>the

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<00:05:40.960>already <00:05:41.053>uh <00:05:41.146>I'm <00:05:41.239>going <00:05:41.333>I'm <00:05:41.426>giving <00:05:41.520>you <00:05:41.613>the <00:05:41.706>total <00:05:41.799>cost <00:05:41.893>of <00:05:41.986>the <00:05:42.080>version <00:05:42.173>for <00:05:42.266>the <00:05:42.359>latest

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<00:05:43.590>total <00:05:43.591>cost <00:05:43.592>of <00:05:43.593>the <00:05:43.595>version <00:05:43.596>for <00:05:43.597>the <00:05:43.599>latest

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<00:05:43.600>total <00:05:43.707>cost <00:05:43.815>of <00:05:43.923>the <00:05:44.030>version <00:05:44.138>for <00:05:44.246>the <00:05:44.353>latest <00:05:44.461>iteration <00:05:44.569>of <00:05:44.676>the <00:05:44.784>experiment. <00:05:44.892>So <00:05:45.000>you

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<00:05:45.749>iteration <00:05:45.750>of <00:05:45.752>the <00:05:45.754>experiment. <00:05:45.756>So <00:05:45.758>you

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<00:05:45.759>iteration <00:05:45.866>of <00:05:45.974>the <00:05:46.082>experiment. <00:05:46.189>So <00:05:46.297>you <00:05:46.405>don't <00:05:46.512>even <00:05:46.620>need <00:05:46.728>to <00:05:46.835>uh <00:05:46.943>ask <00:05:47.051>me <00:05:47.159>this

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<00:05:47.430>don't <00:05:47.431>even <00:05:47.432>need <00:05:47.433>to <00:05:47.435>uh <00:05:47.436>ask <00:05:47.437>me <00:05:47.439>this

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<00:05:47.440>don't <00:05:47.527>even <00:05:47.615>need <00:05:47.702>to <00:05:47.790>uh <00:05:47.877>ask <00:05:47.965>me <00:05:48.052>this <00:05:48.140>question. <00:05:48.227>Um <00:05:48.315>so <00:05:48.402>the <00:05:48.490>idea <00:05:48.577>of <00:05:48.665>this <00:05:48.752>talk <00:05:48.840>is

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<00:05:53.510>question. <00:05:53.511>Um <00:05:53.512>so <00:05:53.513>the <00:05:53.514>idea <00:05:53.515>of <00:05:53.516>this <00:05:53.517>talk <00:05:53.519>is

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<00:05:53.520>question. <00:05:53.607>Um <00:05:53.695>so <00:05:53.782>the <00:05:53.870>idea <00:05:53.957>of <00:05:54.044>this <00:05:54.132>talk <00:05:54.219>is <00:05:54.307>to <00:05:54.395>see <00:05:54.482>how <00:05:54.570>an <00:05:54.657>experiment <00:05:54.745>that <00:05:54.832>I <00:05:54.919>did

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<00:05:56.070>to <00:05:56.071>see <00:05:56.072>how <00:05:56.073>an <00:05:56.075>experiment <00:05:56.076>that <00:05:56.077>I <00:05:56.079>did

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<00:05:56.080>to <00:05:56.187>see <00:05:56.295>how <00:05:56.403>an <00:05:56.510>experiment <00:05:56.618>that <00:05:56.726>I <00:05:56.833>did <00:05:56.941>about <00:05:57.049>trying <00:05:57.156>to <00:05:57.264>answer <00:05:57.372>this <00:05:57.479>impossible

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<00:05:58.629>about <00:05:58.630>trying <00:05:58.632>to <00:05:58.634>answer <00:05:58.636>this <00:05:58.638>impossible

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<00:05:58.639>about <00:05:58.755>trying <00:05:58.872>to <00:05:58.989>answer <00:05:59.105>this <00:05:59.222>impossible <00:05:59.339>question <00:05:59.455>about <00:05:59.572>what <00:05:59.689>is <00:05:59.805>the <00:05:59.922>best <00:06:00.039>mobile

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<00:06:01.510>question <00:06:01.511>about <00:06:01.513>what <00:06:01.514>is <00:06:01.515>the <00:06:01.517>best <00:06:01.519>mobile

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<00:06:01.520>question <00:06:01.627>about <00:06:01.735>what <00:06:01.843>is <00:06:01.950>the <00:06:02.058>best <00:06:02.166>mobile <00:06:02.273>uh <00:06:02.381>framework. <00:06:02.489>It <00:06:02.596>actually <00:06:02.704>became <00:06:02.812>for <00:06:02.919>me

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<00:06:03.749>uh <00:06:03.750>framework. <00:06:03.752>It <00:06:03.753>actually <00:06:03.755>became <00:06:03.756>for <00:06:03.758>me

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<00:06:03.759>uh <00:06:03.859>framework. <00:06:03.959>It <00:06:04.059>actually <00:06:04.159>became <00:06:04.259>for <00:06:04.359>me <00:06:04.459>a <00:06:04.559>very <00:06:04.659>uh <00:06:04.759>interesting <00:06:04.859>and <00:06:04.959>a <00:06:05.059>teaching <00:06:05.159>uh

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<00:06:07.189>a <00:06:07.190>very <00:06:07.191>uh <00:06:07.192>interesting <00:06:07.194>and <00:06:07.195>a <00:06:07.196>teaching <00:06:07.198>uh

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<00:06:07.199>a <00:06:07.286>very <00:06:07.374>uh <00:06:07.461>interesting <00:06:07.549>and <00:06:07.636>a <00:06:07.724>teaching <00:06:07.811>uh <00:06:07.899>lesson <00:06:07.986>for <00:06:08.074>me <00:06:08.161>on <00:06:08.249>how <00:06:08.336>AI <00:06:08.424>agents <00:06:08.511>work <00:06:08.599>and

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<00:06:10.150>lesson <00:06:10.151>for <00:06:10.152>me <00:06:10.153>on <00:06:10.154>how <00:06:10.155>AI <00:06:10.156>agents <00:06:10.157>work <00:06:10.159>and

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<00:06:10.160>lesson <00:06:10.247>for <00:06:10.335>me <00:06:10.422>on <00:06:10.510>how <00:06:10.597>AI <00:06:10.685>agents <00:06:10.772>work <00:06:10.860>and <00:06:10.947>I <00:06:11.035>learned <00:06:11.122>a <00:06:11.210>lot <00:06:11.297>about <00:06:11.385>AI <00:06:11.472>disciplines <00:06:11.560>uh

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<00:06:12.629>I <00:06:12.630>learned <00:06:12.631>a <00:06:12.632>lot <00:06:12.634>about <00:06:12.635>AI <00:06:12.636>disciplines <00:06:12.638>uh

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<00:06:12.639>I <00:06:12.752>learned <00:06:12.865>a <00:06:12.978>lot <00:06:13.092>about <00:06:13.205>AI <00:06:13.318>disciplines <00:06:13.432>uh <00:06:13.545>such <00:06:13.658>as <00:06:13.772>pump <00:06:13.885>engineering, <00:06:13.998>context

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<00:06:14.150>such <00:06:14.152>as <00:06:14.154>pump <00:06:14.156>engineering, <00:06:14.159>context

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<00:06:14.160>such <00:06:14.315>as <00:06:14.471>pump <00:06:14.626>engineering, <00:06:14.782>context <00:06:14.937>engineering <00:06:15.093>and <00:06:15.248>lately <00:06:15.404>uh <00:06:15.560>hardness

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<00:06:15.830>engineering <00:06:15.832>and <00:06:15.834>lately <00:06:15.836>uh <00:06:15.839>hardness

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<00:06:15.840>engineering <00:06:15.995>and <00:06:16.151>lately <00:06:16.306>uh <00:06:16.462>hardness <00:06:16.617>engineering <00:06:16.773>engineering. <00:06:16.928>So <00:06:17.084>we'll <00:06:17.239>see

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<00:06:17.670>engineering <00:06:17.672>engineering. <00:06:17.674>So <00:06:17.676>we'll <00:06:17.679>see

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<00:06:17.680>engineering <00:06:17.880>engineering. <00:06:18.080>So <00:06:18.280>we'll <00:06:18.480>see <00:06:18.680>all <00:06:18.880>of <00:06:19.080>that.

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<00:06:19.749>all <00:06:19.753>of <00:06:19.758>that.

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<00:06:19.759>all <00:06:19.886>of <00:06:20.013>that. <00:06:20.140>So <00:06:20.268>um <00:06:20.395>as <00:06:20.522>I <00:06:20.649>said <00:06:20.777>in <00:06:20.904>the <00:06:21.031>introduction <00:06:21.159>when

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<00:06:24.230>So <00:06:24.231>um <00:06:24.232>as <00:06:24.233>I <00:06:24.234>said <00:06:24.235>in <00:06:24.236>the <00:06:24.237>introduction <00:06:24.239>when

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<00:06:24.240>So <00:06:24.322>um <00:06:24.404>as <00:06:24.487>I <00:06:24.569>said <00:06:24.651>in <00:06:24.734>the <00:06:24.816>introduction <00:06:24.898>when <00:06:24.981>I <00:06:25.063>was <00:06:25.145>introducing <00:06:25.228>myself <00:06:25.310>I <00:06:25.392>um <00:06:25.475>I <00:06:25.557>did <00:06:25.640>this

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<00:06:27.749>I <00:06:27.750>was <00:06:27.751>introducing <00:06:27.752>myself <00:06:27.753>I <00:06:27.754>um <00:06:27.755>I <00:06:27.756>did <00:06:27.758>this

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<00:06:27.759>I <00:06:27.846>was <00:06:27.934>introducing <00:06:28.021>myself <00:06:28.109>I <00:06:28.196>um <00:06:28.284>I <00:06:28.371>did <00:06:28.459>this <00:06:28.546>talk <00:06:28.634>about <00:06:28.721>um <00:06:28.809>trying <00:06:28.896>to <00:06:28.984>compare <00:06:29.071>and <00:06:29.159>try

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<00:06:31.590>talk <00:06:31.591>about <00:06:31.592>um <00:06:31.593>trying <00:06:31.595>to <00:06:31.596>compare <00:06:31.597>and <00:06:31.599>try

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<00:06:31.600>talk <00:06:31.693>about <00:06:31.786>um <00:06:31.880>trying <00:06:31.973>to <00:06:32.066>compare <00:06:32.160>and <00:06:32.253>try <00:06:32.346>to <00:06:32.440>present <00:06:32.533>to <00:06:32.626>people <00:06:32.720>in <00:06:32.813>an <00:06:32.906>objective <00:06:33.000>way

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<00:06:34.710>to <00:06:34.711>present <00:06:34.712>to <00:06:34.713>people <00:06:34.715>in <00:06:34.716>an <00:06:34.717>objective <00:06:34.719>way

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<00:06:34.720>to <00:06:34.836>present <00:06:34.953>to <00:06:35.070>people <00:06:35.186>in <00:06:35.303>an <00:06:35.420>objective <00:06:35.536>way <00:06:35.653>the <00:06:35.770>main <00:06:35.886>difference <00:06:36.003>between <00:06:36.120>Android

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<00:06:36.710>the <00:06:36.712>main <00:06:36.714>difference <00:06:36.716>between <00:06:36.719>Android

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<00:06:36.720>the <00:06:36.847>main <00:06:36.974>difference <00:06:37.101>between <00:06:37.229>Android <00:06:37.356>native <00:06:37.483>uh <00:06:37.610>um <00:06:37.738>native <00:06:37.865>flutter <00:06:37.992>and <00:06:38.120>react

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<00:06:40.390>native <00:06:40.391>uh <00:06:40.393>um <00:06:40.394>native <00:06:40.395>flutter <00:06:40.397>and <00:06:40.399>react

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<00:06:40.400>native <00:06:40.500>uh <00:06:40.599>um <00:06:40.700>native <00:06:40.799>flutter <00:06:40.900>and <00:06:41.000>react <00:06:41.099>native. <00:06:41.200>But <00:06:41.299>the <00:06:41.400>problem <00:06:41.500>is <00:06:41.599>is <00:06:41.700>that <00:06:41.799>I

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<00:06:42.629>native. <00:06:42.630>But <00:06:42.631>the <00:06:42.632>problem <00:06:42.634>is <00:06:42.635>is <00:06:42.636>that <00:06:42.638>I

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<00:06:42.639>native. <00:06:42.726>But <00:06:42.814>the <00:06:42.901>problem <00:06:42.989>is <00:06:43.076>is <00:06:43.164>that <00:06:43.251>I <00:06:43.339>have <00:06:43.426>my <00:06:43.514>own <00:06:43.601>biases <00:06:43.689>and <00:06:43.776>I <00:06:43.864>have <00:06:43.951>my <00:06:44.039>own

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<00:06:44.710>have <00:06:44.711>my <00:06:44.712>own <00:06:44.713>biases <00:06:44.714>and <00:06:44.715>I <00:06:44.716>have <00:06:44.717>my <00:06:44.719>own

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<00:06:44.720>have <00:06:44.807>my <00:06:44.895>own <00:06:44.982>biases <00:06:45.070>and <00:06:45.157>I <00:06:45.245>have <00:06:45.332>my <00:06:45.420>own <00:06:45.507>knowledge. <00:06:45.595>So <00:06:45.682>even <00:06:45.770>though <00:06:45.857>I <00:06:45.945>try <00:06:46.032>to <00:06:46.120>be

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<00:06:47.110>knowledge. <00:06:47.111>So <00:06:47.112>even <00:06:47.113>though <00:06:47.115>I <00:06:47.116>try <00:06:47.117>to <00:06:47.119>be

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<00:06:47.120>knowledge. <00:06:47.197>So <00:06:47.275>even <00:06:47.353>though <00:06:47.431>I <00:06:47.508>try <00:06:47.586>to <00:06:47.664>be <00:06:47.742>neutral, <00:06:47.820>um <00:06:47.897>I <00:06:47.975>I <00:06:48.053>have <00:06:48.131>my <00:06:48.208>my <00:06:48.286>bias. <00:06:48.364>I <00:06:48.442>I <00:06:48.520>I

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<00:06:51.590>neutral, <00:06:51.590>um <00:06:51.591>I <00:06:51.592>I <00:06:51.593>have <00:06:51.594>my <00:06:51.595>my <00:06:51.596>bias. <00:06:51.597>I <00:06:51.598>I <00:06:51.599>I

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<00:06:51.600>neutral, <00:06:51.682>um <00:06:51.764>I <00:06:51.847>I <00:06:51.929>have <00:06:52.011>my <00:06:52.094>my <00:06:52.176>bias. <00:06:52.258>I <00:06:52.341>I <00:06:52.423>I <00:06:52.505>really <00:06:52.588>love <00:06:52.670>Flutter. <00:06:52.752>I <00:06:52.835>really <00:06:52.917>love <00:06:53.000>the

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<00:06:53.350>really <00:06:53.351>love <00:06:53.353>Flutter. <00:06:53.354>I <00:06:53.356>really <00:06:53.357>love <00:06:53.359>the

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<00:06:53.360>really <00:06:53.467>love <00:06:53.575>Flutter. <00:06:53.683>I <00:06:53.790>really <00:06:53.898>love <00:06:54.006>the <00:06:54.113>Android <00:06:54.221>ecosystem <00:06:54.329>and <00:06:54.436>I <00:06:54.544>don't <00:06:54.652>like <00:06:54.760>React

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<00:06:55.749>Android <00:06:55.750>ecosystem <00:06:55.752>and <00:06:55.753>I <00:06:55.755>don't <00:06:55.756>like <00:06:55.758>React

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<00:06:55.759>Android <00:06:55.852>ecosystem <00:06:55.945>and <00:06:56.039>I <00:06:56.132>don't <00:06:56.225>like <00:06:56.319>React <00:06:56.412>Native <00:06:56.505>that <00:06:56.599>much. <00:06:56.692>Even <00:06:56.785>though <00:06:56.879>I <00:06:56.972>I <00:06:57.065>try <00:06:57.159>to

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<00:06:58.308>Native <00:06:58.310>that <00:06:58.311>much. <00:06:58.312>Even <00:06:58.313>though <00:06:58.314>I <00:06:58.315>I <00:06:58.316>try <00:06:58.318>to

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<00:06:58.319>Native <00:06:58.401>that <00:06:58.483>much. <00:06:58.566>Even <00:06:58.648>though <00:06:58.730>I <00:06:58.813>I <00:06:58.895>try <00:06:58.977>to <00:06:59.060>not <00:06:59.142>um <00:06:59.224>to <00:06:59.307>to <00:06:59.389>be <00:06:59.471>fair <00:06:59.554>to <00:06:59.636>every <00:06:59.719>every

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<00:07:01.350>not <00:07:01.351>um <00:07:01.352>to <00:07:01.353>to <00:07:01.354>be <00:07:01.355>fair <00:07:01.356>to <00:07:01.357>every <00:07:01.359>every

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<00:07:01.360>not <00:07:01.453>um <00:07:01.546>to <00:07:01.640>to <00:07:01.733>be <00:07:01.826>fair <00:07:01.920>to <00:07:02.013>every <00:07:02.106>every <00:07:02.200>framework, <00:07:02.293>I'm <00:07:02.386>biased. <00:07:02.480>Also, <00:07:02.573>when <00:07:02.666>I <00:07:02.760>was

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<00:07:04.550>framework, <00:07:04.551>I'm <00:07:04.553>biased. <00:07:04.554>Also, <00:07:04.556>when <00:07:04.557>I <00:07:04.559>was

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<00:07:04.560>framework, <00:07:04.660>I'm <00:07:04.760>biased. <00:07:04.860>Also, <00:07:04.960>when <00:07:05.060>I <00:07:05.160>was <00:07:05.260>doing <00:07:05.360>research <00:07:05.460>for <00:07:05.560>this <00:07:05.660>uh <00:07:05.760>for <00:07:05.860>the <00:07:05.960>the

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<00:07:07.110>doing <00:07:07.111>research <00:07:07.112>for <00:07:07.113>this <00:07:07.115>uh <00:07:07.116>for <00:07:07.117>the <00:07:07.119>the

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<00:07:07.120>doing <00:07:07.202>research <00:07:07.284>for <00:07:07.367>this <00:07:07.449>uh <00:07:07.531>for <00:07:07.614>the <00:07:07.696>the <00:07:07.778>other <00:07:07.861>talk <00:07:07.943>that <00:07:08.025>I <00:07:08.108>did, <00:07:08.190>I <00:07:08.272>heard <00:07:08.355>I <00:07:08.437>saw <00:07:08.520>a

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<00:07:10.469>other <00:07:10.469>talk <00:07:10.471>that <00:07:10.472>I <00:07:10.473>did, <00:07:10.474>I <00:07:10.474>heard <00:07:10.476>I <00:07:10.477>saw <00:07:10.478>a

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<00:07:10.479>other <00:07:10.552>talk <00:07:10.626>that <00:07:10.700>I <00:07:10.773>did, <00:07:10.847>I <00:07:10.921>heard <00:07:10.994>I <00:07:11.068>saw <00:07:11.142>a <00:07:11.215>lot <00:07:11.289>of <00:07:11.363>videos <00:07:11.436>on <00:07:11.510>the <00:07:11.584>topic. <00:07:11.657>I <00:07:11.731>I <00:07:11.805>read <00:07:11.878>a

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<00:07:13.189>lot <00:07:13.190>of <00:07:13.191>videos <00:07:13.192>on <00:07:13.193>the <00:07:13.194>topic. <00:07:13.195>I <00:07:13.196>I <00:07:13.197>read <00:07:13.198>a

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<00:07:13.199>lot <00:07:13.281>of <00:07:13.363>videos <00:07:13.446>on <00:07:13.528>the <00:07:13.610>topic. <00:07:13.693>I <00:07:13.775>I <00:07:13.857>read <00:07:13.940>a <00:07:14.022>lot <00:07:14.104>of <00:07:14.187>articles <00:07:14.269>and <00:07:14.351>there <00:07:14.434>were <00:07:14.516>so <00:07:14.599>many

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<00:07:15.749>lot <00:07:15.750>of <00:07:15.751>articles <00:07:15.752>and <00:07:15.754>there <00:07:15.755>were <00:07:15.756>so <00:07:15.758>many

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<00:07:15.759>lot <00:07:15.866>of <00:07:15.974>articles <00:07:16.082>and <00:07:16.189>there <00:07:16.297>were <00:07:16.405>so <00:07:16.512>many <00:07:16.620>unfair <00:07:16.728>comparisons <00:07:16.835>I <00:07:16.943>think <00:07:17.051>uh <00:07:17.159>between

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<00:07:17.830>unfair <00:07:17.831>comparisons <00:07:17.833>I <00:07:17.835>think <00:07:17.837>uh <00:07:17.839>between

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<00:07:17.840>unfair <00:07:17.947>comparisons <00:07:18.055>I <00:07:18.163>think <00:07:18.270>uh <00:07:18.378>between <00:07:18.486>the <00:07:18.593>frameworks <00:07:18.701>that <00:07:18.809>the <00:07:18.916>you <00:07:19.024>can <00:07:19.132>see <00:07:19.239>that

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<00:07:20.230>the <00:07:20.231>frameworks <00:07:20.232>that <00:07:20.233>the <00:07:20.235>you <00:07:20.236>can <00:07:20.237>see <00:07:20.239>that

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<00:07:20.240>the <00:07:20.340>frameworks <00:07:20.440>that <00:07:20.540>the <00:07:20.640>you <00:07:20.740>can <00:07:20.840>see <00:07:20.940>that <00:07:21.040>the <00:07:21.140>author <00:07:21.240>was <00:07:21.340>trying <00:07:21.440>to <00:07:21.540>favor <00:07:21.640>one

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<00:07:21.990>the <00:07:21.991>author <00:07:21.993>was <00:07:21.994>trying <00:07:21.996>to <00:07:21.997>favor <00:07:21.999>one

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<00:07:22.000>the <00:07:22.117>author <00:07:22.234>was <00:07:22.351>trying <00:07:22.468>to <00:07:22.585>favor <00:07:22.702>one <00:07:22.819>framework <00:07:22.936>over <00:07:23.053>the <00:07:23.170>another <00:07:23.287>with

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<00:07:23.430>framework <00:07:23.432>over <00:07:23.434>the <00:07:23.436>another <00:07:23.439>with

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<00:07:23.440>framework <00:07:23.580>over <00:07:23.719>the <00:07:23.860>another <00:07:24.000>with <00:07:24.140>artificial <00:07:24.280>things. <00:07:24.420>So <00:07:24.560>yes <00:07:24.700>basically <00:07:24.840>we

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<00:07:25.990>artificial <00:07:25.991>things. <00:07:25.993>So <00:07:25.995>yes <00:07:25.997>basically <00:07:25.999>we

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<00:07:26.000>artificial <00:07:26.100>things. <00:07:26.200>So <00:07:26.300>yes <00:07:26.400>basically <00:07:26.500>we <00:07:26.600>are <00:07:26.700>flawed <00:07:26.800>as <00:07:26.900>human. <00:07:27.000>So <00:07:27.100>what <00:07:27.200>I <00:07:27.300>wanted <00:07:27.400>to

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<00:07:28.629>are <00:07:28.630>flawed <00:07:28.631>as <00:07:28.632>human. <00:07:28.633>So <00:07:28.634>what <00:07:28.635>I <00:07:28.636>wanted <00:07:28.638>to

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<00:07:28.639>are <00:07:28.742>flawed <00:07:28.846>as <00:07:28.950>human. <00:07:29.054>So <00:07:29.158>what <00:07:29.262>I <00:07:29.366>wanted <00:07:29.470>to <00:07:29.574>do <00:07:29.678>[clears <00:07:29.782>throat]

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<00:07:29.909>do <00:07:29.913>[clears <00:07:29.918>throat]

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<00:07:29.919>do <00:07:30.198>[clears <00:07:30.479>throat] <00:07:30.758>was <00:07:31.039>to <00:07:31.318>delegate

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<00:07:32.308>was <00:07:32.313>to <00:07:32.318>delegate

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<00:07:32.319>was <00:07:32.519>to <00:07:32.719>delegate <00:07:32.919>the <00:07:33.119>the <00:07:33.319>the <00:07:33.519>experiments, <00:07:33.719>delegate

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<00:07:35.189>the <00:07:35.191>the <00:07:35.193>the <00:07:35.195>experiments, <00:07:35.198>delegate

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<00:07:35.199>the <00:07:35.339>the <00:07:35.479>the <00:07:35.619>experiments, <00:07:35.759>delegate <00:07:35.899>building <00:07:36.039>apps, <00:07:36.179>the <00:07:36.319>identical <00:07:36.459>the <00:07:36.599>exactly

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<00:07:38.150>building <00:07:38.151>apps, <00:07:38.153>the <00:07:38.155>identical <00:07:38.157>the <00:07:38.159>exactly

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<00:07:38.159>building <00:07:38.267>apps, <00:07:38.375>the <00:07:38.483>identical <00:07:38.590>the <00:07:38.698>exactly <00:07:38.806>same <00:07:38.913>app <00:07:39.021>to <00:07:39.129>several <00:07:39.236>AI <00:07:39.344>agents. <00:07:39.452>And <00:07:39.559>so

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<00:07:41.670>same <00:07:41.671>app <00:07:41.672>to <00:07:41.673>several <00:07:41.675>AI <00:07:41.676>agents. <00:07:41.677>And <00:07:41.679>so

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<00:07:41.680>same <00:07:41.773>app <00:07:41.866>to <00:07:41.960>several <00:07:42.053>AI <00:07:42.146>agents. <00:07:42.240>And <00:07:42.333>so <00:07:42.426>finally <00:07:42.520>I <00:07:42.613>could <00:07:42.706>have <00:07:42.800>uh <00:07:42.893>facts, <00:07:42.986>I <00:07:43.080>could

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<00:07:44.870>finally <00:07:44.871>I <00:07:44.872>could <00:07:44.873>have <00:07:44.875>uh <00:07:44.876>facts, <00:07:44.877>I <00:07:44.879>could

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<00:07:44.880>finally <00:07:44.987>I <00:07:45.095>could <00:07:45.203>have <00:07:45.310>uh <00:07:45.418>facts, <00:07:45.526>I <00:07:45.633>could <00:07:45.741>have <00:07:45.849>really <00:07:45.956>measurable <00:07:46.064>things. <00:07:46.172>I <00:07:46.280>could

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<00:07:47.350>have <00:07:47.351>really <00:07:47.353>measurable <00:07:47.355>things. <00:07:47.357>I <00:07:47.359>could

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<00:07:47.360>have <00:07:47.476>really <00:07:47.593>measurable <00:07:47.710>things. <00:07:47.826>I <00:07:47.943>could <00:07:48.060>have <00:07:48.176>metrics <00:07:48.293>that <00:07:48.410>I <00:07:48.526>could <00:07:48.643>really <00:07:48.760>uh

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<00:07:49.350>have <00:07:49.351>metrics <00:07:49.353>that <00:07:49.354>I <00:07:49.356>could <00:07:49.357>really <00:07:49.359>uh

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<00:07:49.360>have <00:07:49.467>metrics <00:07:49.575>that <00:07:49.683>I <00:07:49.790>could <00:07:49.898>really <00:07:50.006>uh <00:07:50.113>compare <00:07:50.221>in <00:07:50.329>order <00:07:50.436>to <00:07:50.544>answer <00:07:50.652>the <00:07:50.760>question.

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<00:07:52.150>compare <00:07:52.151>in <00:07:52.152>order <00:07:52.154>to <00:07:52.155>answer <00:07:52.157>the <00:07:52.159>question.

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<00:07:52.159>compare <00:07:52.253>in <00:07:52.346>order <00:07:52.439>to <00:07:52.533>answer <00:07:52.626>the <00:07:52.719>question. <00:07:52.813>So <00:07:52.906>yes, <00:07:52.999>so <00:07:53.093>basically <00:07:53.186>a <00:07:53.280>and <00:07:53.373>also <00:07:53.466>if <00:07:53.559>we

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<00:07:55.430>So <00:07:55.431>yes, <00:07:55.432>so <00:07:55.433>basically <00:07:55.434>a <00:07:55.435>and <00:07:55.436>also <00:07:55.437>if <00:07:55.439>we

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<00:07:55.440>So <00:07:55.517>yes, <00:07:55.595>so <00:07:55.673>basically <00:07:55.751>a <00:07:55.828>and <00:07:55.906>also <00:07:55.984>if <00:07:56.062>we <00:07:56.140>wanted <00:07:56.217>to <00:07:56.295>be <00:07:56.373>uh <00:07:56.451>fair <00:07:56.528>in <00:07:56.606>this <00:07:56.684>uh <00:07:56.762>as <00:07:56.840>a

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<00:08:00.469>wanted <00:08:00.469>to <00:08:00.471>be <00:08:00.472>uh <00:08:00.473>fair <00:08:00.474>in <00:08:00.474>this <00:08:00.476>uh <00:08:00.477>as <00:08:00.478>a

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<00:08:00.479>wanted <00:08:00.561>to <00:08:00.643>be <00:08:00.726>uh <00:08:00.808>fair <00:08:00.890>in <00:08:00.973>this <00:08:01.055>uh <00:08:01.137>as <00:08:01.220>a <00:08:01.302>human <00:08:01.384>as <00:08:01.467>a <00:08:01.549>developer <00:08:01.631>we <00:08:01.714>actually <00:08:01.796>have <00:08:01.878>to

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<00:08:03.189>human <00:08:03.190>as <00:08:03.191>a <00:08:03.192>developer <00:08:03.194>we <00:08:03.195>actually <00:08:03.196>have <00:08:03.198>to

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<00:08:03.199>human <00:08:03.292>as <00:08:03.385>a <00:08:03.479>developer <00:08:03.572>we <00:08:03.665>actually <00:08:03.759>have <00:08:03.852>to <00:08:03.945>have <00:08:04.039>the <00:08:04.132>exact <00:08:04.225>same <00:08:04.319>expertise <00:08:04.412>for <00:08:04.505>um <00:08:04.599>all

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<00:08:07.670>have <00:08:07.671>the <00:08:07.672>exact <00:08:07.673>same <00:08:07.675>expertise <00:08:07.676>for <00:08:07.677>um <00:08:07.679>all

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<00:08:07.680>have <00:08:07.780>the <00:08:07.880>exact <00:08:07.980>same <00:08:08.080>expertise <00:08:08.180>for <00:08:08.280>um <00:08:08.380>all <00:08:08.480>of <00:08:08.580>the <00:08:08.680>three <00:08:08.780>frameworks <00:08:08.880>which <00:08:08.980>is <00:08:09.080>u

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<00:08:10.550>of <00:08:10.551>the <00:08:10.553>three <00:08:10.554>frameworks <00:08:10.556>which <00:08:10.557>is <00:08:10.559>u

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<00:08:10.560>of <00:08:10.667>the <00:08:10.775>three <00:08:10.883>frameworks <00:08:10.990>which <00:08:11.098>is <00:08:11.206>u <00:08:11.313>impossible. <00:08:11.421>So <00:08:11.529>I'm <00:08:11.636>delegating <00:08:11.744>this <00:08:11.852>to <00:08:11.960>AI

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<00:08:12.950>impossible. <00:08:12.951>So <00:08:12.953>I'm <00:08:12.954>delegating <00:08:12.955>this <00:08:12.957>to <00:08:12.959>AI

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<00:08:12.960>impossible. <00:08:13.159>So <00:08:13.359>I'm <00:08:13.560>delegating <00:08:13.760>this <00:08:13.960>to <00:08:14.159>AI <00:08:14.359>agents.

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agents.

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<00:08:14.560>agents. <00:08:14.676>You <00:08:14.793>saw <00:08:14.910>at <00:08:15.026>the <00:08:15.143>title <00:08:15.260>uh <00:08:15.376>I <00:08:15.493>put <00:08:15.610>a <00:08:15.726>V4 <00:08:15.843>um <00:08:15.960>uh

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<00:08:19.270>You <00:08:19.270>saw <00:08:19.271>at <00:08:19.272>the <00:08:19.273>title <00:08:19.274>uh <00:08:19.274>I <00:08:19.275>put <00:08:19.276>a <00:08:19.277>V4 <00:08:19.278>um <00:08:19.279>uh

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<00:08:19.280>You <00:08:19.362>saw <00:08:19.444>at <00:08:19.527>the <00:08:19.609>title <00:08:19.691>uh <00:08:19.774>I <00:08:19.856>put <00:08:19.938>a <00:08:20.021>V4 <00:08:20.103>um <00:08:20.185>uh <00:08:20.268>in <00:08:20.350>parenthesis <00:08:20.432>because <00:08:20.515>I <00:08:20.597>actually <00:08:20.679>done

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<00:08:21.510>in <00:08:21.511>parenthesis <00:08:21.513>because <00:08:21.515>I <00:08:21.517>actually <00:08:21.519>done

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<00:08:21.520>in <00:08:21.636>parenthesis <00:08:21.753>because <00:08:21.870>I <00:08:21.986>actually <00:08:22.103>done <00:08:22.219>this <00:08:22.336>I've <00:08:22.453>been <00:08:22.570>doing <00:08:22.686>this <00:08:22.803>experiment <00:08:22.919>for

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<00:08:23.749>this <00:08:23.750>I've <00:08:23.752>been <00:08:23.753>doing <00:08:23.755>this <00:08:23.756>experiment <00:08:23.758>for

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<00:08:23.759>this <00:08:23.859>I've <00:08:23.959>been <00:08:24.059>doing <00:08:24.159>this <00:08:24.259>experiment <00:08:24.359>for <00:08:24.459>almost <00:08:24.559>one <00:08:24.659>year <00:08:24.759>right <00:08:24.859>now <00:08:24.959>and <00:08:25.059>in <00:08:25.159>each

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<00:08:25.909>almost <00:08:25.910>one <00:08:25.911>year <00:08:25.912>right <00:08:25.914>now <00:08:25.915>and <00:08:25.916>in <00:08:25.918>each

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<00:08:25.919>almost <00:08:26.012>one <00:08:26.105>year <00:08:26.198>right <00:08:26.292>now <00:08:26.385>and <00:08:26.479>in <00:08:26.572>each <00:08:26.665>step <00:08:26.758>along <00:08:26.852>the <00:08:26.945>way <00:08:27.039>each <00:08:27.132>iteration <00:08:27.225>I <00:08:27.318>I

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<00:08:28.629>step <00:08:28.630>along <00:08:28.631>the <00:08:28.632>way <00:08:28.634>each <00:08:28.635>iteration <00:08:28.636>I <00:08:28.638>I

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<00:08:28.639>step <00:08:28.739>along <00:08:28.839>the <00:08:28.939>way <00:08:29.039>each <00:08:29.139>iteration <00:08:29.239>I <00:08:29.339>I <00:08:29.439>learned <00:08:29.539>something <00:08:29.639>new. <00:08:29.739>So <00:08:29.839>the <00:08:29.939>very <00:08:30.039>first

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<00:08:30.710>learned <00:08:30.711>something <00:08:30.712>new. <00:08:30.714>So <00:08:30.716>the <00:08:30.717>very <00:08:30.719>first

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<00:08:30.720>learned <00:08:30.802>something <00:08:30.884>new. <00:08:30.967>So <00:08:31.049>the <00:08:31.131>very <00:08:31.214>first <00:08:31.296>one <00:08:31.378>um <00:08:31.461>what <00:08:31.543>I <00:08:31.625>did <00:08:31.708>I <00:08:31.790>I <00:08:31.872>I <00:08:31.955>really <00:08:32.037>wanted <00:08:32.120>to

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<00:08:34.469>one <00:08:34.469>um <00:08:34.470>what <00:08:34.471>I <00:08:34.472>did <00:08:34.473>I <00:08:34.474>I <00:08:34.475>I <00:08:34.476>really <00:08:34.477>wanted <00:08:34.478>to

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<00:08:34.479>one <00:08:34.566>um <00:08:34.654>what <00:08:34.741>I <00:08:34.829>did <00:08:34.916>I <00:08:35.004>I <00:08:35.091>I <00:08:35.179>really <00:08:35.266>wanted <00:08:35.354>to <00:08:35.441>give <00:08:35.529>the <00:08:35.616>agents <00:08:35.704>a <00:08:35.791>good <00:08:35.879>specification

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<00:08:38.149>give <00:08:38.150>the <00:08:38.152>agents <00:08:38.154>a <00:08:38.156>good <00:08:38.158>specification

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<00:08:38.159>give <00:08:38.359>the <00:08:38.558>agents <00:08:38.759>a <00:08:38.958>good <00:08:39.159>specification <00:08:39.359>good <00:08:39.558>instructions

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<00:08:39.990>good <00:08:39.999>instructions

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<00:08:40.000>good <00:08:40.155>instructions <00:08:40.311>and <00:08:40.466>uh <00:08:40.622>even <00:08:40.777>though <00:08:40.933>I <00:08:41.088>spent <00:08:41.244>time <00:08:41.400>in

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<00:08:42.630>and <00:08:42.631>uh <00:08:42.632>even <00:08:42.633>though <00:08:42.635>I <00:08:42.636>spent <00:08:42.637>time <00:08:42.639>in

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<00:08:42.640>and <00:08:42.740>uh <00:08:42.840>even <00:08:42.939>though <00:08:43.039>I <00:08:43.140>spent <00:08:43.240>time <00:08:43.340>in <00:08:43.439>thinking <00:08:43.539>about <00:08:43.640>it <00:08:43.740>when <00:08:43.840>I <00:08:43.939>finally <00:08:44.039>give

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<00:08:44.550>thinking <00:08:44.551>about <00:08:44.553>it <00:08:44.554>when <00:08:44.555>I <00:08:44.557>finally <00:08:44.559>give

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<00:08:44.560>thinking <00:08:44.660>about <00:08:44.760>it <00:08:44.859>when <00:08:44.959>I <00:08:45.060>finally <00:08:45.160>give <00:08:45.260>the <00:08:45.359>instructions <00:08:45.459>to <00:08:45.560>the <00:08:45.660>agent <00:08:45.760>I <00:08:45.859>I <00:08:45.959>ended

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<00:08:47.190>the <00:08:47.191>instructions <00:08:47.192>to <00:08:47.193>the <00:08:47.195>agent <00:08:47.196>I <00:08:47.197>I <00:08:47.199>ended

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<00:08:47.200>the <00:08:47.293>instructions <00:08:47.386>to <00:08:47.480>the <00:08:47.573>agent <00:08:47.666>I <00:08:47.760>I <00:08:47.853>ended <00:08:47.946>up <00:08:48.040>uh <00:08:48.133>figuring <00:08:48.226>out <00:08:48.320>that <00:08:48.413>I <00:08:48.506>forgot <00:08:48.600>some

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<00:08:49.829>up <00:08:49.830>uh <00:08:49.831>figuring <00:08:49.832>out <00:08:49.834>that <00:08:49.835>I <00:08:49.836>forgot <00:08:49.838>some

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<00:08:49.839>up <00:08:49.926>uh <00:08:50.013>figuring <00:08:50.101>out <00:08:50.189>that <00:08:50.276>I <00:08:50.363>forgot <00:08:50.451>some <00:08:50.539>use <00:08:50.626>cases <00:08:50.714>I <00:08:50.801>forgot <00:08:50.888>some <00:08:50.976>edge <00:08:51.064>cases. <00:08:51.151>So <00:08:51.238>I

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<00:08:52.710>use <00:08:52.711>cases <00:08:52.712>I <00:08:52.713>forgot <00:08:52.714>some <00:08:52.715>edge <00:08:52.716>cases. <00:08:52.717>So <00:08:52.719>I

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<00:08:52.720>use <00:08:52.802>cases <00:08:52.884>I <00:08:52.967>forgot <00:08:53.049>some <00:08:53.131>edge <00:08:53.214>cases. <00:08:53.296>So <00:08:53.378>I <00:08:53.461>had <00:08:53.543>to <00:08:53.625>really <00:08:53.708>go <00:08:53.790>forth <00:08:53.872>and <00:08:53.955>back <00:08:54.037>with <00:08:54.120>the

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<00:08:55.269>had <00:08:55.270>to <00:08:55.271>really <00:08:55.272>go <00:08:55.273>forth <00:08:55.274>and <00:08:55.275>back <00:08:55.276>with <00:08:55.278>the

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<00:08:55.279>had <00:08:55.361>to <00:08:55.443>really <00:08:55.526>go <00:08:55.608>forth <00:08:55.690>and <00:08:55.773>back <00:08:55.855>with <00:08:55.937>the <00:08:56.020>agent <00:08:56.102>so <00:08:56.184>he <00:08:56.267>he <00:08:56.349>could <00:08:56.431>uh <00:08:56.514>the <00:08:56.596>agent <00:08:56.679>could

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<00:08:58.470>agent <00:08:58.471>so <00:08:58.472>he <00:08:58.473>he <00:08:58.474>could <00:08:58.475>uh <00:08:58.476>the <00:08:58.477>agent <00:08:58.479>could

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<00:08:58.480>agent <00:08:58.607>so <00:08:58.734>he <00:08:58.861>he <00:08:58.989>could <00:08:59.116>uh <00:08:59.243>the <00:08:59.370>agent <00:08:59.498>could <00:08:59.625>complete <00:08:59.752>the <00:08:59.880>task.

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<00:09:00.870>complete <00:09:00.874>the <00:09:00.879>task.

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<00:09:00.880>complete <00:09:00.987>the <00:09:01.095>task. <00:09:01.203>At <00:09:01.310>the <00:09:01.418>end <00:09:01.526>of <00:09:01.633>the <00:09:01.741>of <00:09:01.849>the <00:09:01.956>day <00:09:02.064>I <00:09:02.172>had <00:09:02.280>nine

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<00:09:02.949>At <00:09:02.949>the <00:09:02.950>end <00:09:02.951>of <00:09:02.952>the <00:09:02.953>of <00:09:02.954>the <00:09:02.955>day <00:09:02.956>I <00:09:02.957>had <00:09:02.958>nine

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<00:09:02.959>At <00:09:03.041>the <00:09:03.123>end <00:09:03.206>of <00:09:03.288>the <00:09:03.370>of <00:09:03.453>the <00:09:03.535>day <00:09:03.617>I <00:09:03.700>had <00:09:03.782>nine <00:09:03.864>apps <00:09:03.947>because <00:09:04.029>I <00:09:04.111>had <00:09:04.194>three <00:09:04.276>frameworks. <00:09:04.358>So

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<00:09:05.350>apps <00:09:05.351>because <00:09:05.353>I <00:09:05.354>had <00:09:05.356>three <00:09:05.357>frameworks. <00:09:05.359>So

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<00:09:05.360>apps <00:09:05.467>because <00:09:05.575>I <00:09:05.683>had <00:09:05.790>three <00:09:05.898>frameworks. <00:09:06.006>So <00:09:06.113>React <00:09:06.221>Native, <00:09:06.329>Flutter <00:09:06.436>and <00:09:06.544>um <00:09:06.652>native <00:09:06.760>but

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<00:09:09.350>React <00:09:09.351>Native, <00:09:09.353>Flutter <00:09:09.354>and <00:09:09.356>um <00:09:09.357>native <00:09:09.359>but

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<00:09:09.360>React <00:09:09.447>Native, <00:09:09.535>Flutter <00:09:09.622>and <00:09:09.710>um <00:09:09.797>native <00:09:09.885>but <00:09:09.972>I <00:09:10.060>also <00:09:10.147>was <00:09:10.235>ving <00:09:10.322>the <00:09:10.410>the <00:09:10.497>AI <00:09:10.585>agents. <00:09:10.672>So <00:09:10.760>I

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<00:09:13.190>I <00:09:13.191>also <00:09:13.192>was <00:09:13.193>ving <00:09:13.194>the <00:09:13.195>the <00:09:13.196>AI <00:09:13.197>agents. <00:09:13.198>So <00:09:13.199>I

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<00:09:13.200>I <00:09:13.287>also <00:09:13.375>was <00:09:13.462>ving <00:09:13.550>the <00:09:13.637>the <00:09:13.725>AI <00:09:13.812>agents. <00:09:13.900>So <00:09:13.987>I <00:09:14.075>had <00:09:14.162>also <00:09:14.250>three <00:09:14.337>uh <00:09:14.425>different <00:09:14.512>agents <00:09:14.600>for

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<00:09:15.350>had <00:09:15.351>also <00:09:15.353>three <00:09:15.354>uh <00:09:15.356>different <00:09:15.357>agents <00:09:15.359>for

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<00:09:15.360>had <00:09:15.460>also <00:09:15.560>three <00:09:15.660>uh <00:09:15.760>different <00:09:15.860>agents <00:09:15.960>for <00:09:16.060>version <00:09:16.160>one. <00:09:16.260>I <00:09:16.360>was <00:09:16.460>using <00:09:16.560>clot <00:09:16.660>code <00:09:16.760>um

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<00:09:18.550>version <00:09:18.551>one. <00:09:18.552>I <00:09:18.553>was <00:09:18.555>using <00:09:18.556>clot <00:09:18.557>code <00:09:18.559>um

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<00:09:18.560>version <00:09:18.660>one. <00:09:18.760>I <00:09:18.859>was <00:09:18.959>using <00:09:19.060>clot <00:09:19.160>code <00:09:19.260>um <00:09:19.359>Gemini <00:09:19.459>CLI <00:09:19.560>and <00:09:19.660>Juni <00:09:19.760>the <00:09:19.859>AI <00:09:19.959>assistant

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<00:09:21.350>Gemini <00:09:21.351>CLI <00:09:21.353>and <00:09:21.354>Juni <00:09:21.356>the <00:09:21.357>AI <00:09:21.359>assistant

00:09:21.360 --> 00:09:23.350 align:start position:0%
<00:09:21.360>Gemini <00:09:21.515>CLI <00:09:21.671>and <00:09:21.826>Juni <00:09:21.982>the <00:09:22.137>AI <00:09:22.293>assistant <00:09:22.448>from <00:09:22.604>Jet <00:09:22.760>Brains.

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<00:09:23.350>from <00:09:23.354>Jet <00:09:23.359>Brains.

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<00:09:23.360>from <00:09:23.487>Jet <00:09:23.614>Brains. <00:09:23.741>It <00:09:23.869>took <00:09:23.996>me <00:09:24.123>10 <00:09:24.250>days <00:09:24.378>to <00:09:24.505>build <00:09:24.632>nine <00:09:24.760>apps

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<00:09:25.509>It <00:09:25.510>took <00:09:25.511>me <00:09:25.512>10 <00:09:25.513>days <00:09:25.514>to <00:09:25.515>build <00:09:25.516>nine <00:09:25.518>apps

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<00:09:25.519>It <00:09:25.606>took <00:09:25.694>me <00:09:25.781>10 <00:09:25.869>days <00:09:25.956>to <00:09:26.044>build <00:09:26.131>nine <00:09:26.219>apps <00:09:26.306>which <00:09:26.394>is <00:09:26.481>pretty <00:09:26.569>good. <00:09:26.656>But <00:09:26.744>what <00:09:26.831>I <00:09:26.919>learned

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<00:09:27.509>which <00:09:27.510>is <00:09:27.511>pretty <00:09:27.512>good. <00:09:27.514>But <00:09:27.515>what <00:09:27.516>I <00:09:27.518>learned

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<00:09:27.519>which <00:09:27.612>is <00:09:27.705>pretty <00:09:27.799>good. <00:09:27.892>But <00:09:27.985>what <00:09:28.079>I <00:09:28.172>learned <00:09:28.265>from <00:09:28.359>this <00:09:28.452>is <00:09:28.545>that <00:09:28.639>yes <00:09:28.732>basically <00:09:28.825>what <00:09:28.919>you

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<00:09:29.670>from <00:09:29.671>this <00:09:29.672>is <00:09:29.673>that <00:09:29.675>yes <00:09:29.676>basically <00:09:29.677>what <00:09:29.679>you

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<00:09:29.680>from <00:09:29.773>this <00:09:29.866>is <00:09:29.959>that <00:09:30.053>yes <00:09:30.146>basically <00:09:30.239>what <00:09:30.333>you <00:09:30.426>don't <00:09:30.520>give <00:09:30.613>to <00:09:30.706>the <00:09:30.800>eye <00:09:30.893>it <00:09:30.986>just <00:09:31.079>assumes

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<00:09:31.269>don't <00:09:31.270>give <00:09:31.271>to <00:09:31.272>the <00:09:31.274>eye <00:09:31.275>it <00:09:31.276>just <00:09:31.278>assumes

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<00:09:31.279>don't <00:09:31.363>give <00:09:31.448>to <00:09:31.533>the <00:09:31.618>eye <00:09:31.703>it <00:09:31.788>just <00:09:31.873>assumes <00:09:31.958>and <00:09:32.043>you <00:09:32.128>have <00:09:32.213>to <00:09:32.298>go <00:09:32.383>back <00:09:32.468>and <00:09:32.553>forth. <00:09:32.638>I

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<00:09:32.790>and <00:09:32.791>you <00:09:32.792>have <00:09:32.793>to <00:09:32.794>go <00:09:32.795>back <00:09:32.796>and <00:09:32.797>forth. <00:09:32.799>I

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<00:09:32.800>and <00:09:32.877>you <00:09:32.955>have <00:09:33.033>to <00:09:33.111>go <00:09:33.188>back <00:09:33.266>and <00:09:33.344>forth. <00:09:33.422>I <00:09:33.500>lost <00:09:33.577>I <00:09:33.655>lost <00:09:33.733>I <00:09:33.811>lost <00:09:33.888>a <00:09:33.966>lot <00:09:34.044>of <00:09:34.122>time <00:09:34.199>uh

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<00:09:34.630>lost <00:09:34.631>I <00:09:34.632>lost <00:09:34.633>I <00:09:34.634>lost <00:09:34.635>a <00:09:34.636>lot <00:09:34.637>of <00:09:34.638>time <00:09:34.639>uh

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<00:09:34.640>lost <00:09:34.713>I <00:09:34.787>lost <00:09:34.861>I <00:09:34.934>lost <00:09:35.008>a <00:09:35.082>lot <00:09:35.155>of <00:09:35.229>time <00:09:35.303>uh <00:09:35.376>doing <00:09:35.450>this <00:09:35.524>and <00:09:35.597>uh <00:09:35.671>I <00:09:35.745>was <00:09:35.818>doing <00:09:35.892>a <00:09:35.966>lot <00:09:36.040>of

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<00:09:37.590>doing <00:09:37.591>this <00:09:37.592>and <00:09:37.593>uh <00:09:37.594>I <00:09:37.595>was <00:09:37.596>doing <00:09:37.597>a <00:09:37.598>lot <00:09:37.599>of

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<00:09:37.600>doing <00:09:37.700>this <00:09:37.800>and <00:09:37.900>uh <00:09:38.000>I <00:09:38.100>was <00:09:38.200>doing <00:09:38.300>a <00:09:38.400>lot <00:09:38.500>of <00:09:38.600>things <00:09:38.700>manually <00:09:38.800>uh <00:09:38.900>the <00:09:39.000>compiling

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<00:09:40.870>things <00:09:40.872>manually <00:09:40.874>uh <00:09:40.876>the <00:09:40.879>compiling

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<00:09:40.880>things <00:09:41.007>manually <00:09:41.134>uh <00:09:41.261>the <00:09:41.389>compiling <00:09:41.516>building <00:09:41.643>the <00:09:41.770>app <00:09:41.898>installing <00:09:42.025>the <00:09:42.152>app <00:09:42.280>and

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<00:09:43.110>building <00:09:43.111>the <00:09:43.113>app <00:09:43.114>installing <00:09:43.116>the <00:09:43.117>app <00:09:43.119>and

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<00:09:43.120>building <00:09:43.227>the <00:09:43.335>app <00:09:43.443>installing <00:09:43.550>the <00:09:43.658>app <00:09:43.766>and <00:09:43.873>actually <00:09:43.981>testing <00:09:44.089>the <00:09:44.196>app <00:09:44.304>to <00:09:44.412>check <00:09:44.520>to

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<00:09:45.110>actually <00:09:45.111>testing <00:09:45.113>the <00:09:45.114>app <00:09:45.116>to <00:09:45.117>check <00:09:45.119>to

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<00:09:45.120>actually <00:09:45.236>testing <00:09:45.353>the <00:09:45.470>app <00:09:45.586>to <00:09:45.703>check <00:09:45.820>to <00:09:45.936>validate <00:09:46.053>if <00:09:46.170>it <00:09:46.286>was <00:09:46.403>working <00:09:46.520>functionally.

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<00:09:47.590>validate <00:09:47.591>if <00:09:47.593>it <00:09:47.595>was <00:09:47.597>working <00:09:47.599>functionally.

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<00:09:47.600>validate <00:09:47.727>if <00:09:47.854>it <00:09:47.981>was <00:09:48.109>working <00:09:48.236>functionally. <00:09:48.363>I <00:09:48.490>was <00:09:48.618>doing <00:09:48.745>everything <00:09:48.872>by <00:09:49.000>hand.

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<00:09:50.389>I <00:09:50.390>was <00:09:50.392>doing <00:09:50.394>everything <00:09:50.396>by <00:09:50.398>hand.

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<00:09:50.399>I <00:09:50.554>was <00:09:50.710>doing <00:09:50.865>everything <00:09:51.021>by <00:09:51.176>hand. <00:09:51.332>So <00:09:51.487>then <00:09:51.643>came <00:09:51.799>v2.

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<00:09:53.590>So <00:09:53.593>then <00:09:53.596>came <00:09:53.599>v2.

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<00:09:53.600>So <00:09:53.707>then <00:09:53.815>came <00:09:53.923>v2. <00:09:54.030>Um <00:09:54.138>so <00:09:54.246>I <00:09:54.353>say <00:09:54.461>I <00:09:54.569>I <00:09:54.676>asked <00:09:54.784>myself <00:09:54.892>okay <00:09:55.000>what

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<00:09:57.110>Um <00:09:57.111>so <00:09:57.112>I <00:09:57.113>say <00:09:57.114>I <00:09:57.115>I <00:09:57.116>asked <00:09:57.117>myself <00:09:57.118>okay <00:09:57.119>what

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<00:09:57.120>Um <00:09:57.202>so <00:09:57.284>I <00:09:57.367>say <00:09:57.449>I <00:09:57.531>I <00:09:57.614>asked <00:09:57.696>myself <00:09:57.778>okay <00:09:57.861>what <00:09:57.943>can <00:09:58.025>I <00:09:58.108>improve? <00:09:58.190>What <00:09:58.272>I <00:09:58.355>improved <00:09:58.437>on <00:09:58.520>this

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<00:09:59.910>can <00:09:59.911>I <00:09:59.912>improve? <00:09:59.913>What <00:09:59.915>I <00:09:59.916>improved <00:09:59.917>on <00:09:59.919>this

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<00:09:59.920>can <00:10:00.013>I <00:10:00.106>improve? <00:10:00.199>What <00:10:00.293>I <00:10:00.386>improved <00:10:00.479>on <00:10:00.573>this <00:10:00.666>version <00:10:00.760>is <00:10:00.853>that <00:10:00.946>on <00:10:01.040>the <00:10:01.133>on <00:10:01.226>the <00:10:01.319>first

00:10:01.509 --> 00:10:01.519 align:start position:0%
<00:10:01.509>version <00:10:01.510>is <00:10:01.511>that <00:10:01.512>on <00:10:01.514>the <00:10:01.515>on <00:10:01.516>the <00:10:01.518>first

00:10:01.519 --> 00:10:04.310 align:start position:0%
<00:10:01.519>version <00:10:01.619>is <00:10:01.719>that <00:10:01.819>on <00:10:01.919>the <00:10:02.019>on <00:10:02.119>the <00:10:02.219>first <00:10:02.319>version <00:10:02.419>basically <00:10:02.519>I <00:10:02.619>had <00:10:02.719>two <00:10:02.819>files, <00:10:02.919>two

00:10:04.310 --> 00:10:04.320 align:start position:0%
<00:10:04.310>version <00:10:04.311>basically <00:10:04.313>I <00:10:04.314>had <00:10:04.316>two <00:10:04.317>files, <00:10:04.319>two

00:10:04.320 --> 00:10:06.470 align:start position:0%
<00:10:04.320>version <00:10:04.436>basically <00:10:04.553>I <00:10:04.670>had <00:10:04.786>two <00:10:04.903>files, <00:10:05.020>two <00:10:05.136>markdown <00:10:05.253>files, <00:10:05.370>one <00:10:05.486>with <00:10:05.603>guidelines <00:10:05.720>for

00:10:06.470 --> 00:10:06.480 align:start position:0%
<00:10:06.470>markdown <00:10:06.471>files, <00:10:06.473>one <00:10:06.475>with <00:10:06.477>guidelines <00:10:06.479>for

00:10:06.480 --> 00:10:07.910 align:start position:0%
<00:10:06.480>markdown <00:10:06.597>files, <00:10:06.714>one <00:10:06.831>with <00:10:06.948>guidelines <00:10:07.065>for <00:10:07.182>each <00:10:07.299>framework <00:10:07.415>and <00:10:07.533>one <00:10:07.650>with <00:10:07.766>the

00:10:07.910 --> 00:10:07.920 align:start position:0%
<00:10:07.910>each <00:10:07.911>framework <00:10:07.913>and <00:10:07.915>one <00:10:07.917>with <00:10:07.919>the

00:10:07.920 --> 00:10:09.430 align:start position:0%
<00:10:07.920>each <00:10:08.146>framework <00:10:08.372>and <00:10:08.599>one <00:10:08.825>with <00:10:09.052>the <00:10:09.279>specifications

00:10:09.430 --> 00:10:09.440 align:start position:0%
specifications

00:10:09.440 --> 00:10:12.790 align:start position:0%
<00:10:09.440>specifications <00:10:09.580>and <00:10:09.720>they <00:10:09.860>were <00:10:10.000>just <00:10:10.140>on <00:10:10.280>the <00:10:10.420>root <00:10:10.560>of <00:10:10.700>the <00:10:10.840>of

00:10:12.790 --> 00:10:12.800 align:start position:0%
<00:10:12.790>and <00:10:12.790>they <00:10:12.791>were <00:10:12.793>just <00:10:12.794>on <00:10:12.795>the <00:10:12.795>root <00:10:12.796>of <00:10:12.798>the <00:10:12.799>of

00:10:12.800 --> 00:10:16.230 align:start position:0%
<00:10:12.800>and <00:10:12.882>they <00:10:12.964>were <00:10:13.047>just <00:10:13.129>on <00:10:13.211>the <00:10:13.294>root <00:10:13.376>of <00:10:13.458>the <00:10:13.541>of <00:10:13.623>the <00:10:13.705>project <00:10:13.788>and <00:10:13.870>um <00:10:13.952>you <00:10:14.035>know <00:10:14.117>when <00:10:14.199>you

00:10:16.230 --> 00:10:16.240 align:start position:0%
<00:10:16.230>the <00:10:16.231>project <00:10:16.232>and <00:10:16.233>um <00:10:16.235>you <00:10:16.236>know <00:10:16.237>when <00:10:16.239>you

00:10:16.240 --> 00:10:18.630 align:start position:0%
<00:10:16.240>the <00:10:16.327>project <00:10:16.415>and <00:10:16.502>um <00:10:16.590>you <00:10:16.677>know <00:10:16.765>when <00:10:16.852>you <00:10:16.940>work <00:10:17.027>with <00:10:17.115>AI <00:10:17.202>agent <00:10:17.290>it <00:10:17.377>is <00:10:17.465>better <00:10:17.552>to <00:10:17.640>work

00:10:18.630 --> 00:10:18.640 align:start position:0%
<00:10:18.630>work <00:10:18.631>with <00:10:18.632>AI <00:10:18.633>agent <00:10:18.634>it <00:10:18.635>is <00:10:18.636>better <00:10:18.637>to <00:10:18.639>work

00:10:18.640 --> 00:10:23.670 align:start position:0%
<00:10:18.640>work <00:10:18.727>with <00:10:18.814>AI <00:10:18.902>agent <00:10:18.990>it <00:10:19.077>is <00:10:19.165>better <00:10:19.252>to <00:10:19.340>work <00:10:19.427>with <00:10:19.515>the <00:10:19.602>native <00:10:19.689>uh <00:10:19.777>context <00:10:19.865>files <00:10:19.952>such <00:10:20.040>as

00:10:23.670 --> 00:10:23.680 align:start position:0%
<00:10:23.670>with <00:10:23.671>the <00:10:23.672>native <00:10:23.673>uh <00:10:23.675>context <00:10:23.676>files <00:10:23.677>such <00:10:23.679>as

00:10:23.680 --> 00:10:27.590 align:start position:0%
<00:10:23.680>with <00:10:23.767>the <00:10:23.854>native <00:10:23.942>uh <00:10:24.030>context <00:10:24.117>files <00:10:24.204>such <00:10:24.292>as <00:10:24.380>cloud <00:10:24.467>MD <00:10:24.555>and <00:10:24.642>uh <00:10:24.729>Gemini <00:10:24.817>MD <00:10:24.905>files <00:10:24.992>and <00:10:25.079>so

00:10:27.590 --> 00:10:27.600 align:start position:0%
<00:10:27.590>cloud <00:10:27.591>MD <00:10:27.592>and <00:10:27.593>uh <00:10:27.594>Gemini <00:10:27.595>MD <00:10:27.596>files <00:10:27.597>and <00:10:27.599>so

00:10:27.600 --> 00:10:30.069 align:start position:0%
<00:10:27.600>cloud <00:10:27.687>MD <00:10:27.775>and <00:10:27.862>uh <00:10:27.950>Gemini <00:10:28.037>MD <00:10:28.125>files <00:10:28.212>and <00:10:28.300>so <00:10:28.387>this <00:10:28.475>is <00:10:28.562>what <00:10:28.650>I <00:10:28.737>did <00:10:28.825>I <00:10:28.912>initialized <00:10:29.000>them

00:10:30.069 --> 00:10:30.079 align:start position:0%
<00:10:30.069>this <00:10:30.070>is <00:10:30.071>what <00:10:30.072>I <00:10:30.074>did <00:10:30.075>I <00:10:30.076>initialized <00:10:30.078>them

00:10:30.079 --> 00:10:32.470 align:start position:0%
<00:10:30.079>this <00:10:30.161>is <00:10:30.243>what <00:10:30.326>I <00:10:30.408>did <00:10:30.490>I <00:10:30.573>initialized <00:10:30.655>them <00:10:30.737>and <00:10:30.820>I <00:10:30.902>put <00:10:30.984>them <00:10:31.067>in <00:10:31.149>the <00:10:31.231>right <00:10:31.314>place <00:10:31.396>so <00:10:31.478>uh

00:10:32.470 --> 00:10:32.480 align:start position:0%
<00:10:32.470>and <00:10:32.471>I <00:10:32.472>put <00:10:32.473>them <00:10:32.474>in <00:10:32.475>the <00:10:32.476>right <00:10:32.477>place <00:10:32.478>so <00:10:32.479>uh

00:10:32.480 --> 00:10:35.430 align:start position:0%
<00:10:32.480>and <00:10:32.557>I <00:10:32.635>put <00:10:32.713>them <00:10:32.791>in <00:10:32.868>the <00:10:32.946>right <00:10:33.024>place <00:10:33.102>so <00:10:33.180>uh <00:10:33.257>the <00:10:33.335>agent <00:10:33.413>could <00:10:33.491>go <00:10:33.568>check <00:10:33.646>it <00:10:33.724>when <00:10:33.802>it <00:10:33.880>was

00:10:35.430 --> 00:10:35.440 align:start position:0%
<00:10:35.430>the <00:10:35.431>agent <00:10:35.432>could <00:10:35.433>go <00:10:35.434>check <00:10:35.435>it <00:10:35.436>when <00:10:35.437>it <00:10:35.439>was

00:10:35.440 --> 00:10:39.590 align:start position:0%
<00:10:35.440>the <00:10:35.527>agent <00:10:35.615>could <00:10:35.702>go <00:10:35.790>check <00:10:35.877>it <00:10:35.965>when <00:10:36.052>it <00:10:36.140>was <00:10:36.227>necessary. <00:10:36.315>Also <00:10:36.402>since <00:10:36.490>this <00:10:36.577>is <00:10:36.665>V2 <00:10:36.752>I <00:10:36.840>could

00:10:39.590 --> 00:10:39.600 align:start position:0%
<00:10:39.590>necessary. <00:10:39.591>Also <00:10:39.592>since <00:10:39.593>this <00:10:39.595>is <00:10:39.596>V2 <00:10:39.597>I <00:10:39.599>could

00:10:39.600 --> 00:10:42.069 align:start position:0%
<00:10:39.600>necessary. <00:10:39.693>Also <00:10:39.786>since <00:10:39.880>this <00:10:39.973>is <00:10:40.066>V2 <00:10:40.160>I <00:10:40.253>could <00:10:40.346>uh <00:10:40.440>I <00:10:40.533>already <00:10:40.626>had <00:10:40.720>nine <00:10:40.813>apps <00:10:40.906>that <00:10:41.000>were

00:10:42.069 --> 00:10:42.079 align:start position:0%
<00:10:42.069>uh <00:10:42.070>I <00:10:42.071>already <00:10:42.072>had <00:10:42.074>nine <00:10:42.075>apps <00:10:42.076>that <00:10:42.078>were

00:10:42.079 --> 00:10:45.190 align:start position:0%
<00:10:42.079>uh <00:10:42.172>I <00:10:42.265>already <00:10:42.358>had <00:10:42.452>nine <00:10:42.545>apps <00:10:42.638>that <00:10:42.732>were <00:10:42.825>doing <00:10:42.919>exactly <00:10:43.012>what <00:10:43.105>I <00:10:43.199>wanted. <00:10:43.292>So <00:10:43.385>I <00:10:43.478>could

00:10:45.190 --> 00:10:45.200 align:start position:0%
<00:10:45.190>doing <00:10:45.191>exactly <00:10:45.192>what <00:10:45.193>I <00:10:45.195>wanted. <00:10:45.196>So <00:10:45.197>I <00:10:45.199>could

00:10:45.200 --> 00:10:47.750 align:start position:0%
<00:10:45.200>doing <00:10:45.316>exactly <00:10:45.433>what <00:10:45.550>I <00:10:45.666>wanted. <00:10:45.783>So <00:10:45.900>I <00:10:46.016>could <00:10:46.133>uh <00:10:46.250>extract <00:10:46.366>the <00:10:46.483>actual <00:10:46.600>implementation

00:10:47.750 --> 00:10:47.760 align:start position:0%
<00:10:47.750>uh <00:10:47.752>extract <00:10:47.754>the <00:10:47.756>actual <00:10:47.759>implementation

00:10:47.760 --> 00:10:50.150 align:start position:0%
<00:10:47.760>uh <00:10:47.887>extract <00:10:48.014>the <00:10:48.141>actual <00:10:48.269>implementation <00:10:48.396>from <00:10:48.523>what <00:10:48.650>was <00:10:48.778>already <00:10:48.905>done <00:10:49.032>and <00:10:49.160>improve

00:10:50.150 --> 00:10:50.160 align:start position:0%
<00:10:50.150>from <00:10:50.151>what <00:10:50.153>was <00:10:50.154>already <00:10:50.156>done <00:10:50.157>and <00:10:50.159>improve

00:10:50.160 --> 00:10:52.870 align:start position:0%
<00:10:50.160>from <00:10:50.315>what <00:10:50.471>was <00:10:50.626>already <00:10:50.782>done <00:10:50.937>and <00:10:51.093>improve <00:10:51.248>the <00:10:51.404>the <00:10:51.560>specs

00:10:52.870 --> 00:10:52.880 align:start position:0%
<00:10:52.870>the <00:10:52.874>the <00:10:52.879>specs

00:10:52.880 --> 00:10:55.910 align:start position:0%
<00:10:52.880>the <00:10:53.007>the <00:10:53.134>specs <00:10:53.261>and <00:10:53.389>this <00:10:53.516>there <00:10:53.643>is <00:10:53.770>a <00:10:53.898>gap <00:10:54.025>also <00:10:54.152>between <00:10:54.280>uh

00:10:55.910 --> 00:10:55.920 align:start position:0%
<00:10:55.910>and <00:10:55.911>this <00:10:55.912>there <00:10:55.913>is <00:10:55.914>a <00:10:55.915>gap <00:10:55.916>also <00:10:55.917>between <00:10:55.919>uh

00:10:55.920 --> 00:10:58.710 align:start position:0%
<00:10:55.920>and <00:10:55.997>this <00:10:56.075>there <00:10:56.153>is <00:10:56.231>a <00:10:56.308>gap <00:10:56.386>also <00:10:56.464>between <00:10:56.542>uh <00:10:56.620>v1 <00:10:56.697>and <00:10:56.775>v2 <00:10:56.853>uh <00:10:56.931>a <00:10:57.008>lapse <00:10:57.086>of <00:10:57.164>time <00:10:57.242>there <00:10:57.319>six

00:10:58.710 --> 00:10:58.720 align:start position:0%
<00:10:58.710>v1 <00:10:58.711>and <00:10:58.712>v2 <00:10:58.713>uh <00:10:58.714>a <00:10:58.715>lapse <00:10:58.716>of <00:10:58.717>time <00:10:58.718>there <00:10:58.719>six

00:10:58.720 --> 00:11:01.590 align:start position:0%
<00:10:58.720>v1 <00:10:58.802>and <00:10:58.884>v2 <00:10:58.967>uh <00:10:59.049>a <00:10:59.131>lapse <00:10:59.214>of <00:10:59.296>time <00:10:59.378>there <00:10:59.461>six <00:10:59.543>months <00:10:59.625>went <00:10:59.708>by <00:10:59.790>so <00:10:59.872>the <00:10:59.955>models <00:11:00.037>got <00:11:00.120>better

00:11:01.590 --> 00:11:01.600 align:start position:0%
<00:11:01.590>months <00:11:01.591>went <00:11:01.592>by <00:11:01.593>so <00:11:01.595>the <00:11:01.596>models <00:11:01.597>got <00:11:01.599>better

00:11:01.600 --> 00:11:04.310 align:start position:0%
<00:11:01.600>months <00:11:01.687>went <00:11:01.775>by <00:11:01.862>so <00:11:01.950>the <00:11:02.037>models <00:11:02.125>got <00:11:02.212>better <00:11:02.300>and <00:11:02.387>I <00:11:02.475>was <00:11:02.562>having <00:11:02.650>results <00:11:02.737>so <00:11:02.825>fast <00:11:02.912>that <00:11:03.000>I

00:11:04.310 --> 00:11:04.320 align:start position:0%
<00:11:04.310>and <00:11:04.311>I <00:11:04.312>was <00:11:04.313>having <00:11:04.314>results <00:11:04.315>so <00:11:04.316>fast <00:11:04.317>that <00:11:04.319>I

00:11:04.320 --> 00:11:06.150 align:start position:0%
<00:11:04.320>and <00:11:04.413>I <00:11:04.506>was <00:11:04.600>having <00:11:04.693>results <00:11:04.786>so <00:11:04.880>fast <00:11:04.973>that <00:11:05.066>I <00:11:05.160>even <00:11:05.253>said <00:11:05.346>okay <00:11:05.440>I'm <00:11:05.533>actually <00:11:05.626>doing <00:11:05.720>three

00:11:06.150 --> 00:11:06.160 align:start position:0%
<00:11:06.150>even <00:11:06.151>said <00:11:06.153>okay <00:11:06.154>I'm <00:11:06.156>actually <00:11:06.157>doing <00:11:06.159>three

00:11:06.160 --> 00:11:08.949 align:start position:0%
<00:11:06.160>even <00:11:06.267>said <00:11:06.375>okay <00:11:06.483>I'm <00:11:06.590>actually <00:11:06.698>doing <00:11:06.806>three <00:11:06.913>runs <00:11:07.021>for <00:11:07.129>each <00:11:07.236>configuration <00:11:07.344>so <00:11:07.452>each <00:11:07.560>uh

00:11:08.949 --> 00:11:08.959 align:start position:0%
<00:11:08.949>runs <00:11:08.950>for <00:11:08.952>each <00:11:08.953>configuration <00:11:08.954>so <00:11:08.956>each <00:11:08.958>uh

00:11:08.959 --> 00:11:10.550 align:start position:0%
<00:11:08.959>runs <00:11:09.159>for <00:11:09.358>each <00:11:09.559>configuration <00:11:09.758>so <00:11:09.959>each <00:11:10.159>uh <00:11:10.358>framework

00:11:10.550 --> 00:11:10.560 align:start position:0%
framework

00:11:10.560 --> 00:11:14.069 align:start position:0%
<00:11:10.560>framework <00:11:10.793>um <00:11:11.026>for <00:11:11.260>each <00:11:11.493>uh <00:11:11.726>configuration <00:11:11.959>of

00:11:14.069 --> 00:11:14.079 align:start position:0%
<00:11:14.069>um <00:11:14.070>for <00:11:14.072>each <00:11:14.074>uh <00:11:14.076>configuration <00:11:14.078>of

00:11:14.079 --> 00:11:16.710 align:start position:0%
<00:11:14.079>um <00:11:14.186>for <00:11:14.294>each <00:11:14.402>uh <00:11:14.509>configuration <00:11:14.617>of <00:11:14.725>mobile <00:11:14.832>framework <00:11:14.940>with <00:11:15.048>an <00:11:15.155>agent. <00:11:15.263>I <00:11:15.371>did <00:11:15.478>it

00:11:16.710 --> 00:11:16.720 align:start position:0%
<00:11:16.710>mobile <00:11:16.711>framework <00:11:16.712>with <00:11:16.713>an <00:11:16.715>agent. <00:11:16.716>I <00:11:16.717>did <00:11:16.719>it

00:11:16.720 --> 00:11:18.310 align:start position:0%
<00:11:16.720>mobile <00:11:16.820>framework <00:11:16.920>with <00:11:17.020>an <00:11:17.120>agent. <00:11:17.220>I <00:11:17.320>did <00:11:17.420>it <00:11:17.520>actually <00:11:17.620>three <00:11:17.720>times. <00:11:17.820>So <00:11:17.920>I <00:11:18.020>had <00:11:18.120>three

00:11:18.310 --> 00:11:18.320 align:start position:0%
<00:11:18.310>actually <00:11:18.311>three <00:11:18.313>times. <00:11:18.314>So <00:11:18.316>I <00:11:18.317>had <00:11:18.319>three

00:11:18.320 --> 00:11:22.230 align:start position:0%
<00:11:18.320>actually <00:11:18.420>three <00:11:18.520>times. <00:11:18.620>So <00:11:18.720>I <00:11:18.820>had <00:11:18.920>three <00:11:19.020>times <00:11:19.120>more <00:11:19.220>apps <00:11:19.320>in <00:11:19.420>three <00:11:19.520>um <00:11:19.620>three <00:11:19.720>times

00:11:22.230 --> 00:11:22.240 align:start position:0%
<00:11:22.230>times <00:11:22.231>more <00:11:22.232>apps <00:11:22.233>in <00:11:22.235>three <00:11:22.236>um <00:11:22.237>three <00:11:22.239>times

00:11:22.240 --> 00:11:25.030 align:start position:0%
<00:11:22.240>times <00:11:22.333>more <00:11:22.426>apps <00:11:22.520>in <00:11:22.613>three <00:11:22.706>um <00:11:22.800>three <00:11:22.893>times <00:11:22.986>faster. <00:11:23.080>So <00:11:23.173>it <00:11:23.266>was <00:11:23.360>a <00:11:23.453>9x <00:11:23.546>acceleration. <00:11:23.640>It

00:11:25.030 --> 00:11:25.040 align:start position:0%
<00:11:25.030>faster. <00:11:25.031>So <00:11:25.032>it <00:11:25.033>was <00:11:25.035>a <00:11:25.036>9x <00:11:25.037>acceleration. <00:11:25.039>It

00:11:25.040 --> 00:11:27.110 align:start position:0%
<00:11:25.040>faster. <00:11:25.140>So <00:11:25.240>it <00:11:25.339>was <00:11:25.439>a <00:11:25.540>9x <00:11:25.640>acceleration. <00:11:25.740>It <00:11:25.839>was <00:11:25.939>really <00:11:26.040>impressive <00:11:26.140>to <00:11:26.240>see <00:11:26.339>that. <00:11:26.439>And

00:11:27.110 --> 00:11:27.120 align:start position:0%
<00:11:27.110>was <00:11:27.111>really <00:11:27.113>impressive <00:11:27.114>to <00:11:27.116>see <00:11:27.117>that. <00:11:27.119>And

00:11:27.120 --> 00:11:29.910 align:start position:0%
<00:11:27.120>was <00:11:27.207>really <00:11:27.295>impressive <00:11:27.382>to <00:11:27.470>see <00:11:27.557>that. <00:11:27.645>And <00:11:27.732>in <00:11:27.820>V3 <00:11:27.907>it's <00:11:27.995>it <00:11:28.082>was <00:11:28.170>actually <00:11:28.257>where <00:11:28.345>I <00:11:28.432>I <00:11:28.520>saw

00:11:29.910 --> 00:11:29.920 align:start position:0%
<00:11:29.910>in <00:11:29.911>V3 <00:11:29.911>it's <00:11:29.913>it <00:11:29.914>was <00:11:29.915>actually <00:11:29.915>where <00:11:29.916>I <00:11:29.918>I <00:11:29.919>saw

00:11:29.920 --> 00:11:31.269 align:start position:0%
<00:11:29.920>in <00:11:30.006>V3 <00:11:30.093>it's <00:11:30.180>it <00:11:30.266>was <00:11:30.353>actually <00:11:30.440>where <00:11:30.527>I <00:11:30.613>I <00:11:30.700>saw <00:11:30.787>the <00:11:30.873>guidelines <00:11:30.960>because <00:11:31.047>the <00:11:31.134>guidelines

00:11:31.269 --> 00:11:31.279 align:start position:0%
<00:11:31.269>the <00:11:31.271>guidelines <00:11:31.273>because <00:11:31.275>the <00:11:31.278>guidelines

00:11:31.279 --> 00:11:33.350 align:start position:0%
<00:11:31.279>the <00:11:31.406>guidelines <00:11:31.533>because <00:11:31.660>the <00:11:31.788>guidelines <00:11:31.915>they <00:11:32.042>were <00:11:32.169>getting <00:11:32.297>generated <00:11:32.424>to <00:11:32.551>by <00:11:32.679>uh

00:11:33.350 --> 00:11:33.360 align:start position:0%
<00:11:33.350>they <00:11:33.351>were <00:11:33.353>getting <00:11:33.354>generated <00:11:33.356>to <00:11:33.357>by <00:11:33.359>uh

00:11:33.360 --> 00:11:36.310 align:start position:0%
<00:11:33.360>they <00:11:33.467>were <00:11:33.575>getting <00:11:33.683>generated <00:11:33.790>to <00:11:33.898>by <00:11:34.006>uh <00:11:34.113>open <00:11:34.221>source <00:11:34.329>uh <00:11:34.436>projects <00:11:34.544>that <00:11:34.652>I <00:11:34.760>thought

00:11:36.310 --> 00:11:36.320 align:start position:0%
<00:11:36.310>open <00:11:36.311>source <00:11:36.313>uh <00:11:36.314>projects <00:11:36.316>that <00:11:36.317>I <00:11:36.319>thought

00:11:36.320 --> 00:11:40.150 align:start position:0%
<00:11:36.320>open <00:11:36.413>source <00:11:36.506>uh <00:11:36.600>projects <00:11:36.693>that <00:11:36.786>I <00:11:36.880>thought <00:11:36.973>were <00:11:37.066>really <00:11:37.160>good. <00:11:37.253>Um <00:11:37.346>but <00:11:37.440>the <00:11:37.533>at <00:11:37.626>the <00:11:37.720>end

00:11:40.150 --> 00:11:40.160 align:start position:0%
<00:11:40.150>were <00:11:40.151>really <00:11:40.152>good. <00:11:40.153>Um <00:11:40.154>but <00:11:40.155>the <00:11:40.156>at <00:11:40.157>the <00:11:40.159>end

00:11:40.160 --> 00:11:43.190 align:start position:0%
<00:11:40.160>were <00:11:40.247>really <00:11:40.334>good. <00:11:40.422>Um <00:11:40.510>but <00:11:40.597>the <00:11:40.685>at <00:11:40.772>the <00:11:40.860>end <00:11:40.947>of <00:11:41.035>the <00:11:41.122>day <00:11:41.209>the <00:11:41.297>react <00:11:41.385>native <00:11:41.472>uh <00:11:41.560>specific

00:11:43.190 --> 00:11:43.200 align:start position:0%
<00:11:43.190>of <00:11:43.191>the <00:11:43.192>day <00:11:43.193>the <00:11:43.195>react <00:11:43.196>native <00:11:43.197>uh <00:11:43.199>specific

00:11:43.200 --> 00:11:45.509 align:start position:0%
<00:11:43.200>of <00:11:43.316>the <00:11:43.433>day <00:11:43.550>the <00:11:43.666>react <00:11:43.783>native <00:11:43.900>uh <00:11:44.016>specific <00:11:44.133>guidelines <00:11:44.250>were <00:11:44.366>underpar. <00:11:44.483>So <00:11:44.600>I

00:11:45.509 --> 00:11:45.519 align:start position:0%
<00:11:45.509>guidelines <00:11:45.511>were <00:11:45.513>underpar. <00:11:45.515>So <00:11:45.518>I

00:11:45.519 --> 00:11:48.069 align:start position:0%
<00:11:45.519>guidelines <00:11:45.674>were <00:11:45.830>underpar. <00:11:45.985>So <00:11:46.141>I <00:11:46.296>normalized <00:11:46.452>everything <00:11:46.607>and <00:11:46.763>I <00:11:46.919>also

00:11:48.069 --> 00:11:48.079 align:start position:0%
<00:11:48.069>normalized <00:11:48.071>everything <00:11:48.073>and <00:11:48.075>I <00:11:48.078>also

00:11:48.079 --> 00:11:49.750 align:start position:0%
<00:11:48.079>normalized <00:11:48.358>everything <00:11:48.638>and <00:11:48.919>I <00:11:49.199>also <00:11:49.478>introduced

00:11:49.750 --> 00:11:49.760 align:start position:0%
introduced

00:11:49.760 --> 00:11:52.710 align:start position:0%
<00:11:49.760>introduced <00:11:49.993>uh <00:11:50.226>instructions <00:11:50.460>for <00:11:50.693>common <00:11:50.926>fixes <00:11:51.160>because

00:11:52.710 --> 00:11:52.720 align:start position:0%
<00:11:52.710>uh <00:11:52.711>instructions <00:11:52.713>for <00:11:52.715>common <00:11:52.717>fixes <00:11:52.719>because

00:11:52.720 --> 00:11:54.870 align:start position:0%
<00:11:52.720>uh <00:11:52.827>instructions <00:11:52.935>for <00:11:53.043>common <00:11:53.150>fixes <00:11:53.258>because <00:11:53.366>I <00:11:53.473>was <00:11:53.581>always <00:11:53.689>seeing <00:11:53.796>that <00:11:53.904>the <00:11:54.012>agent <00:11:54.120>do

00:11:54.870 --> 00:11:54.880 align:start position:0%
<00:11:54.870>I <00:11:54.871>was <00:11:54.872>always <00:11:54.873>seeing <00:11:54.875>that <00:11:54.876>the <00:11:54.877>agent <00:11:54.879>do

00:11:54.880 --> 00:11:57.190 align:start position:0%
<00:11:54.880>I <00:11:54.980>was <00:11:55.080>always <00:11:55.180>seeing <00:11:55.280>that <00:11:55.380>the <00:11:55.480>agent <00:11:55.580>do <00:11:55.680>the <00:11:55.780>same <00:11:55.880>and <00:11:55.980>same <00:11:56.080>errors <00:11:56.180>again <00:11:56.280>and

00:11:57.190 --> 00:11:57.200 align:start position:0%
<00:11:57.190>the <00:11:57.191>same <00:11:57.193>and <00:11:57.194>same <00:11:57.196>errors <00:11:57.197>again <00:11:57.199>and

00:11:57.200 --> 00:11:59.750 align:start position:0%
<00:11:57.200>the <00:11:57.300>same <00:11:57.400>and <00:11:57.500>same <00:11:57.600>errors <00:11:57.700>again <00:11:57.800>and <00:11:57.900>again. <00:11:58.000>So <00:11:58.100>for <00:11:58.200>each <00:11:58.300>framework <00:11:58.400>I <00:11:58.500>had <00:11:58.600>an

00:11:59.750 --> 00:11:59.760 align:start position:0%
<00:11:59.750>again. <00:11:59.751>So <00:11:59.752>for <00:11:59.753>each <00:11:59.755>framework <00:11:59.756>I <00:11:59.757>had <00:11:59.759>an

00:11:59.760 --> 00:12:01.670 align:start position:0%
<00:11:59.760>again. <00:11:59.867>So <00:11:59.975>for <00:12:00.083>each <00:12:00.190>framework <00:12:00.298>I <00:12:00.406>had <00:12:00.513>an <00:12:00.621>instructions <00:12:00.729>on <00:12:00.836>how <00:12:00.944>to <00:12:01.052>fix <00:12:01.160>common

00:12:01.670 --> 00:12:01.680 align:start position:0%
<00:12:01.670>instructions <00:12:01.671>on <00:12:01.673>how <00:12:01.675>to <00:12:01.677>fix <00:12:01.679>common

00:12:01.680 --> 00:12:03.750 align:start position:0%
<00:12:01.680>instructions <00:12:01.807>on <00:12:01.934>how <00:12:02.061>to <00:12:02.189>fix <00:12:02.316>common <00:12:02.443>mistakes <00:12:02.570>but <00:12:02.698>also <00:12:02.825>some <00:12:02.952>improvements <00:12:03.079>to

00:12:03.750 --> 00:12:03.760 align:start position:0%
<00:12:03.750>mistakes <00:12:03.751>but <00:12:03.753>also <00:12:03.755>some <00:12:03.757>improvements <00:12:03.759>to

00:12:03.760 --> 00:12:06.550 align:start position:0%
<00:12:03.760>mistakes <00:12:03.860>but <00:12:03.960>also <00:12:04.060>some <00:12:04.160>improvements <00:12:04.260>to <00:12:04.360>the <00:12:04.460>to <00:12:04.560>the <00:12:04.660>app <00:12:04.760>as <00:12:04.860>well. <00:12:04.960>And <00:12:05.060>the <00:12:05.160>problem

00:12:06.550 --> 00:12:06.560 align:start position:0%
<00:12:06.550>the <00:12:06.551>to <00:12:06.552>the <00:12:06.553>app <00:12:06.554>as <00:12:06.555>well. <00:12:06.556>And <00:12:06.557>the <00:12:06.559>problem

00:12:06.560 --> 00:12:08.550 align:start position:0%
<00:12:06.560>the <00:12:06.647>to <00:12:06.734>the <00:12:06.822>app <00:12:06.910>as <00:12:06.997>well. <00:12:07.084>And <00:12:07.172>the <00:12:07.260>problem <00:12:07.347>with <00:12:07.435>this <00:12:07.522>version, <00:12:07.609>I <00:12:07.697>I <00:12:07.785>was <00:12:07.872>so <00:12:07.959>confident

00:12:08.550 --> 00:12:08.560 align:start position:0%
<00:12:08.550>with <00:12:08.551>this <00:12:08.552>version, <00:12:08.553>I <00:12:08.555>I <00:12:08.556>was <00:12:08.557>so <00:12:08.559>confident

00:12:08.560 --> 00:12:10.230 align:start position:0%
<00:12:08.560>with <00:12:08.647>this <00:12:08.734>version, <00:12:08.822>I <00:12:08.910>I <00:12:08.997>was <00:12:09.084>so <00:12:09.172>confident <00:12:09.260>that <00:12:09.347>I <00:12:09.435>was <00:12:09.522>going <00:12:09.609>to <00:12:09.697>have <00:12:09.785>a <00:12:09.872>really <00:12:09.959>nice

00:12:10.230 --> 00:12:10.240 align:start position:0%
<00:12:10.230>that <00:12:10.231>I <00:12:10.232>was <00:12:10.233>going <00:12:10.234>to <00:12:10.235>have <00:12:10.236>a <00:12:10.237>really <00:12:10.239>nice

00:12:10.240 --> 00:12:12.230 align:start position:0%
<00:12:10.240>that <00:12:10.322>I <00:12:10.404>was <00:12:10.487>going <00:12:10.569>to <00:12:10.651>have <00:12:10.734>a <00:12:10.816>really <00:12:10.898>nice <00:12:10.981>results, <00:12:11.063>but <00:12:11.145>the <00:12:11.228>end <00:12:11.310>of <00:12:11.392>the <00:12:11.475>day, <00:12:11.557>I <00:12:11.640>had

00:12:12.230 --> 00:12:12.240 align:start position:0%
<00:12:12.230>results, <00:12:12.231>but <00:12:12.232>the <00:12:12.233>end <00:12:12.234>of <00:12:12.235>the <00:12:12.236>day, <00:12:12.237>I <00:12:12.239>had

00:12:12.240 --> 00:12:16.790 align:start position:0%
<00:12:12.240>results, <00:12:12.327>but <00:12:12.415>the <00:12:12.502>end <00:12:12.590>of <00:12:12.677>the <00:12:12.765>day, <00:12:12.852>I <00:12:12.940>had <00:12:13.027>just <00:12:13.115>a <00:12:13.202>um <00:12:13.290>a <00:12:13.377>very <00:12:13.465>big <00:12:13.552>uh <00:12:13.640>first

00:12:16.790 --> 00:12:16.800 align:start position:0%
<00:12:16.790>just <00:12:16.791>a <00:12:16.792>um <00:12:16.793>a <00:12:16.795>very <00:12:16.796>big <00:12:16.797>uh <00:12:16.799>first

00:12:16.800 --> 00:12:18.389 align:start position:0%
<00:12:16.800>just <00:12:16.974>a <00:12:17.150>um <00:12:17.324>a <00:12:17.500>very <00:12:17.675>big <00:12:17.849>uh <00:12:18.025>first <00:12:18.199>instruction.

00:12:18.389 --> 00:12:18.399 align:start position:0%
instruction.

00:12:18.399 --> 00:12:21.030 align:start position:0%
<00:12:18.399>instruction. <00:12:18.554>So <00:12:18.710>I <00:12:18.865>thought <00:12:19.021>I <00:12:19.176>was <00:12:19.332>going <00:12:19.487>to <00:12:19.643>get <00:12:19.799>better

00:12:21.030 --> 00:12:21.040 align:start position:0%
<00:12:21.030>So <00:12:21.031>I <00:12:21.032>thought <00:12:21.033>I <00:12:21.034>was <00:12:21.035>going <00:12:21.036>to <00:12:21.037>get <00:12:21.039>better

00:12:21.040 --> 00:12:23.190 align:start position:0%
<00:12:21.040>So <00:12:21.133>I <00:12:21.226>thought <00:12:21.319>I <00:12:21.413>was <00:12:21.506>going <00:12:21.599>to <00:12:21.693>get <00:12:21.786>better <00:12:21.880>result, <00:12:21.973>but <00:12:22.066>I <00:12:22.160>actually <00:12:22.253>got <00:12:22.346>worse <00:12:22.439>results

00:12:23.190 --> 00:12:23.200 align:start position:0%
<00:12:23.190>result, <00:12:23.191>but <00:12:23.193>I <00:12:23.194>actually <00:12:23.196>got <00:12:23.197>worse <00:12:23.199>results

00:12:23.200 --> 00:12:27.190 align:start position:0%
<00:12:23.200>result, <00:12:23.293>but <00:12:23.386>I <00:12:23.480>actually <00:12:23.573>got <00:12:23.666>worse <00:12:23.760>results <00:12:23.853>than <00:12:23.946>in <00:12:24.040>V2. <00:12:24.133>Okay, <00:12:24.226>there's <00:12:24.320>a <00:12:24.413>lot <00:12:24.506>uh <00:12:24.600>I

00:12:27.190 --> 00:12:27.200 align:start position:0%
<00:12:27.190>than <00:12:27.191>in <00:12:27.192>V2. <00:12:27.193>Okay, <00:12:27.194>there's <00:12:27.195>a <00:12:27.196>lot <00:12:27.197>uh <00:12:27.199>I

00:12:27.200 --> 00:12:29.509 align:start position:0%
<00:12:27.200>than <00:12:27.282>in <00:12:27.364>V2. <00:12:27.447>Okay, <00:12:27.529>there's <00:12:27.611>a <00:12:27.694>lot <00:12:27.776>uh <00:12:27.858>I <00:12:27.941>have <00:12:28.023>talks <00:12:28.105>and <00:12:28.188>I <00:12:28.270>have <00:12:28.352>slides <00:12:28.435>for <00:12:28.517>that <00:12:28.600>go

00:12:29.509 --> 00:12:29.519 align:start position:0%
<00:12:29.509>have <00:12:29.510>talks <00:12:29.511>and <00:12:29.512>I <00:12:29.513>have <00:12:29.514>slides <00:12:29.515>for <00:12:29.516>that <00:12:29.518>go

00:12:29.519 --> 00:12:32.310 align:start position:0%
<00:12:29.519>have <00:12:29.606>talks <00:12:29.694>and <00:12:29.781>I <00:12:29.869>have <00:12:29.956>slides <00:12:30.044>for <00:12:30.131>that <00:12:30.219>go <00:12:30.306>into <00:12:30.394>detail <00:12:30.481>for <00:12:30.569>each <00:12:30.656>uh <00:12:30.744>of <00:12:30.831>those <00:12:30.919>uh

00:12:32.310 --> 00:12:32.320 align:start position:0%
<00:12:32.310>into <00:12:32.311>detail <00:12:32.312>for <00:12:32.313>each <00:12:32.315>uh <00:12:32.316>of <00:12:32.317>those <00:12:32.319>uh

00:12:32.320 --> 00:12:34.870 align:start position:0%
<00:12:32.320>into <00:12:32.427>detail <00:12:32.535>for <00:12:32.643>each <00:12:32.750>uh <00:12:32.858>of <00:12:32.966>those <00:12:33.073>uh <00:12:33.181>iterations <00:12:33.289>of <00:12:33.396>the <00:12:33.504>experiment. <00:12:33.612>But <00:12:33.720>here

00:12:34.870 --> 00:12:34.880 align:start position:0%
<00:12:34.870>iterations <00:12:34.871>of <00:12:34.873>the <00:12:34.875>experiment. <00:12:34.877>But <00:12:34.879>here

00:12:34.880 --> 00:12:37.670 align:start position:0%
<00:12:34.880>iterations <00:12:34.980>of <00:12:35.080>the <00:12:35.180>experiment. <00:12:35.280>But <00:12:35.380>here <00:12:35.480>we <00:12:35.580>are <00:12:35.680>uh <00:12:35.780>together <00:12:35.880>to <00:12:35.980>talk <00:12:36.080>about <00:12:36.180>the <00:12:36.280>V4

00:12:37.670 --> 00:12:37.680 align:start position:0%
<00:12:37.670>we <00:12:37.671>are <00:12:37.672>uh <00:12:37.673>together <00:12:37.674>to <00:12:37.675>talk <00:12:37.676>about <00:12:37.677>the <00:12:37.679>V4

00:12:37.680 --> 00:12:40.710 align:start position:0%
<00:12:37.680>we <00:12:37.753>are <00:12:37.827>uh <00:12:37.901>together <00:12:37.974>to <00:12:38.048>talk <00:12:38.122>about <00:12:38.195>the <00:12:38.269>V4 <00:12:38.343>the <00:12:38.416>last <00:12:38.490>one. <00:12:38.564>As <00:12:38.637>I <00:12:38.711>said <00:12:38.785>I <00:12:38.858>I <00:12:38.932>have <00:12:39.006>a <00:12:39.079>lot

00:12:40.710 --> 00:12:40.720 align:start position:0%
<00:12:40.710>the <00:12:40.710>last <00:12:40.711>one. <00:12:40.712>As <00:12:40.713>I <00:12:40.714>said <00:12:40.715>I <00:12:40.716>I <00:12:40.717>have <00:12:40.718>a <00:12:40.719>lot

00:12:40.720 --> 00:12:43.269 align:start position:0%
<00:12:40.720>the <00:12:40.797>last <00:12:40.875>one. <00:12:40.953>As <00:12:41.031>I <00:12:41.108>said <00:12:41.186>I <00:12:41.264>I <00:12:41.342>have <00:12:41.420>a <00:12:41.497>lot <00:12:41.575>of <00:12:41.653>data. <00:12:41.731>I <00:12:41.808>have <00:12:41.886>slides, <00:12:41.964>I <00:12:42.042>have <00:12:42.120>GitHub

00:12:43.269 --> 00:12:43.279 align:start position:0%
<00:12:43.269>of <00:12:43.270>data. <00:12:43.271>I <00:12:43.272>have <00:12:43.274>slides, <00:12:43.275>I <00:12:43.276>have <00:12:43.278>GitHub

00:12:43.279 --> 00:12:45.910 align:start position:0%
<00:12:43.279>of <00:12:43.379>data. <00:12:43.479>I <00:12:43.579>have <00:12:43.679>slides, <00:12:43.779>I <00:12:43.879>have <00:12:43.979>GitHub <00:12:44.079>repositories, <00:12:44.179>I <00:12:44.279>have <00:12:44.379>um <00:12:44.479>videos, <00:12:44.579>I <00:12:44.679>have

00:12:45.910 --> 00:12:45.920 align:start position:0%
<00:12:45.910>repositories, <00:12:45.911>I <00:12:45.913>have <00:12:45.914>um <00:12:45.915>videos, <00:12:45.917>I <00:12:45.919>have

00:12:45.920 --> 00:12:48.069 align:start position:0%
<00:12:45.920>repositories, <00:12:46.027>I <00:12:46.135>have <00:12:46.243>um <00:12:46.350>videos, <00:12:46.458>I <00:12:46.566>have <00:12:46.673>transcripts. <00:12:46.781>So <00:12:46.889>the <00:12:46.996>first <00:12:47.104>step <00:12:47.212>what <00:12:47.319>I

00:12:48.069 --> 00:12:48.079 align:start position:0%
<00:12:48.069>transcripts. <00:12:48.070>So <00:12:48.072>the <00:12:48.073>first <00:12:48.074>step <00:12:48.076>what <00:12:48.078>I

00:12:48.079 --> 00:12:49.670 align:start position:0%
<00:12:48.079>transcripts. <00:12:48.179>So <00:12:48.279>the <00:12:48.378>first <00:12:48.478>step <00:12:48.579>what <00:12:48.679>I <00:12:48.779>did <00:12:48.878>is <00:12:48.978>that <00:12:49.079>I <00:12:49.179>gave <00:12:49.279>everything <00:12:49.378>to <00:12:49.478>an

00:12:49.670 --> 00:12:49.680 align:start position:0%
<00:12:49.670>did <00:12:49.671>is <00:12:49.672>that <00:12:49.673>I <00:12:49.675>gave <00:12:49.676>everything <00:12:49.677>to <00:12:49.679>an

00:12:49.680 --> 00:12:53.110 align:start position:0%
<00:12:49.680>did <00:12:49.762>is <00:12:49.844>that <00:12:49.927>I <00:12:50.009>gave <00:12:50.091>everything <00:12:50.174>to <00:12:50.256>an <00:12:50.338>agent <00:12:50.421>so <00:12:50.503>he <00:12:50.585>could <00:12:50.668>uh <00:12:50.750>and <00:12:50.832>also <00:12:50.915>I <00:12:50.997>had <00:12:51.079>uh

00:12:53.110 --> 00:12:53.120 align:start position:0%
<00:12:53.110>agent <00:12:53.111>so <00:12:53.112>he <00:12:53.113>could <00:12:53.114>uh <00:12:53.115>and <00:12:53.116>also <00:12:53.117>I <00:12:53.118>had <00:12:53.119>uh

00:12:53.120 --> 00:12:55.430 align:start position:0%
<00:12:53.120>agent <00:12:53.207>so <00:12:53.295>he <00:12:53.382>could <00:12:53.470>uh <00:12:53.557>and <00:12:53.645>also <00:12:53.732>I <00:12:53.820>had <00:12:53.907>uh <00:12:53.995>ideas <00:12:54.082>for <00:12:54.170>the <00:12:54.257>before. <00:12:54.345>Um <00:12:54.432>I <00:12:54.520>gave

00:12:55.430 --> 00:12:55.440 align:start position:0%
<00:12:55.430>ideas <00:12:55.431>for <00:12:55.433>the <00:12:55.434>before. <00:12:55.436>Um <00:12:55.437>I <00:12:55.439>gave

00:12:55.440 --> 00:12:57.670 align:start position:0%
<00:12:55.440>ideas <00:12:55.540>for <00:12:55.640>the <00:12:55.740>before. <00:12:55.840>Um <00:12:55.940>I <00:12:56.040>gave <00:12:56.140>everything <00:12:56.240>to <00:12:56.340>an <00:12:56.440>agent <00:12:56.540>and <00:12:56.640>I <00:12:56.740>said <00:12:56.840>okay

00:12:57.670 --> 00:12:57.680 align:start position:0%
<00:12:57.670>everything <00:12:57.671>to <00:12:57.672>an <00:12:57.673>agent <00:12:57.675>and <00:12:57.676>I <00:12:57.677>said <00:12:57.679>okay

00:12:57.680 --> 00:13:00.550 align:start position:0%
<00:12:57.680>everything <00:12:57.767>to <00:12:57.854>an <00:12:57.942>agent <00:12:58.030>and <00:12:58.117>I <00:12:58.204>said <00:12:58.292>okay <00:12:58.380>see <00:12:58.467>everything <00:12:58.555>that <00:12:58.642>I <00:12:58.729>did <00:12:58.817>I <00:12:58.905>want <00:12:58.992>to <00:12:59.079>uh

00:13:00.550 --> 00:13:00.560 align:start position:0%
<00:13:00.550>see <00:13:00.551>everything <00:13:00.552>that <00:13:00.553>I <00:13:00.554>did <00:13:00.555>I <00:13:00.556>want <00:13:00.557>to <00:13:00.559>uh

00:13:00.560 --> 00:13:02.710 align:start position:0%
<00:13:00.560>see <00:13:00.647>everything <00:13:00.734>that <00:13:00.822>I <00:13:00.910>did <00:13:00.997>I <00:13:01.084>want <00:13:01.172>to <00:13:01.260>uh <00:13:01.347>take <00:13:01.435>I <00:13:01.522>want <00:13:01.609>you <00:13:01.697>to <00:13:01.785>take <00:13:01.872>into <00:13:01.959>account

00:13:02.710 --> 00:13:02.720 align:start position:0%
<00:13:02.710>take <00:13:02.711>I <00:13:02.712>want <00:13:02.713>you <00:13:02.715>to <00:13:02.716>take <00:13:02.717>into <00:13:02.719>account

00:13:02.720 --> 00:13:04.470 align:start position:0%
<00:13:02.720>take <00:13:02.820>I <00:13:02.920>want <00:13:03.020>you <00:13:03.120>to <00:13:03.220>take <00:13:03.320>into <00:13:03.420>account <00:13:03.520>everything <00:13:03.620>that <00:13:03.720>I <00:13:03.820>did <00:13:03.920>and <00:13:04.020>also <00:13:04.120>these

00:13:04.470 --> 00:13:04.480 align:start position:0%
<00:13:04.470>everything <00:13:04.471>that <00:13:04.473>I <00:13:04.474>did <00:13:04.476>and <00:13:04.477>also <00:13:04.479>these

00:13:04.480 --> 00:13:08.069 align:start position:0%
<00:13:04.480>everything <00:13:04.580>that <00:13:04.680>I <00:13:04.780>did <00:13:04.880>and <00:13:04.980>also <00:13:05.080>these <00:13:05.180>ideas <00:13:05.280>and <00:13:05.380>please <00:13:05.480>help <00:13:05.580>me <00:13:05.680>build <00:13:05.780>the <00:13:05.880>V4.

00:13:08.069 --> 00:13:08.079 align:start position:0%
<00:13:08.069>ideas <00:13:08.070>and <00:13:08.071>please <00:13:08.072>help <00:13:08.074>me <00:13:08.075>build <00:13:08.076>the <00:13:08.078>V4.

00:13:08.079 --> 00:13:09.670 align:start position:0%
<00:13:08.079>ideas <00:13:08.172>and <00:13:08.265>please <00:13:08.358>help <00:13:08.452>me <00:13:08.545>build <00:13:08.638>the <00:13:08.732>V4. <00:13:08.825>So <00:13:08.919>the <00:13:09.012>first <00:13:09.105>thing <00:13:09.199>that <00:13:09.292>he <00:13:09.385>did <00:13:09.478>is

00:13:09.670 --> 00:13:09.680 align:start position:0%
<00:13:09.670>So <00:13:09.671>the <00:13:09.672>first <00:13:09.673>thing <00:13:09.675>that <00:13:09.676>he <00:13:09.677>did <00:13:09.679>is

00:13:09.680 --> 00:13:12.629 align:start position:0%
<00:13:09.680>So <00:13:09.773>the <00:13:09.866>first <00:13:09.959>thing <00:13:10.053>that <00:13:10.146>he <00:13:10.239>did <00:13:10.333>is <00:13:10.426>actually <00:13:10.520>it <00:13:10.613>pointed <00:13:10.706>me <00:13:10.800>some <00:13:10.893>flaws <00:13:10.986>that <00:13:11.079>I

00:13:12.629 --> 00:13:12.639 align:start position:0%
<00:13:12.629>actually <00:13:12.630>it <00:13:12.631>pointed <00:13:12.632>me <00:13:12.634>some <00:13:12.635>flaws <00:13:12.636>that <00:13:12.638>I

00:13:12.639 --> 00:13:14.710 align:start position:0%
<00:13:12.639>actually <00:13:12.732>it <00:13:12.825>pointed <00:13:12.919>me <00:13:13.012>some <00:13:13.105>flaws <00:13:13.199>that <00:13:13.292>I <00:13:13.385>had <00:13:13.479>uh <00:13:13.572>on <00:13:13.665>the <00:13:13.759>first <00:13:13.852>versions. <00:13:13.945>The <00:13:14.039>very

00:13:14.710 --> 00:13:14.720 align:start position:0%
<00:13:14.710>had <00:13:14.711>uh <00:13:14.712>on <00:13:14.713>the <00:13:14.715>first <00:13:14.716>versions. <00:13:14.717>The <00:13:14.719>very

00:13:14.720 --> 00:13:17.269 align:start position:0%
<00:13:14.720>had <00:13:14.813>uh <00:13:14.906>on <00:13:15.000>the <00:13:15.093>first <00:13:15.186>versions. <00:13:15.280>The <00:13:15.373>very <00:13:15.466>first <00:13:15.560>flaw <00:13:15.653>is <00:13:15.746>that <00:13:15.840>I <00:13:15.933>was <00:13:16.026>evaluating <00:13:16.120>I

00:13:17.269 --> 00:13:17.279 align:start position:0%
<00:13:17.269>first <00:13:17.270>flaw <00:13:17.271>is <00:13:17.272>that <00:13:17.274>I <00:13:17.275>was <00:13:17.276>evaluating <00:13:17.278>I

00:13:17.279 --> 00:13:20.310 align:start position:0%
<00:13:17.279>first <00:13:17.372>flaw <00:13:17.465>is <00:13:17.559>that <00:13:17.652>I <00:13:17.745>was <00:13:17.839>evaluating <00:13:17.932>I <00:13:18.025>was <00:13:18.119>using <00:13:18.212>uh <00:13:18.305>the <00:13:18.399>models <00:13:18.492>to <00:13:18.585>evaluate <00:13:18.679>the

00:13:20.310 --> 00:13:20.320 align:start position:0%
<00:13:20.310>was <00:13:20.311>using <00:13:20.312>uh <00:13:20.313>the <00:13:20.315>models <00:13:20.316>to <00:13:20.317>evaluate <00:13:20.319>the

00:13:20.320 --> 00:13:23.590 align:start position:0%
<00:13:20.320>was <00:13:20.407>using <00:13:20.495>uh <00:13:20.582>the <00:13:20.670>models <00:13:20.757>to <00:13:20.845>evaluate <00:13:20.932>the <00:13:21.020>the <00:13:21.107>the <00:13:21.195>work <00:13:21.282>that <00:13:21.370>was <00:13:21.457>done <00:13:21.545>and <00:13:21.632>in <00:13:21.720>some

00:13:23.590 --> 00:13:23.600 align:start position:0%
<00:13:23.590>the <00:13:23.591>the <00:13:23.592>work <00:13:23.593>that <00:13:23.594>was <00:13:23.595>done <00:13:23.596>and <00:13:23.597>in <00:13:23.599>some

00:13:23.600 --> 00:13:27.190 align:start position:0%
<00:13:23.600>the <00:13:23.693>the <00:13:23.786>work <00:13:23.880>that <00:13:23.973>was <00:13:24.066>done <00:13:24.160>and <00:13:24.253>in <00:13:24.346>some <00:13:24.440>cases <00:13:24.533>um <00:13:24.626>some <00:13:24.720>apps <00:13:24.813>that <00:13:24.906>were <00:13:25.000>building

00:13:27.190 --> 00:13:27.200 align:start position:0%
<00:13:27.190>cases <00:13:27.191>um <00:13:27.193>some <00:13:27.194>apps <00:13:27.196>that <00:13:27.197>were <00:13:27.199>building

00:13:27.200 --> 00:13:28.949 align:start position:0%
<00:13:27.200>cases <00:13:27.307>um <00:13:27.415>some <00:13:27.523>apps <00:13:27.630>that <00:13:27.738>were <00:13:27.846>building <00:13:27.953>for <00:13:28.061>example <00:13:28.169>by <00:13:28.276>claude <00:13:28.384>they <00:13:28.492>were <00:13:28.600>getting

00:13:28.949 --> 00:13:28.959 align:start position:0%
<00:13:28.949>for <00:13:28.950>example <00:13:28.952>by <00:13:28.953>claude <00:13:28.954>they <00:13:28.956>were <00:13:28.958>getting

00:13:28.959 --> 00:13:31.509 align:start position:0%
<00:13:28.959>for <00:13:29.059>example <00:13:29.159>by <00:13:29.258>claude <00:13:29.358>they <00:13:29.459>were <00:13:29.559>getting <00:13:29.659>judged <00:13:29.758>by <00:13:29.858>claude <00:13:29.959>and <00:13:30.059>this <00:13:30.159>is <00:13:30.258>really <00:13:30.358>an

00:13:31.509 --> 00:13:31.519 align:start position:0%
<00:13:31.509>judged <00:13:31.510>by <00:13:31.511>claude <00:13:31.512>and <00:13:31.514>this <00:13:31.515>is <00:13:31.516>really <00:13:31.518>an

00:13:31.519 --> 00:13:33.829 align:start position:0%
<00:13:31.519>judged <00:13:31.626>by <00:13:31.734>claude <00:13:31.842>and <00:13:31.949>this <00:13:32.057>is <00:13:32.165>really <00:13:32.272>an <00:13:32.380>antiattern <00:13:32.488>when <00:13:32.595>you're <00:13:32.703>using <00:13:32.811>LLM <00:13:32.919>to

00:13:33.829 --> 00:13:33.839 align:start position:0%
<00:13:33.829>antiattern <00:13:33.830>when <00:13:33.832>you're <00:13:33.834>using <00:13:33.836>LLM <00:13:33.838>to

00:13:33.839 --> 00:13:36.310 align:start position:0%
<00:13:33.839>antiattern <00:13:33.966>when <00:13:34.093>you're <00:13:34.220>using <00:13:34.348>LLM <00:13:34.475>to <00:13:34.602>judge <00:13:34.729>what <00:13:34.857>you're <00:13:34.984>doing <00:13:35.111>because <00:13:35.238>uh

00:13:36.310 --> 00:13:36.320 align:start position:0%
<00:13:36.310>judge <00:13:36.311>what <00:13:36.313>you're <00:13:36.315>doing <00:13:36.317>because <00:13:36.319>uh

00:13:36.320 --> 00:13:37.990 align:start position:0%
<00:13:36.320>judge <00:13:36.447>what <00:13:36.574>you're <00:13:36.701>doing <00:13:36.829>because <00:13:36.956>uh <00:13:37.083>they're <00:13:37.210>going <00:13:37.338>to <00:13:37.465>be <00:13:37.592>biased <00:13:37.720>themselves.

00:13:37.990 --> 00:13:38.000 align:start position:0%
<00:13:37.990>they're <00:13:37.991>going <00:13:37.993>to <00:13:37.995>be <00:13:37.997>biased <00:13:37.999>themselves.

00:13:38.000 --> 00:13:40.150 align:start position:0%
<00:13:38.000>they're <00:13:38.116>going <00:13:38.233>to <00:13:38.350>be <00:13:38.466>biased <00:13:38.583>themselves. <00:13:38.700>Claude <00:13:38.816>really <00:13:38.933>thinks <00:13:39.050>that <00:13:39.166>of <00:13:39.283>course <00:13:39.400>uh

00:13:40.150 --> 00:13:40.160 align:start position:0%
<00:13:40.150>Claude <00:13:40.151>really <00:13:40.153>thinks <00:13:40.154>that <00:13:40.156>of <00:13:40.157>course <00:13:40.159>uh

00:13:40.160 --> 00:13:43.910 align:start position:0%
<00:13:40.160>Claude <00:13:40.253>really <00:13:40.346>thinks <00:13:40.439>that <00:13:40.533>of <00:13:40.626>course <00:13:40.719>uh <00:13:40.813>he <00:13:40.906>thinks <00:13:41.000>that <00:13:41.093>code <00:13:41.186>that <00:13:41.280>he <00:13:41.373>uh <00:13:41.466>uh <00:13:41.560>wrote

00:13:43.910 --> 00:13:43.920 align:start position:0%
<00:13:43.910>he <00:13:43.911>thinks <00:13:43.912>that <00:13:43.913>code <00:13:43.914>that <00:13:43.915>he <00:13:43.916>uh <00:13:43.917>uh <00:13:43.919>wrote

00:13:43.920 --> 00:13:46.150 align:start position:0%
<00:13:43.920>he <00:13:44.002>thinks <00:13:44.084>that <00:13:44.167>code <00:13:44.249>that <00:13:44.331>he <00:13:44.414>uh <00:13:44.496>uh <00:13:44.578>wrote <00:13:44.661>uh <00:13:44.743>itself <00:13:44.825>is <00:13:44.908>going <00:13:44.990>to <00:13:45.072>be <00:13:45.155>really <00:13:45.237>good. <00:13:45.319>So

00:13:46.150 --> 00:13:46.160 align:start position:0%
<00:13:46.150>uh <00:13:46.151>itself <00:13:46.152>is <00:13:46.153>going <00:13:46.154>to <00:13:46.155>be <00:13:46.156>really <00:13:46.157>good. <00:13:46.159>So

00:13:46.160 --> 00:13:48.069 align:start position:0%
<00:13:46.160>uh <00:13:46.247>itself <00:13:46.334>is <00:13:46.422>going <00:13:46.510>to <00:13:46.597>be <00:13:46.685>really <00:13:46.772>good. <00:13:46.860>So <00:13:46.947>it's <00:13:47.035>going <00:13:47.122>to <00:13:47.209>be <00:13:47.297>uh <00:13:47.385>really <00:13:47.472>highly <00:13:47.560>noted

00:13:48.069 --> 00:13:48.079 align:start position:0%
<00:13:48.069>it's <00:13:48.070>going <00:13:48.071>to <00:13:48.072>be <00:13:48.074>uh <00:13:48.075>really <00:13:48.076>highly <00:13:48.078>noted

00:13:48.079 --> 00:13:49.670 align:start position:0%
<00:13:48.079>it's <00:13:48.179>going <00:13:48.279>to <00:13:48.378>be <00:13:48.478>uh <00:13:48.579>really <00:13:48.679>highly <00:13:48.779>noted <00:13:48.878>and <00:13:48.978>it's <00:13:49.079>going <00:13:49.179>to <00:13:49.279>be <00:13:49.378>completely <00:13:49.478>biased.

00:13:49.670 --> 00:13:49.680 align:start position:0%
<00:13:49.670>and <00:13:49.671>it's <00:13:49.673>going <00:13:49.674>to <00:13:49.675>be <00:13:49.677>completely <00:13:49.679>biased.

00:13:49.680 --> 00:13:51.350 align:start position:0%
<00:13:49.680>and <00:13:49.767>it's <00:13:49.854>going <00:13:49.942>to <00:13:50.030>be <00:13:50.117>completely <00:13:50.204>biased. <00:13:50.292>So <00:13:50.380>we <00:13:50.467>had <00:13:50.555>to <00:13:50.642>fix <00:13:50.729>that. <00:13:50.817>I <00:13:50.905>had <00:13:50.992>to <00:13:51.079>fix

00:13:51.350 --> 00:13:51.360 align:start position:0%
<00:13:51.350>So <00:13:51.351>we <00:13:51.352>had <00:13:51.353>to <00:13:51.354>fix <00:13:51.355>that. <00:13:51.356>I <00:13:51.357>had <00:13:51.358>to <00:13:51.359>fix

00:13:51.360 --> 00:13:54.310 align:start position:0%
<00:13:51.360>So <00:13:51.437>we <00:13:51.515>had <00:13:51.593>to <00:13:51.671>fix <00:13:51.748>that. <00:13:51.826>I <00:13:51.904>had <00:13:51.982>to <00:13:52.060>fix <00:13:52.137>that. <00:13:52.215>Another <00:13:52.293>flaw <00:13:52.371>also <00:13:52.448>is <00:13:52.526>that <00:13:52.604>I <00:13:52.682>I <00:13:52.760>was

00:13:54.310 --> 00:13:54.320 align:start position:0%
<00:13:54.310>that. <00:13:54.311>Another <00:13:54.312>flaw <00:13:54.313>also <00:13:54.314>is <00:13:54.315>that <00:13:54.316>I <00:13:54.317>I <00:13:54.319>was

00:13:54.320 --> 00:13:56.310 align:start position:0%
<00:13:54.320>that. <00:13:54.420>Another <00:13:54.520>flaw <00:13:54.620>also <00:13:54.720>is <00:13:54.820>that <00:13:54.920>I <00:13:55.020>I <00:13:55.120>was <00:13:55.220>measuring <00:13:55.320>the <00:13:55.420>token <00:13:55.520>consumption <00:13:55.620>so <00:13:55.720>I

00:13:56.310 --> 00:13:56.320 align:start position:0%
<00:13:56.310>measuring <00:13:56.311>the <00:13:56.313>token <00:13:56.315>consumption <00:13:56.317>so <00:13:56.319>I

00:13:56.320 --> 00:13:58.470 align:start position:0%
<00:13:56.320>measuring <00:13:56.436>the <00:13:56.553>token <00:13:56.670>consumption <00:13:56.786>so <00:13:56.903>I <00:13:57.020>could <00:13:57.136>evaluate <00:13:57.253>which <00:13:57.370>one <00:13:57.486>costs <00:13:57.603>more. <00:13:57.720>But

00:13:58.470 --> 00:13:58.480 align:start position:0%
<00:13:58.470>could <00:13:58.471>evaluate <00:13:58.473>which <00:13:58.474>one <00:13:58.476>costs <00:13:58.477>more. <00:13:58.479>But

00:13:58.480 --> 00:14:00.550 align:start position:0%
<00:13:58.480>could <00:13:58.580>evaluate <00:13:58.680>which <00:13:58.780>one <00:13:58.880>costs <00:13:58.980>more. <00:13:59.080>But <00:13:59.180>the <00:13:59.280>thing <00:13:59.380>is <00:13:59.480>I <00:13:59.580>I <00:13:59.680>was <00:13:59.780>evaluating <00:13:59.880>three

00:14:00.550 --> 00:14:00.560 align:start position:0%
<00:14:00.550>the <00:14:00.551>thing <00:14:00.552>is <00:14:00.553>I <00:14:00.555>I <00:14:00.556>was <00:14:00.557>evaluating <00:14:00.559>three

00:14:00.560 --> 00:14:03.189 align:start position:0%
<00:14:00.560>the <00:14:00.660>thing <00:14:00.760>is <00:14:00.859>I <00:14:00.959>I <00:14:01.060>was <00:14:01.160>evaluating <00:14:01.260>three <00:14:01.359>different <00:14:01.459>agents <00:14:01.560>and <00:14:01.660>the <00:14:01.760>tokeniz <00:14:01.859>is <00:14:01.959>does

00:14:03.189 --> 00:14:03.199 align:start position:0%
<00:14:03.189>different <00:14:03.190>agents <00:14:03.192>and <00:14:03.193>the <00:14:03.194>tokeniz <00:14:03.196>is <00:14:03.198>does

00:14:03.199 --> 00:14:05.430 align:start position:0%
<00:14:03.199>different <00:14:03.292>agents <00:14:03.385>and <00:14:03.478>the <00:14:03.572>tokeniz <00:14:03.665>is <00:14:03.758>does <00:14:03.852>not <00:14:03.945>work <00:14:04.039>the <00:14:04.132>same. <00:14:04.225>A <00:14:04.319>token <00:14:04.412>for <00:14:04.505>cloud <00:14:04.598>is

00:14:05.430 --> 00:14:05.440 align:start position:0%
<00:14:05.430>not <00:14:05.431>work <00:14:05.432>the <00:14:05.433>same. <00:14:05.434>A <00:14:05.435>token <00:14:05.436>for <00:14:05.437>cloud <00:14:05.439>is

00:14:05.440 --> 00:14:07.110 align:start position:0%
<00:14:05.440>not <00:14:05.522>work <00:14:05.604>the <00:14:05.687>same. <00:14:05.769>A <00:14:05.851>token <00:14:05.934>for <00:14:06.016>cloud <00:14:06.098>is <00:14:06.181>not <00:14:06.263>the <00:14:06.345>same <00:14:06.428>as <00:14:06.510>a <00:14:06.592>token <00:14:06.675>for <00:14:06.757>Gemini <00:14:06.840>for

00:14:07.110 --> 00:14:07.120 align:start position:0%
<00:14:07.110>not <00:14:07.111>the <00:14:07.112>same <00:14:07.113>as <00:14:07.114>a <00:14:07.115>token <00:14:07.116>for <00:14:07.117>Gemini <00:14:07.119>for

00:14:07.120 --> 00:14:11.269 align:start position:0%
<00:14:07.120>not <00:14:07.207>the <00:14:07.295>same <00:14:07.382>as <00:14:07.470>a <00:14:07.557>token <00:14:07.645>for <00:14:07.732>Gemini <00:14:07.820>for <00:14:07.907>example. <00:14:07.995>So <00:14:08.082>for <00:14:08.170>V4 <00:14:08.257>I <00:14:08.345>I <00:14:08.432>stopped <00:14:08.520>talking

00:14:11.269 --> 00:14:11.279 align:start position:0%
<00:14:11.269>example. <00:14:11.270>So <00:14:11.271>for <00:14:11.272>V4 <00:14:11.274>I <00:14:11.275>I <00:14:11.276>stopped <00:14:11.278>talking

00:14:11.279 --> 00:14:13.990 align:start position:0%
<00:14:11.279>example. <00:14:11.379>So <00:14:11.479>for <00:14:11.579>V4 <00:14:11.679>I <00:14:11.779>I <00:14:11.879>stopped <00:14:11.979>talking <00:14:12.079>about <00:14:12.179>token <00:14:12.279>consumption <00:14:12.379>and <00:14:12.479>I <00:14:12.579>talk <00:14:12.679>about

00:14:13.990 --> 00:14:14.000 align:start position:0%
<00:14:13.990>about <00:14:13.991>token <00:14:13.993>consumption <00:14:13.994>and <00:14:13.996>I <00:14:13.997>talk <00:14:13.999>about

00:14:14.000 --> 00:14:16.710 align:start position:0%
<00:14:14.000>about <00:14:14.093>token <00:14:14.186>consumption <00:14:14.280>and <00:14:14.373>I <00:14:14.466>talk <00:14:14.560>about <00:14:14.653>real <00:14:14.746>costs <00:14:14.840>and <00:14:14.933>in <00:14:15.026>this <00:14:15.120>case <00:14:15.213>I <00:14:15.306>talk <00:14:15.400>about

00:14:16.710 --> 00:14:16.720 align:start position:0%
<00:14:16.710>real <00:14:16.711>costs <00:14:16.712>and <00:14:16.713>in <00:14:16.714>this <00:14:16.715>case <00:14:16.716>I <00:14:16.717>talk <00:14:16.719>about

00:14:16.720 --> 00:14:18.310 align:start position:0%
<00:14:16.720>real <00:14:16.875>costs <00:14:17.031>and <00:14:17.186>in <00:14:17.342>this <00:14:17.497>case <00:14:17.653>I <00:14:17.808>talk <00:14:17.964>about <00:14:18.120>dollars

00:14:18.310 --> 00:14:18.320 align:start position:0%
dollars

00:14:18.320 --> 00:14:19.829 align:start position:0%
<00:14:18.320>dollars <00:14:18.470>but <00:14:18.621>a <00:14:18.772>lot <00:14:18.923>of <00:14:19.074>the <00:14:19.225>things <00:14:19.376>stay <00:14:19.527>the <00:14:19.678>same.

00:14:19.829 --> 00:14:19.839 align:start position:0%
<00:14:19.829>but <00:14:19.830>a <00:14:19.831>lot <00:14:19.832>of <00:14:19.833>the <00:14:19.834>things <00:14:19.835>stay <00:14:19.836>the <00:14:19.838>same.

00:14:19.839 --> 00:14:21.829 align:start position:0%
<00:14:19.839>but <00:14:19.932>a <00:14:20.025>lot <00:14:20.118>of <00:14:20.212>the <00:14:20.305>things <00:14:20.398>stay <00:14:20.492>the <00:14:20.585>same. <00:14:20.679>So <00:14:20.772>I <00:14:20.865>still <00:14:20.959>have <00:14:21.052>three <00:14:21.145>frameworks <00:14:21.238>Android

00:14:21.829 --> 00:14:21.839 align:start position:0%
<00:14:21.829>So <00:14:21.830>I <00:14:21.832>still <00:14:21.833>have <00:14:21.834>three <00:14:21.836>frameworks <00:14:21.838>Android

00:14:21.839 --> 00:14:25.430 align:start position:0%
<00:14:21.839>So <00:14:21.932>I <00:14:22.025>still <00:14:22.118>have <00:14:22.212>three <00:14:22.305>frameworks <00:14:22.398>Android <00:14:22.492>FL <00:14:22.585>React <00:14:22.679>Native. <00:14:22.772>Uh <00:14:22.865>now <00:14:22.959>I <00:14:23.052>only <00:14:23.145>have <00:14:23.238>two

00:14:25.430 --> 00:14:25.440 align:start position:0%
<00:14:25.430>FL <00:14:25.431>React <00:14:25.432>Native. <00:14:25.433>Uh <00:14:25.434>now <00:14:25.435>I <00:14:25.436>only <00:14:25.437>have <00:14:25.439>two

00:14:25.440 --> 00:14:28.949 align:start position:0%
<00:14:25.440>FL <00:14:25.533>React <00:14:25.626>Native. <00:14:25.720>Uh <00:14:25.813>now <00:14:25.906>I <00:14:26.000>only <00:14:26.093>have <00:14:26.186>two <00:14:26.280>agents <00:14:26.373>but <00:14:26.466>two <00:14:26.560>families <00:14:26.653>of <00:14:26.746>models <00:14:26.840>the

00:14:28.949 --> 00:14:28.959 align:start position:0%
<00:14:28.949>agents <00:14:28.950>but <00:14:28.952>two <00:14:28.953>families <00:14:28.954>of <00:14:28.956>models <00:14:28.958>the

00:14:28.959 --> 00:14:30.629 align:start position:0%
<00:14:28.959>agents <00:14:29.075>but <00:14:29.192>two <00:14:29.309>families <00:14:29.425>of <00:14:29.542>models <00:14:29.659>the <00:14:29.775>powerful <00:14:29.892>one <00:14:30.008>and <00:14:30.125>the <00:14:30.242>lightweight <00:14:30.358>one

00:14:30.629 --> 00:14:30.639 align:start position:0%
<00:14:30.629>powerful <00:14:30.630>one <00:14:30.632>and <00:14:30.634>the <00:14:30.636>lightweight <00:14:30.638>one

00:14:30.639 --> 00:14:32.069 align:start position:0%
<00:14:30.639>powerful <00:14:30.730>one <00:14:30.822>and <00:14:30.914>the <00:14:31.006>lightweight <00:14:31.098>one <00:14:31.190>because <00:14:31.282>I <00:14:31.374>wanted <00:14:31.466>to <00:14:31.558>see <00:14:31.650>if <00:14:31.742>there <00:14:31.834>was <00:14:31.925>a

00:14:32.069 --> 00:14:32.079 align:start position:0%
<00:14:32.069>because <00:14:32.070>I <00:14:32.071>wanted <00:14:32.072>to <00:14:32.073>see <00:14:32.074>if <00:14:32.075>there <00:14:32.076>was <00:14:32.078>a

00:14:32.079 --> 00:14:34.629 align:start position:0%
<00:14:32.079>because <00:14:32.166>I <00:14:32.253>wanted <00:14:32.341>to <00:14:32.429>see <00:14:32.516>if <00:14:32.603>there <00:14:32.691>was <00:14:32.779>a <00:14:32.866>difference <00:14:32.954>as <00:14:33.041>well. <00:14:33.128>So <00:14:33.216>I <00:14:33.304>had <00:14:33.391>uh <00:14:33.478>Oppus,

00:14:34.629 --> 00:14:34.639 align:start position:0%
<00:14:34.629>difference <00:14:34.630>as <00:14:34.631>well. <00:14:34.632>So <00:14:34.634>I <00:14:34.635>had <00:14:34.636>uh <00:14:34.638>Oppus,

00:14:34.639 --> 00:14:38.389 align:start position:0%
<00:14:34.639>difference <00:14:34.732>as <00:14:34.825>well. <00:14:34.919>So <00:14:35.012>I <00:14:35.105>had <00:14:35.199>uh <00:14:35.292>Oppus, <00:14:35.385>Sonnet <00:14:35.479>for <00:14:35.572>uh <00:14:35.665>Entropic <00:14:35.759>and <00:14:35.852>uh <00:14:35.945>Gemini <00:14:36.039>Pro

00:14:38.389 --> 00:14:38.399 align:start position:0%
<00:14:38.389>Sonnet <00:14:38.390>for <00:14:38.391>uh <00:14:38.392>Entropic <00:14:38.394>and <00:14:38.395>uh <00:14:38.396>Gemini <00:14:38.398>Pro

00:14:38.399 --> 00:14:42.069 align:start position:0%
<00:14:38.399>Sonnet <00:14:38.506>for <00:14:38.614>uh <00:14:38.722>Entropic <00:14:38.829>and <00:14:38.937>uh <00:14:39.045>Gemini <00:14:39.152>Pro <00:14:39.260>and <00:14:39.368>Gemini <00:14:39.475>Flash <00:14:39.583>for <00:14:39.691>uh <00:14:39.799>Google

00:14:42.069 --> 00:14:42.079 align:start position:0%
<00:14:42.069>and <00:14:42.070>Gemini <00:14:42.072>Flash <00:14:42.074>for <00:14:42.076>uh <00:14:42.078>Google

00:14:42.079 --> 00:14:44.629 align:start position:0%
<00:14:42.079>and <00:14:42.172>Gemini <00:14:42.265>Flash <00:14:42.358>for <00:14:42.452>uh <00:14:42.545>Google <00:14:42.638>uh <00:14:42.732>and <00:14:42.825>again <00:14:42.919>I <00:14:43.012>had <00:14:43.105>three <00:14:43.199>runs. <00:14:43.292>So <00:14:43.385>uh <00:14:43.478>36

00:14:44.629 --> 00:14:44.639 align:start position:0%
<00:14:44.629>uh <00:14:44.630>and <00:14:44.631>again <00:14:44.632>I <00:14:44.633>had <00:14:44.634>three <00:14:44.635>runs. <00:14:44.636>So <00:14:44.637>uh <00:14:44.638>36

00:14:44.639 --> 00:14:46.790 align:start position:0%
<00:14:44.639>uh <00:14:44.716>and <00:14:44.794>again <00:14:44.872>I <00:14:44.950>had <00:14:45.027>three <00:14:45.105>runs. <00:14:45.183>So <00:14:45.261>uh <00:14:45.339>36 <00:14:45.416>builds <00:14:45.494>and <00:14:45.572>the <00:14:45.650>idea <00:14:45.727>this <00:14:45.805>is <00:14:45.883>what <00:14:45.961>also <00:14:46.039>I

00:14:46.790 --> 00:14:46.800 align:start position:0%
<00:14:46.790>builds <00:14:46.791>and <00:14:46.792>the <00:14:46.793>idea <00:14:46.794>this <00:14:46.795>is <00:14:46.796>what <00:14:46.797>also <00:14:46.799>I

00:14:46.800 --> 00:14:48.949 align:start position:0%
<00:14:46.800>builds <00:14:46.877>and <00:14:46.955>the <00:14:47.033>idea <00:14:47.111>this <00:14:47.188>is <00:14:47.266>what <00:14:47.344>also <00:14:47.422>I <00:14:47.500>gave <00:14:47.577>to <00:14:47.655>the <00:14:47.733>agent <00:14:47.811>so <00:14:47.888>he <00:14:47.966>could <00:14:48.044>help <00:14:48.122>me <00:14:48.199>uh

00:14:48.949 --> 00:14:48.959 align:start position:0%
<00:14:48.949>gave <00:14:48.949>to <00:14:48.951>the <00:14:48.952>agent <00:14:48.953>so <00:14:48.954>he <00:14:48.955>could <00:14:48.956>help <00:14:48.957>me <00:14:48.958>uh

00:14:48.959 --> 00:14:52.310 align:start position:0%
<00:14:48.959>gave <00:14:49.052>to <00:14:49.145>the <00:14:49.239>agent <00:14:49.332>so <00:14:49.425>he <00:14:49.519>could <00:14:49.612>help <00:14:49.705>me <00:14:49.799>uh <00:14:49.892>build <00:14:49.985>this. <00:14:50.079>I <00:14:50.172>wanted <00:14:50.265>to <00:14:50.359>automate

00:14:52.310 --> 00:14:52.320 align:start position:0%
<00:14:52.310>build <00:14:52.311>this. <00:14:52.313>I <00:14:52.315>wanted <00:14:52.317>to <00:14:52.319>automate

00:14:52.320 --> 00:14:55.430 align:start position:0%
<00:14:52.320>build <00:14:52.427>this. <00:14:52.535>I <00:14:52.643>wanted <00:14:52.750>to <00:14:52.858>automate <00:14:52.966>everything <00:14:53.073>that <00:14:53.181>I <00:14:53.289>could <00:14:53.396>uh <00:14:53.504>from <00:14:53.612>V1 <00:14:53.720>to

00:14:55.430 --> 00:14:55.440 align:start position:0%
<00:14:55.430>everything <00:14:55.431>that <00:14:55.432>I <00:14:55.433>could <00:14:55.435>uh <00:14:55.436>from <00:14:55.437>V1 <00:14:55.439>to

00:14:55.440 --> 00:14:57.670 align:start position:0%
<00:14:55.440>everything <00:14:55.540>that <00:14:55.640>I <00:14:55.740>could <00:14:55.840>uh <00:14:55.940>from <00:14:56.040>V1 <00:14:56.140>to <00:14:56.240>V3. <00:14:56.340>I <00:14:56.440>was <00:14:56.540>always <00:14:56.640>doing <00:14:56.740>everything <00:14:56.840>by

00:14:57.670 --> 00:14:57.680 align:start position:0%
<00:14:57.670>V3. <00:14:57.671>I <00:14:57.673>was <00:14:57.674>always <00:14:57.675>doing <00:14:57.677>everything <00:14:57.679>by

00:14:57.680 --> 00:15:01.350 align:start position:0%
<00:14:57.680>V3. <00:14:57.767>I <00:14:57.854>was <00:14:57.942>always <00:14:58.030>doing <00:14:58.117>everything <00:14:58.204>by <00:14:58.292>hand. <00:14:58.380>I <00:14:58.467>was <00:14:58.555>uh <00:14:58.642>I <00:14:58.729>was <00:14:58.817>seeing <00:14:58.905>how <00:14:58.992>how <00:14:59.079>many

00:15:01.350 --> 00:15:01.360 align:start position:0%
<00:15:01.350>hand. <00:15:01.351>I <00:15:01.352>was <00:15:01.353>uh <00:15:01.354>I <00:15:01.355>was <00:15:01.356>seeing <00:15:01.357>how <00:15:01.358>how <00:15:01.359>many

00:15:01.360 --> 00:15:04.550 align:start position:0%
<00:15:01.360>hand. <00:15:01.447>I <00:15:01.535>was <00:15:01.622>uh <00:15:01.710>I <00:15:01.797>was <00:15:01.885>seeing <00:15:01.972>how <00:15:02.060>how <00:15:02.147>many <00:15:02.235>tokens <00:15:02.322>uh <00:15:02.410>it <00:15:02.497>cost <00:15:02.585>by <00:15:02.672>doing <00:15:02.760>specific

00:15:04.550 --> 00:15:04.560 align:start position:0%
<00:15:04.550>tokens <00:15:04.551>uh <00:15:04.553>it <00:15:04.554>cost <00:15:04.555>by <00:15:04.557>doing <00:15:04.559>specific

00:15:04.560 --> 00:15:07.350 align:start position:0%
<00:15:04.560>tokens <00:15:04.667>uh <00:15:04.775>it <00:15:04.883>cost <00:15:04.990>by <00:15:05.098>doing <00:15:05.206>specific <00:15:05.313>commands. <00:15:05.421>So <00:15:05.529>and <00:15:05.636>I <00:15:05.744>was <00:15:05.852>testing <00:15:05.959>manually

00:15:07.350 --> 00:15:07.360 align:start position:0%
<00:15:07.350>commands. <00:15:07.351>So <00:15:07.353>and <00:15:07.354>I <00:15:07.356>was <00:15:07.357>testing <00:15:07.359>manually

00:15:07.360 --> 00:15:08.870 align:start position:0%
<00:15:07.360>commands. <00:15:07.464>So <00:15:07.569>and <00:15:07.673>I <00:15:07.778>was <00:15:07.882>testing <00:15:07.987>manually <00:15:08.091>when <00:15:08.196>this <00:15:08.300>one <00:15:08.405>I <00:15:08.509>really <00:15:08.614>wanted <00:15:08.719>to

00:15:08.870 --> 00:15:08.880 align:start position:0%
<00:15:08.870>when <00:15:08.871>this <00:15:08.873>one <00:15:08.874>I <00:15:08.876>really <00:15:08.877>wanted <00:15:08.879>to

00:15:08.880 --> 00:15:11.189 align:start position:0%
<00:15:08.880>when <00:15:09.007>this <00:15:09.134>one <00:15:09.261>I <00:15:09.389>really <00:15:09.516>wanted <00:15:09.643>to <00:15:09.770>automate <00:15:09.898>everything. <00:15:10.025>So <00:15:10.152>no <00:15:10.280>manual

00:15:11.189 --> 00:15:11.199 align:start position:0%
<00:15:11.189>automate <00:15:11.191>everything. <00:15:11.193>So <00:15:11.195>no <00:15:11.198>manual

00:15:11.199 --> 00:15:12.870 align:start position:0%
<00:15:11.199>automate <00:15:11.326>everything. <00:15:11.453>So <00:15:11.580>no <00:15:11.708>manual <00:15:11.835>stalls, <00:15:11.962>no <00:15:12.089>human <00:15:12.217>on <00:15:12.344>the <00:15:12.471>loop <00:15:12.598>really

00:15:12.870 --> 00:15:12.880 align:start position:0%
<00:15:12.870>stalls, <00:15:12.871>no <00:15:12.873>human <00:15:12.874>on <00:15:12.876>the <00:15:12.877>loop <00:15:12.879>really

00:15:12.880 --> 00:15:15.690 align:start position:0%
<00:15:12.880>stalls, <00:15:13.055>no <00:15:13.230>human <00:15:13.405>on <00:15:13.580>the <00:15:13.755>loop <00:15:13.930>really <00:15:14.105>automate <00:15:14.280>everything.

00:15:15.690 --> 00:15:15.700 align:start position:0%
<00:15:15.690>automate <00:15:15.699>everything.

00:15:15.700 --> 00:15:17.829 align:start position:0%
<00:15:15.700>automate <00:15:15.840>everything. <00:15:15.980>[clears <00:15:16.120>throat] <00:15:16.260>So <00:15:16.400>how <00:15:16.540>did <00:15:16.680>I <00:15:16.820>do <00:15:16.960>this? <00:15:17.100>Uh

00:15:17.829 --> 00:15:17.839 align:start position:0%
<00:15:17.829>[clears <00:15:17.830>throat] <00:15:17.831>So <00:15:17.832>how <00:15:17.833>did <00:15:17.834>I <00:15:17.835>do <00:15:17.836>this? <00:15:17.838>Uh

00:15:17.839 --> 00:15:20.470 align:start position:0%
<00:15:17.839>[clears <00:15:17.926>throat] <00:15:18.013>So <00:15:18.101>how <00:15:18.189>did <00:15:18.276>I <00:15:18.363>do <00:15:18.451>this? <00:15:18.539>Uh <00:15:18.626>here <00:15:18.714>is <00:15:18.801>a <00:15:18.888>really <00:15:18.976>high <00:15:19.064>overview <00:15:19.151>of <00:15:19.238>how

00:15:20.470 --> 00:15:20.480 align:start position:0%
<00:15:20.470>here <00:15:20.471>is <00:15:20.472>a <00:15:20.473>really <00:15:20.475>high <00:15:20.476>overview <00:15:20.477>of <00:15:20.479>how

00:15:20.480 --> 00:15:23.030 align:start position:0%
<00:15:20.480>here <00:15:20.573>is <00:15:20.666>a <00:15:20.760>really <00:15:20.853>high <00:15:20.946>overview <00:15:21.040>of <00:15:21.133>how <00:15:21.226>the <00:15:21.320>system <00:15:21.413>work. <00:15:21.506>Um <00:15:21.600>so <00:15:21.693>first <00:15:21.786>you <00:15:21.880>have

00:15:23.030 --> 00:15:23.040 align:start position:0%
<00:15:23.030>the <00:15:23.031>system <00:15:23.032>work. <00:15:23.033>Um <00:15:23.035>so <00:15:23.036>first <00:15:23.037>you <00:15:23.039>have

00:15:23.040 --> 00:15:25.430 align:start position:0%
<00:15:23.040>the <00:15:23.127>system <00:15:23.214>work. <00:15:23.302>Um <00:15:23.390>so <00:15:23.477>first <00:15:23.564>you <00:15:23.652>have <00:15:23.740>the <00:15:23.827>input <00:15:23.915>of <00:15:24.002>course <00:15:24.089>since <00:15:24.177>I <00:15:24.265>have <00:15:24.352>I <00:15:24.439>want

00:15:25.430 --> 00:15:25.440 align:start position:0%
<00:15:25.430>the <00:15:25.431>input <00:15:25.432>of <00:15:25.433>course <00:15:25.434>since <00:15:25.435>I <00:15:25.436>have <00:15:25.437>I <00:15:25.439>want

00:15:25.440 --> 00:15:27.990 align:start position:0%
<00:15:25.440>the <00:15:25.527>input <00:15:25.615>of <00:15:25.702>course <00:15:25.790>since <00:15:25.877>I <00:15:25.965>have <00:15:26.052>I <00:15:26.140>want <00:15:26.227>to <00:15:26.315>automate <00:15:26.402>everything <00:15:26.490>I <00:15:26.577>need <00:15:26.665>to <00:15:26.752>give <00:15:26.840>a

00:15:27.990 --> 00:15:28.000 align:start position:0%
<00:15:27.990>to <00:15:27.991>automate <00:15:27.992>everything <00:15:27.993>I <00:15:27.995>need <00:15:27.996>to <00:15:27.997>give <00:15:27.999>a

00:15:28.000 --> 00:15:30.069 align:start position:0%
<00:15:28.000>to <00:15:28.087>automate <00:15:28.175>everything <00:15:28.262>I <00:15:28.350>need <00:15:28.437>to <00:15:28.525>give <00:15:28.612>a <00:15:28.700>lot <00:15:28.787>to <00:15:28.875>the <00:15:28.962>system <00:15:29.050>in <00:15:29.137>order <00:15:29.225>to <00:15:29.312>for <00:15:29.400>for

00:15:30.069 --> 00:15:30.079 align:start position:0%
<00:15:30.069>lot <00:15:30.070>to <00:15:30.071>the <00:15:30.072>system <00:15:30.073>in <00:15:30.074>order <00:15:30.075>to <00:15:30.076>for <00:15:30.078>for

00:15:30.079 --> 00:15:32.790 align:start position:0%
<00:15:30.079>lot <00:15:30.161>to <00:15:30.243>the <00:15:30.326>system <00:15:30.408>in <00:15:30.490>order <00:15:30.573>to <00:15:30.655>for <00:15:30.737>for <00:15:30.820>the <00:15:30.902>system <00:15:30.984>to <00:15:31.067>know <00:15:31.149>uh <00:15:31.231>how <00:15:31.314>to <00:15:31.396>do <00:15:31.478>things

00:15:32.790 --> 00:15:32.800 align:start position:0%
<00:15:32.790>the <00:15:32.791>system <00:15:32.792>to <00:15:32.793>know <00:15:32.794>uh <00:15:32.795>how <00:15:32.796>to <00:15:32.797>do <00:15:32.799>things

00:15:32.800 --> 00:15:34.870 align:start position:0%
<00:15:32.800>the <00:15:32.887>system <00:15:32.974>to <00:15:33.062>know <00:15:33.150>uh <00:15:33.237>how <00:15:33.324>to <00:15:33.412>do <00:15:33.500>things <00:15:33.587>basically. <00:15:33.675>So <00:15:33.762>I <00:15:33.849>had <00:15:33.937>a <00:15:34.025>lot <00:15:34.112>of <00:15:34.199>config

00:15:34.870 --> 00:15:34.880 align:start position:0%
<00:15:34.870>basically. <00:15:34.871>So <00:15:34.872>I <00:15:34.873>had <00:15:34.875>a <00:15:34.876>lot <00:15:34.877>of <00:15:34.879>config

00:15:34.880 --> 00:15:37.670 align:start position:0%
<00:15:34.880>basically. <00:15:34.967>So <00:15:35.055>I <00:15:35.142>had <00:15:35.230>a <00:15:35.317>lot <00:15:35.405>of <00:15:35.492>config <00:15:35.580>files <00:15:35.667>a <00:15:35.755>lot <00:15:35.842>of <00:15:35.930>scripts <00:15:36.017>uh <00:15:36.105>I <00:15:36.192>was <00:15:36.280>using

00:15:37.670 --> 00:15:37.680 align:start position:0%
<00:15:37.670>files <00:15:37.671>a <00:15:37.672>lot <00:15:37.673>of <00:15:37.674>scripts <00:15:37.675>uh <00:15:37.676>I <00:15:37.677>was <00:15:37.679>using

00:15:37.680 --> 00:15:40.949 align:start position:0%
<00:15:37.680>files <00:15:37.762>a <00:15:37.844>lot <00:15:37.927>of <00:15:38.009>scripts <00:15:38.091>uh <00:15:38.174>I <00:15:38.256>was <00:15:38.338>using <00:15:38.421>specit <00:15:38.503>uh <00:15:38.585>spec <00:15:38.668>kit <00:15:38.750>from <00:15:38.832>github <00:15:38.915>uh <00:15:38.997>to <00:15:39.079>do

00:15:40.949 --> 00:15:40.959 align:start position:0%
<00:15:40.949>specit <00:15:40.950>uh <00:15:40.951>spec <00:15:40.952>kit <00:15:40.953>from <00:15:40.954>github <00:15:40.955>uh <00:15:40.956>to <00:15:40.958>do

00:15:40.959 --> 00:15:43.110 align:start position:0%
<00:15:40.959>specit <00:15:41.052>uh <00:15:41.145>spec <00:15:41.239>kit <00:15:41.332>from <00:15:41.425>github <00:15:41.519>uh <00:15:41.612>to <00:15:41.705>do <00:15:41.799>the <00:15:41.892>specifications. <00:15:41.985>So <00:15:42.079>as <00:15:42.172>an <00:15:42.265>input <00:15:42.359>I

00:15:43.110 --> 00:15:43.120 align:start position:0%
<00:15:43.110>the <00:15:43.111>specifications. <00:15:43.113>So <00:15:43.114>as <00:15:43.116>an <00:15:43.117>input <00:15:43.119>I

00:15:43.120 --> 00:15:44.949 align:start position:0%
<00:15:43.120>the <00:15:43.227>specifications. <00:15:43.335>So <00:15:43.443>as <00:15:43.550>an <00:15:43.658>input <00:15:43.766>I <00:15:43.873>gave <00:15:43.981>the <00:15:44.089>very <00:15:44.196>first <00:15:44.304>two <00:15:44.412>documents <00:15:44.520>that

00:15:44.949 --> 00:15:44.959 align:start position:0%
<00:15:44.949>gave <00:15:44.950>the <00:15:44.952>very <00:15:44.953>first <00:15:44.955>two <00:15:44.956>documents <00:15:44.958>that

00:15:44.959 --> 00:15:46.949 align:start position:0%
<00:15:44.959>gave <00:15:45.059>the <00:15:45.159>very <00:15:45.259>first <00:15:45.359>two <00:15:45.459>documents <00:15:45.559>that <00:15:45.659>we <00:15:45.759>have <00:15:45.859>in <00:15:45.959>spec <00:15:46.059>kit. <00:15:46.159>So <00:15:46.259>the <00:15:46.359>constitution

00:15:46.949 --> 00:15:46.959 align:start position:0%
<00:15:46.949>we <00:15:46.950>have <00:15:46.951>in <00:15:46.952>spec <00:15:46.954>kit. <00:15:46.955>So <00:15:46.956>the <00:15:46.958>constitution

00:15:46.959 --> 00:15:49.189 align:start position:0%
<00:15:46.959>we <00:15:47.099>have <00:15:47.239>in <00:15:47.379>spec <00:15:47.519>kit. <00:15:47.659>So <00:15:47.799>the <00:15:47.939>constitution <00:15:48.079>and <00:15:48.219>the <00:15:48.359>spec.

00:15:49.189 --> 00:15:49.199 align:start position:0%
<00:15:49.189>and <00:15:49.193>the <00:15:49.198>spec.

00:15:49.199 --> 00:15:51.189 align:start position:0%
<00:15:49.199>and <00:15:49.354>the <00:15:49.510>spec. <00:15:49.665>I <00:15:49.821>gave <00:15:49.976>the <00:15:50.132>system <00:15:50.287>also <00:15:50.443>the <00:15:50.598>acceptance

00:15:51.189 --> 00:15:51.199 align:start position:0%
<00:15:51.189>I <00:15:51.190>gave <00:15:51.192>the <00:15:51.193>system <00:15:51.194>also <00:15:51.196>the <00:15:51.198>acceptance

00:15:51.199 --> 00:15:54.069 align:start position:0%
<00:15:51.199>I <00:15:51.292>gave <00:15:51.385>the <00:15:51.478>system <00:15:51.572>also <00:15:51.665>the <00:15:51.758>acceptance <00:15:51.852>criteria <00:15:51.945>that <00:15:52.039>uh <00:15:52.132>was <00:15:52.225>going <00:15:52.319>to <00:15:52.412>be <00:15:52.505>used <00:15:52.598>to

00:15:54.069 --> 00:15:54.079 align:start position:0%
<00:15:54.069>criteria <00:15:54.070>that <00:15:54.071>uh <00:15:54.072>was <00:15:54.073>going <00:15:54.074>to <00:15:54.075>be <00:15:54.076>used <00:15:54.078>to

00:15:54.079 --> 00:15:56.550 align:start position:0%
<00:15:54.079>criteria <00:15:54.186>that <00:15:54.294>uh <00:15:54.402>was <00:15:54.509>going <00:15:54.617>to <00:15:54.725>be <00:15:54.832>used <00:15:54.940>to <00:15:55.048>test <00:15:55.155>automatically <00:15:55.263>uh <00:15:55.371>the <00:15:55.478>application

00:15:56.550 --> 00:15:56.560 align:start position:0%
<00:15:56.550>test <00:15:56.552>automatically <00:15:56.554>uh <00:15:56.556>the <00:15:56.559>application

00:15:56.560 --> 00:15:59.269 align:start position:0%
<00:15:56.560>test <00:15:56.667>automatically <00:15:56.775>uh <00:15:56.883>the <00:15:56.990>application <00:15:57.098>and <00:15:57.206>validate <00:15:57.313>if <00:15:57.421>it <00:15:57.529>was <00:15:57.636>a <00:15:57.744>valid <00:15:57.852>build <00:15:57.959>or

00:15:59.269 --> 00:15:59.279 align:start position:0%
<00:15:59.269>and <00:15:59.270>validate <00:15:59.271>if <00:15:59.272>it <00:15:59.273>was <00:15:59.274>a <00:15:59.275>valid <00:15:59.276>build <00:15:59.278>or

00:15:59.279 --> 00:16:02.389 align:start position:0%
<00:15:59.279>and <00:15:59.361>validate <00:15:59.443>if <00:15:59.526>it <00:15:59.608>was <00:15:59.690>a <00:15:59.773>valid <00:15:59.855>build <00:15:59.937>or <00:16:00.020>not <00:16:00.102>and <00:16:00.184>I <00:16:00.267>was <00:16:00.349>feeding <00:16:00.431>the <00:16:00.514>system <00:16:00.596>as <00:16:00.679>well

00:16:02.389 --> 00:16:02.399 align:start position:0%
<00:16:02.389>not <00:16:02.390>and <00:16:02.391>I <00:16:02.392>was <00:16:02.393>feeding <00:16:02.394>the <00:16:02.395>system <00:16:02.396>as <00:16:02.398>well

00:16:02.399 --> 00:16:05.509 align:start position:0%
<00:16:02.399>not <00:16:02.506>and <00:16:02.614>I <00:16:02.722>was <00:16:02.829>feeding <00:16:02.937>the <00:16:03.045>system <00:16:03.152>as <00:16:03.260>well <00:16:03.368>uh <00:16:03.475>the <00:16:03.583>official <00:16:03.691>framework <00:16:03.799>skills

00:16:05.509 --> 00:16:05.519 align:start position:0%
<00:16:05.509>uh <00:16:05.511>the <00:16:05.513>official <00:16:05.515>framework <00:16:05.518>skills

00:16:05.519 --> 00:16:08.470 align:start position:0%
<00:16:05.519>uh <00:16:05.626>the <00:16:05.734>official <00:16:05.842>framework <00:16:05.949>skills <00:16:06.057>uh <00:16:06.165>when <00:16:06.272>I <00:16:06.380>was <00:16:06.488>doing <00:16:06.595>V1 <00:16:06.703>almost <00:16:06.811>one <00:16:06.919>year

00:16:08.470 --> 00:16:08.480 align:start position:0%
<00:16:08.470>uh <00:16:08.471>when <00:16:08.472>I <00:16:08.473>was <00:16:08.474>doing <00:16:08.475>V1 <00:16:08.476>almost <00:16:08.477>one <00:16:08.479>year

00:16:08.480 --> 00:16:10.949 align:start position:0%
<00:16:08.480>uh <00:16:08.573>when <00:16:08.666>I <00:16:08.760>was <00:16:08.853>doing <00:16:08.946>V1 <00:16:09.040>almost <00:16:09.133>one <00:16:09.226>year <00:16:09.320>ago <00:16:09.413>they <00:16:09.506>didn't <00:16:09.600>exist <00:16:09.693>right <00:16:09.786>now <00:16:09.880>they

00:16:10.949 --> 00:16:10.959 align:start position:0%
<00:16:10.949>ago <00:16:10.950>they <00:16:10.952>didn't <00:16:10.953>exist <00:16:10.954>right <00:16:10.956>now <00:16:10.958>they

00:16:10.959 --> 00:16:13.670 align:start position:0%
<00:16:10.959>ago <00:16:11.066>they <00:16:11.174>didn't <00:16:11.282>exist <00:16:11.389>right <00:16:11.497>now <00:16:11.605>they <00:16:11.712>exist <00:16:11.820>uh <00:16:11.928>Google <00:16:12.035>uh <00:16:12.143>provides <00:16:12.251>us <00:16:12.358>uh

00:16:13.670 --> 00:16:13.680 align:start position:0%
<00:16:13.670>exist <00:16:13.671>uh <00:16:13.673>Google <00:16:13.674>uh <00:16:13.675>provides <00:16:13.677>us <00:16:13.679>uh

00:16:13.680 --> 00:16:15.670 align:start position:0%
<00:16:13.680>exist <00:16:13.796>uh <00:16:13.913>Google <00:16:14.030>uh <00:16:14.146>provides <00:16:14.263>us <00:16:14.380>uh <00:16:14.496>official <00:16:14.613>skills <00:16:14.729>for <00:16:14.846>Android <00:16:14.963>for <00:16:15.079>flutter

00:16:15.670 --> 00:16:15.680 align:start position:0%
<00:16:15.670>official <00:16:15.671>skills <00:16:15.673>for <00:16:15.675>Android <00:16:15.677>for <00:16:15.679>flutter

00:16:15.680 --> 00:16:18.069 align:start position:0%
<00:16:15.680>official <00:16:15.787>skills <00:16:15.895>for <00:16:16.003>Android <00:16:16.110>for <00:16:16.218>flutter <00:16:16.326>and <00:16:16.433>art <00:16:16.541>and <00:16:16.649>for <00:16:16.756>react <00:16:16.864>native <00:16:16.972>there <00:16:17.079>are

00:16:18.069 --> 00:16:18.079 align:start position:0%
<00:16:18.069>and <00:16:18.070>art <00:16:18.071>and <00:16:18.072>for <00:16:18.074>react <00:16:18.075>native <00:16:18.076>there <00:16:18.078>are

00:16:18.079 --> 00:16:21.910 align:start position:0%
<00:16:18.079>and <00:16:18.179>art <00:16:18.279>and <00:16:18.378>for <00:16:18.478>react <00:16:18.579>native <00:16:18.679>there <00:16:18.779>are <00:16:18.878>official <00:16:18.978>expos <00:16:19.079>skills. <00:16:19.179>So, <00:16:19.279>and <00:16:19.378>then <00:16:19.478>I

00:16:21.910 --> 00:16:21.920 align:start position:0%
<00:16:21.910>official <00:16:21.911>expos <00:16:21.913>skills. <00:16:21.914>So, <00:16:21.915>and <00:16:21.917>then <00:16:21.919>I

00:16:21.920 --> 00:16:23.829 align:start position:0%
<00:16:21.920>official <00:16:22.020>expos <00:16:22.120>skills. <00:16:22.219>So, <00:16:22.319>and <00:16:22.420>then <00:16:22.520>I <00:16:22.620>had <00:16:22.719>this <00:16:22.819>input. <00:16:22.920>I <00:16:23.020>gave <00:16:23.120>everything <00:16:23.219>to <00:16:23.319>the

00:16:23.829 --> 00:16:23.839 align:start position:0%
<00:16:23.829>had <00:16:23.830>this <00:16:23.831>input. <00:16:23.832>I <00:16:23.834>gave <00:16:23.835>everything <00:16:23.836>to <00:16:23.838>the

00:16:23.839 --> 00:16:25.350 align:start position:0%
<00:16:23.839>had <00:16:23.936>this <00:16:24.033>input. <00:16:24.130>I <00:16:24.227>gave <00:16:24.324>everything <00:16:24.421>to <00:16:24.518>the <00:16:24.616>system <00:16:24.713>and <00:16:24.810>then <00:16:24.907>the <00:16:25.004>agent <00:16:25.101>does <00:16:25.198>this

00:16:25.350 --> 00:16:25.360 align:start position:0%
<00:16:25.350>system <00:16:25.351>and <00:16:25.353>then <00:16:25.354>the <00:16:25.356>agent <00:16:25.357>does <00:16:25.359>this

00:16:25.360 --> 00:16:28.710 align:start position:0%
<00:16:25.360>system <00:16:25.453>and <00:16:25.546>then <00:16:25.640>the <00:16:25.733>agent <00:16:25.826>does <00:16:25.920>this <00:16:26.013>thing <00:16:26.106>and <00:16:26.200>um <00:16:26.293>the <00:16:26.386>next <00:16:26.480>steps <00:16:26.573>on <00:16:26.666>the <00:16:26.760>spec

00:16:28.710 --> 00:16:28.720 align:start position:0%
<00:16:28.710>thing <00:16:28.711>and <00:16:28.712>um <00:16:28.713>the <00:16:28.714>next <00:16:28.715>steps <00:16:28.716>on <00:16:28.717>the <00:16:28.719>spec

00:16:28.720 --> 00:16:35.030 align:start position:0%
<00:16:28.720>thing <00:16:28.807>and <00:16:28.895>um <00:16:28.982>the <00:16:29.070>next <00:16:29.157>steps <00:16:29.245>on <00:16:29.332>the <00:16:29.420>spec <00:16:29.507>kit <00:16:29.595>uh <00:16:29.682>flow <00:16:29.770>is <00:16:29.857>uh <00:16:29.945>uh <00:16:30.032>planning <00:16:30.120>um

00:16:35.030 --> 00:16:35.040 align:start position:0%
<00:16:35.030>kit <00:16:35.031>uh <00:16:35.032>flow <00:16:35.033>is <00:16:35.035>uh <00:16:35.036>uh <00:16:35.037>planning <00:16:35.039>um

00:16:35.040 --> 00:16:36.389 align:start position:0%
<00:16:35.040>kit <00:16:35.133>uh <00:16:35.226>flow <00:16:35.320>is <00:16:35.413>uh <00:16:35.506>uh <00:16:35.600>planning <00:16:35.693>um <00:16:35.787>getting <00:16:35.880>the <00:16:35.973>tasks <00:16:36.067>and <00:16:36.160>doing <00:16:36.254>the

00:16:36.389 --> 00:16:36.399 align:start position:0%
<00:16:36.389>getting <00:16:36.390>the <00:16:36.392>tasks <00:16:36.394>and <00:16:36.396>doing <00:16:36.398>the

00:16:36.399 --> 00:16:38.470 align:start position:0%
<00:16:36.399>getting <00:16:36.539>the <00:16:36.679>tasks <00:16:36.819>and <00:16:36.959>doing <00:16:37.099>the <00:16:37.239>implementation. <00:16:37.379>So <00:16:37.519>there's <00:16:37.659>already <00:16:37.799>a

00:16:38.470 --> 00:16:38.480 align:start position:0%
<00:16:38.470>implementation. <00:16:38.472>So <00:16:38.474>there's <00:16:38.476>already <00:16:38.479>a

00:16:38.480 --> 00:16:40.949 align:start position:0%
<00:16:38.480>implementation. <00:16:38.607>So <00:16:38.734>there's <00:16:38.861>already <00:16:38.989>a <00:16:39.116>first <00:16:39.243>loop <00:16:39.370>that <00:16:39.498>is <00:16:39.625>completely <00:16:39.752>managed <00:16:39.880>by

00:16:40.949 --> 00:16:40.959 align:start position:0%
<00:16:40.949>first <00:16:40.950>loop <00:16:40.952>that <00:16:40.953>is <00:16:40.955>completely <00:16:40.956>managed <00:16:40.958>by

00:16:40.959 --> 00:16:46.230 align:start position:0%
<00:16:40.959>first <00:16:41.052>loop <00:16:41.145>that <00:16:41.239>is <00:16:41.332>completely <00:16:41.425>managed <00:16:41.519>by <00:16:41.612>specit. <00:16:41.705>Then <00:16:41.799>I <00:16:41.892>gave <00:16:41.985>uh <00:16:42.079>ended <00:16:42.172>the <00:16:42.265>app <00:16:42.359>a

00:16:46.230 --> 00:16:46.240 align:start position:0%
<00:16:46.230>specit. <00:16:46.231>Then <00:16:46.232>I <00:16:46.233>gave <00:16:46.234>uh <00:16:46.235>ended <00:16:46.236>the <00:16:46.237>app <00:16:46.239>a

00:16:46.240 --> 00:16:48.870 align:start position:0%
<00:16:46.240>specit. <00:16:46.340>Then <00:16:46.440>I <00:16:46.540>gave <00:16:46.640>uh <00:16:46.740>ended <00:16:46.840>the <00:16:46.940>app <00:16:47.040>a <00:16:47.140>version. <00:16:47.240>So <00:16:47.340>the <00:16:47.440>system <00:16:47.540>gave <00:16:47.640>the

00:16:48.870 --> 00:16:48.880 align:start position:0%
<00:16:48.870>version. <00:16:48.871>So <00:16:48.873>the <00:16:48.875>system <00:16:48.877>gave <00:16:48.879>the

00:16:48.880 --> 00:16:52.870 align:start position:0%
<00:16:48.880>version. <00:16:48.996>So <00:16:49.113>the <00:16:49.230>system <00:16:49.346>gave <00:16:49.463>the <00:16:49.580>application <00:16:49.696>to <00:16:49.813>Myestro. <00:16:49.930>Myestro <00:16:50.046>is <00:16:50.163>um <00:16:50.280>a

00:16:52.870 --> 00:16:52.880 align:start position:0%
<00:16:52.870>application <00:16:52.871>to <00:16:52.873>Myestro. <00:16:52.874>Myestro <00:16:52.876>is <00:16:52.877>um <00:16:52.879>a

00:16:52.880 --> 00:16:55.110 align:start position:0%
<00:16:52.880>application <00:16:52.987>to <00:16:53.095>Myestro. <00:16:53.203>Myestro <00:16:53.310>is <00:16:53.418>um <00:16:53.526>a <00:16:53.633>UI <00:16:53.741>testing <00:16:53.849>framework <00:16:53.956>that <00:16:54.064>allowed <00:16:54.172>me <00:16:54.280>to

00:16:55.110 --> 00:16:55.120 align:start position:0%
<00:16:55.110>UI <00:16:55.111>testing <00:16:55.113>framework <00:16:55.114>that <00:16:55.116>allowed <00:16:55.117>me <00:16:55.119>to

00:16:55.120 --> 00:16:57.829 align:start position:0%
<00:16:55.120>UI <00:16:55.227>testing <00:16:55.335>framework <00:16:55.443>that <00:16:55.550>allowed <00:16:55.658>me <00:16:55.766>to <00:16:55.873>to <00:16:55.981>perform <00:16:56.089>automated <00:16:56.196>UI <00:16:56.304>tests. <00:16:56.412>So <00:16:56.520>I

00:16:57.829 --> 00:16:57.839 align:start position:0%
<00:16:57.829>to <00:16:57.830>perform <00:16:57.832>automated <00:16:57.833>UI <00:16:57.834>tests. <00:16:57.836>So <00:16:57.838>I

00:16:57.839 --> 00:16:59.829 align:start position:0%
<00:16:57.839>to <00:16:57.966>perform <00:16:58.093>automated <00:16:58.220>UI <00:16:58.348>tests. <00:16:58.475>So <00:16:58.602>I <00:16:58.729>could <00:16:58.857>validate <00:16:58.984>that <00:16:59.111>everything <00:16:59.238>was

00:16:59.829 --> 00:16:59.839 align:start position:0%
<00:16:59.829>could <00:16:59.831>validate <00:16:59.833>that <00:16:59.835>everything <00:16:59.838>was

00:16:59.839 --> 00:17:01.430 align:start position:0%
<00:16:59.839>could <00:16:59.978>validate <00:17:00.118>that <00:17:00.258>everything <00:17:00.398>was <00:17:00.539>working <00:17:00.679>and <00:17:00.819>it <00:17:00.959>was <00:17:01.098>actually <00:17:01.238>the

00:17:01.430 --> 00:17:01.440 align:start position:0%
<00:17:01.430>working <00:17:01.431>and <00:17:01.433>it <00:17:01.435>was <00:17:01.437>actually <00:17:01.439>the

00:17:01.440 --> 00:17:03.430 align:start position:0%
<00:17:01.440>working <00:17:01.567>and <00:17:01.694>it <00:17:01.821>was <00:17:01.949>actually <00:17:02.076>the <00:17:02.203>acceptance <00:17:02.330>criteria <00:17:02.458>right <00:17:02.585>here <00:17:02.712>that <00:17:02.840>was

00:17:03.430 --> 00:17:03.440 align:start position:0%
<00:17:03.430>acceptance <00:17:03.431>criteria <00:17:03.433>right <00:17:03.435>here <00:17:03.437>that <00:17:03.439>was

00:17:03.440 --> 00:17:06.710 align:start position:0%
<00:17:03.440>acceptance <00:17:03.533>criteria <00:17:03.626>right <00:17:03.720>here <00:17:03.813>that <00:17:03.906>was <00:17:04.000>used <00:17:04.093>in <00:17:04.186>order <00:17:04.280>to <00:17:04.373>uh <00:17:04.466>check <00:17:04.560>if <00:17:04.653>the <00:17:04.746>the <00:17:04.840>the

00:17:06.710 --> 00:17:06.720 align:start position:0%
<00:17:06.710>used <00:17:06.711>in <00:17:06.712>order <00:17:06.713>to <00:17:06.714>uh <00:17:06.715>check <00:17:06.716>if <00:17:06.717>the <00:17:06.718>the <00:17:06.719>the

00:17:06.720 --> 00:17:09.189 align:start position:0%
<00:17:06.720>used <00:17:06.797>in <00:17:06.875>order <00:17:06.953>to <00:17:07.031>uh <00:17:07.108>check <00:17:07.186>if <00:17:07.264>the <00:17:07.342>the <00:17:07.420>the <00:17:07.497>version <00:17:07.575>was <00:17:07.653>good <00:17:07.731>or <00:17:07.808>not. <00:17:07.886>And <00:17:07.964>if <00:17:08.042>it <00:17:08.120>was

00:17:09.189 --> 00:17:09.199 align:start position:0%
<00:17:09.189>version <00:17:09.190>was <00:17:09.191>good <00:17:09.192>or <00:17:09.193>not. <00:17:09.194>And <00:17:09.195>if <00:17:09.196>it <00:17:09.198>was

00:17:09.199 --> 00:17:11.270 align:start position:0%
<00:17:09.199>version <00:17:09.292>was <00:17:09.385>good <00:17:09.479>or <00:17:09.572>not. <00:17:09.665>And <00:17:09.759>if <00:17:09.852>it <00:17:09.945>was <00:17:10.039>not <00:17:10.132>good <00:17:10.225>actually <00:17:10.319>was <00:17:10.412>really <00:17:10.505>good <00:17:10.599>with

00:17:11.270 --> 00:17:11.280 align:start position:0%
<00:17:11.270>not <00:17:11.271>good <00:17:11.272>actually <00:17:11.274>was <00:17:11.276>really <00:17:11.277>good <00:17:11.279>with

00:17:11.280 --> 00:17:13.909 align:start position:0%
<00:17:11.280>not <00:17:11.373>good <00:17:11.466>actually <00:17:11.560>was <00:17:11.653>really <00:17:11.746>good <00:17:11.839>with <00:17:11.933>my <00:17:12.026>Astro. <00:17:12.119>If <00:17:12.213>it <00:17:12.306>fails, <00:17:12.399>it <00:17:12.493>gives <00:17:12.586>you <00:17:12.680>a

00:17:13.909 --> 00:17:13.919 align:start position:0%
<00:17:13.909>my <00:17:13.910>Astro. <00:17:13.911>If <00:17:13.912>it <00:17:13.913>fails, <00:17:13.914>it <00:17:13.915>gives <00:17:13.916>you <00:17:13.918>a

00:17:13.919 --> 00:17:15.990 align:start position:0%
<00:17:13.919>my <00:17:14.026>Astro. <00:17:14.134>If <00:17:14.242>it <00:17:14.349>fails, <00:17:14.457>it <00:17:14.565>gives <00:17:14.672>you <00:17:14.780>a <00:17:14.888>detailed <00:17:14.995>report <00:17:15.103>with <00:17:15.211>everything <00:17:15.319>that

00:17:15.990 --> 00:17:16.000 align:start position:0%
<00:17:15.990>detailed <00:17:15.992>report <00:17:15.994>with <00:17:15.996>everything <00:17:15.999>that

00:17:16.000 --> 00:17:17.590 align:start position:0%
<00:17:16.000>detailed <00:17:16.116>report <00:17:16.233>with <00:17:16.349>everything <00:17:16.466>that <00:17:16.583>fails. <00:17:16.700>So <00:17:16.816>I <00:17:16.933>give <00:17:17.050>this <00:17:17.166>back <00:17:17.283>to <00:17:17.400>the

00:17:17.590 --> 00:17:17.600 align:start position:0%
<00:17:17.589>fails. <00:17:17.591>So <00:17:17.592>I <00:17:17.593>give <00:17:17.595>this <00:17:17.596>back <00:17:17.597>to <00:17:17.598>the

00:17:17.600 --> 00:17:19.270 align:start position:0%
<00:17:17.599>fails. <00:17:17.707>So <00:17:17.815>I <00:17:17.923>give <00:17:18.030>this <00:17:18.138>back <00:17:18.246>to <00:17:18.353>the <00:17:18.461>system. <00:17:18.569>It <00:17:18.676>builds <00:17:18.784>another <00:17:18.892>version <00:17:19.000>and

00:17:19.270 --> 00:17:19.280 align:start position:0%
<00:17:19.270>system. <00:17:19.271>It <00:17:19.273>builds <00:17:19.275>another <00:17:19.277>version <00:17:19.279>and

00:17:19.280 --> 00:17:21.350 align:start position:0%
<00:17:19.280>system. <00:17:19.379>It <00:17:19.480>builds <00:17:19.579>another <00:17:19.680>version <00:17:19.780>and <00:17:19.879>then <00:17:19.980>I <00:17:20.079>just <00:17:20.180>uh <00:17:20.280>stay <00:17:20.379>here <00:17:20.480>on <00:17:20.579>this <00:17:20.680>loop

00:17:21.350 --> 00:17:21.360 align:start position:0%
<00:17:21.349>then <00:17:21.351>I <00:17:21.352>just <00:17:21.353>uh <00:17:21.354>stay <00:17:21.355>here <00:17:21.356>on <00:17:21.357>this <00:17:21.358>loop

00:17:21.360 --> 00:17:23.429 align:start position:0%
<00:17:21.359>then <00:17:21.447>I <00:17:21.534>just <00:17:21.622>uh <00:17:21.709>stay <00:17:21.797>here <00:17:21.885>on <00:17:21.972>this <00:17:22.060>loop <00:17:22.147>until <00:17:22.234>I <00:17:22.322>have <00:17:22.409>a <00:17:22.497>good <00:17:22.584>version. <00:17:22.672>The <00:17:22.760>build

00:17:23.429 --> 00:17:23.439 align:start position:0%
<00:17:23.429>until <00:17:23.430>I <00:17:23.431>have <00:17:23.432>a <00:17:23.434>good <00:17:23.435>version. <00:17:23.436>The <00:17:23.438>build

00:17:23.439 --> 00:17:25.750 align:start position:0%
<00:17:23.439>until <00:17:23.532>I <00:17:23.625>have <00:17:23.719>a <00:17:23.812>good <00:17:23.905>version. <00:17:23.999>The <00:17:24.092>build <00:17:24.185>completes <00:17:24.279>and <00:17:24.372>then <00:17:24.465>I <00:17:24.559>have <00:17:24.652>the <00:17:24.745>output. <00:17:24.839>I

00:17:25.750 --> 00:17:25.760 align:start position:0%
<00:17:25.750>completes <00:17:25.751>and <00:17:25.752>then <00:17:25.753>I <00:17:25.755>have <00:17:25.756>the <00:17:25.757>output. <00:17:25.759>I

00:17:25.760 --> 00:17:28.230 align:start position:0%
<00:17:25.760>completes <00:17:25.853>and <00:17:25.946>then <00:17:26.040>I <00:17:26.133>have <00:17:26.226>the <00:17:26.319>output. <00:17:26.413>I <00:17:26.506>have <00:17:26.599>the <00:17:26.693>final <00:17:26.786>version <00:17:26.879>and <00:17:26.973>I <00:17:27.066>calculate <00:17:27.160>a

00:17:28.230 --> 00:17:28.240 align:start position:0%
<00:17:28.230>have <00:17:28.231>the <00:17:28.232>final <00:17:28.233>version <00:17:28.235>and <00:17:28.236>I <00:17:28.237>calculate <00:17:28.239>a

00:17:28.240 --> 00:17:30.230 align:start position:0%
<00:17:28.240>have <00:17:28.333>the <00:17:28.426>final <00:17:28.520>version <00:17:28.613>and <00:17:28.706>I <00:17:28.800>calculate <00:17:28.893>a <00:17:28.986>lot <00:17:29.080>of <00:17:29.173>metrics, <00:17:29.266>a <00:17:29.360>lot <00:17:29.453>of <00:17:29.546>static <00:17:29.640>things

00:17:30.230 --> 00:17:30.240 align:start position:0%
<00:17:30.230>lot <00:17:30.231>of <00:17:30.232>metrics, <00:17:30.233>a <00:17:30.235>lot <00:17:30.236>of <00:17:30.237>static <00:17:30.239>things

00:17:30.240 --> 00:17:34.390 align:start position:0%
<00:17:30.240>lot <00:17:30.327>of <00:17:30.415>metrics, <00:17:30.502>a <00:17:30.590>lot <00:17:30.677>of <00:17:30.765>static <00:17:30.852>things <00:17:30.940>just <00:17:31.027>like <00:17:31.115>uh <00:17:31.202>the <00:17:31.290>APK <00:17:31.377>size <00:17:31.465>uh <00:17:31.552>lint <00:17:31.640>errors

00:17:34.390 --> 00:17:34.400 align:start position:0%
<00:17:34.390>just <00:17:34.391>like <00:17:34.392>uh <00:17:34.393>the <00:17:34.394>APK <00:17:34.395>size <00:17:34.396>uh <00:17:34.397>lint <00:17:34.399>errors

00:17:34.400 --> 00:17:38.150 align:start position:0%
<00:17:34.400>just <00:17:34.507>like <00:17:34.615>uh <00:17:34.723>the <00:17:34.830>APK <00:17:34.938>size <00:17:35.046>uh <00:17:35.153>lint <00:17:35.261>errors <00:17:35.369>uh <00:17:35.476>coverage <00:17:35.584>and <00:17:35.692>so <00:17:35.800>on.

00:17:38.150 --> 00:17:38.160 align:start position:0%
<00:17:38.150>uh <00:17:38.152>coverage <00:17:38.154>and <00:17:38.156>so <00:17:38.159>on.

00:17:38.160 --> 00:17:39.909 align:start position:0%
<00:17:38.160>uh <00:17:38.287>coverage <00:17:38.414>and <00:17:38.541>so <00:17:38.669>on. <00:17:38.796>So <00:17:38.923>there <00:17:39.050>are <00:17:39.178>three <00:17:39.305>feedback <00:17:39.432>loops <00:17:39.560>here

00:17:39.909 --> 00:17:39.919 align:start position:0%
<00:17:39.909>So <00:17:39.910>there <00:17:39.912>are <00:17:39.913>three <00:17:39.915>feedback <00:17:39.916>loops <00:17:39.918>here

00:17:39.919 --> 00:17:42.310 align:start position:0%
<00:17:39.919>So <00:17:40.012>there <00:17:40.105>are <00:17:40.199>three <00:17:40.292>feedback <00:17:40.385>loops <00:17:40.479>here <00:17:40.572>on <00:17:40.665>my <00:17:40.759>system. <00:17:40.852>The <00:17:40.945>one <00:17:41.039>with <00:17:41.132>the <00:17:41.225>spec <00:17:41.319>kit

00:17:42.310 --> 00:17:42.320 align:start position:0%
<00:17:42.310>on <00:17:42.311>my <00:17:42.312>system. <00:17:42.313>The <00:17:42.314>one <00:17:42.315>with <00:17:42.316>the <00:17:42.317>spec <00:17:42.319>kit

00:17:42.320 --> 00:17:44.390 align:start position:0%
<00:17:42.320>on <00:17:42.419>my <00:17:42.520>system. <00:17:42.620>The <00:17:42.720>one <00:17:42.820>with <00:17:42.919>the <00:17:43.020>spec <00:17:43.120>kit <00:17:43.220>inside <00:17:43.320>spec <00:17:43.419>kit. <00:17:43.520>Specit <00:17:43.620>basically <00:17:43.720>how

00:17:44.390 --> 00:17:44.400 align:start position:0%
<00:17:44.390>inside <00:17:44.391>spec <00:17:44.393>kit. <00:17:44.395>Specit <00:17:44.397>basically <00:17:44.399>how

00:17:44.400 --> 00:17:47.029 align:start position:0%
<00:17:44.400>inside <00:17:44.507>spec <00:17:44.615>kit. <00:17:44.723>Specit <00:17:44.830>basically <00:17:44.938>how <00:17:45.046>does <00:17:45.153>it <00:17:45.261>work? <00:17:45.369>it <00:17:45.476>goes <00:17:45.584>through <00:17:45.692>the <00:17:45.800>the

00:17:47.029 --> 00:17:47.039 align:start position:0%
<00:17:47.029>does <00:17:47.030>it <00:17:47.031>work? <00:17:47.032>it <00:17:47.034>goes <00:17:47.035>through <00:17:47.036>the <00:17:47.038>the

00:17:47.039 --> 00:17:50.150 align:start position:0%
<00:17:47.039>does <00:17:47.146>it <00:17:47.254>work? <00:17:47.362>it <00:17:47.469>goes <00:17:47.577>through <00:17:47.685>the <00:17:47.792>the <00:17:47.900>flow <00:17:48.008>and <00:17:48.115>has <00:17:48.223>markdown <00:17:48.331>files <00:17:48.439>basically.

00:17:50.150 --> 00:17:50.160 align:start position:0%
<00:17:50.150>flow <00:17:50.151>and <00:17:50.153>has <00:17:50.155>markdown <00:17:50.157>files <00:17:50.159>basically.

00:17:50.160 --> 00:17:52.230 align:start position:0%
<00:17:50.160>flow <00:17:50.276>and <00:17:50.393>has <00:17:50.510>markdown <00:17:50.626>files <00:17:50.743>basically. <00:17:50.860>So <00:17:50.976>the <00:17:51.093>nature <00:17:51.210>of <00:17:51.326>spec <00:17:51.443>kit <00:17:51.560>is

00:17:52.230 --> 00:17:52.240 align:start position:0%
<00:17:52.230>So <00:17:52.231>the <00:17:52.233>nature <00:17:52.234>of <00:17:52.236>spec <00:17:52.237>kit <00:17:52.239>is

00:17:52.240 --> 00:17:53.909 align:start position:0%
<00:17:52.240>So <00:17:52.440>the <00:17:52.640>nature <00:17:52.840>of <00:17:53.040>spec <00:17:53.240>kit <00:17:53.440>is <00:17:53.640>probabilistic.

00:17:53.909 --> 00:17:53.919 align:start position:0%
probabilistic.

00:17:53.919 --> 00:17:58.230 align:start position:0%
<00:17:53.919>probabilistic. <00:17:54.094>Uh <00:17:54.269>the <00:17:54.444>agent <00:17:54.619>can <00:17:54.794>um <00:17:54.969>follow <00:17:55.144>the <00:17:55.319>rules

00:17:58.230 --> 00:17:58.240 align:start position:0%
<00:17:58.230>Uh <00:17:58.231>the <00:17:58.232>agent <00:17:58.233>can <00:17:58.235>um <00:17:58.236>follow <00:17:58.237>the <00:17:58.239>rules

00:17:58.240 --> 00:18:00.070 align:start position:0%
<00:17:58.240>Uh <00:17:58.356>the <00:17:58.473>agent <00:17:58.590>can <00:17:58.706>um <00:17:58.823>follow <00:17:58.940>the <00:17:59.056>rules <00:17:59.173>follow <00:17:59.290>the <00:17:59.406>instruction <00:17:59.523>instructions <00:17:59.640>that

00:18:00.070 --> 00:18:00.080 align:start position:0%
<00:18:00.070>follow <00:18:00.072>the <00:18:00.074>instruction <00:18:00.076>instructions <00:18:00.079>that

00:18:00.080 --> 00:18:02.950 align:start position:0%
<00:18:00.080>follow <00:18:00.196>the <00:18:00.313>instruction <00:18:00.429>instructions <00:18:00.546>that <00:18:00.663>are <00:18:00.780>in <00:18:00.896>the <00:18:01.013>markdown <00:18:01.129>files <00:18:01.246>or <00:18:01.363>not <00:18:01.480>because

00:18:02.950 --> 00:18:02.960 align:start position:0%
<00:18:02.950>are <00:18:02.951>in <00:18:02.952>the <00:18:02.953>markdown <00:18:02.955>files <00:18:02.956>or <00:18:02.957>not <00:18:02.959>because

00:18:02.960 --> 00:18:04.870 align:start position:0%
<00:18:02.960>are <00:18:03.060>in <00:18:03.160>the <00:18:03.260>markdown <00:18:03.360>files <00:18:03.460>or <00:18:03.560>not <00:18:03.660>because <00:18:03.760>it's <00:18:03.860>a <00:18:03.960>markdown <00:18:04.060>file. <00:18:04.160>Uh <00:18:04.260>it's <00:18:04.360>not

00:18:04.870 --> 00:18:04.880 align:start position:0%
<00:18:04.870>it's <00:18:04.871>a <00:18:04.873>markdown <00:18:04.874>file. <00:18:04.876>Uh <00:18:04.877>it's <00:18:04.879>not

00:18:04.880 --> 00:18:07.430 align:start position:0%
<00:18:04.880>it's <00:18:05.007>a <00:18:05.134>markdown <00:18:05.261>file. <00:18:05.389>Uh <00:18:05.516>it's <00:18:05.643>not <00:18:05.770>deterministic <00:18:05.898>it's <00:18:06.025>probabilistic. <00:18:06.152>So <00:18:06.280>my

00:18:07.430 --> 00:18:07.440 align:start position:0%
<00:18:07.430>deterministic <00:18:07.432>it's <00:18:07.434>probabilistic. <00:18:07.436>So <00:18:07.439>my

00:18:07.440 --> 00:18:09.430 align:start position:0%
<00:18:07.440>deterministic <00:18:07.580>it's <00:18:07.720>probabilistic. <00:18:07.860>So <00:18:08.000>my <00:18:08.140>Estro <00:18:08.280>really <00:18:08.420>completes <00:18:08.560>this <00:18:08.700>flow <00:18:08.840>because

00:18:09.430 --> 00:18:09.440 align:start position:0%
<00:18:09.430>Estro <00:18:09.431>really <00:18:09.433>completes <00:18:09.435>this <00:18:09.437>flow <00:18:09.439>because

00:18:09.440 --> 00:18:12.310 align:start position:0%
<00:18:09.440>Estro <00:18:09.547>really <00:18:09.655>completes <00:18:09.763>this <00:18:09.870>flow <00:18:09.978>because <00:18:10.086>my <00:18:10.193>Estro <00:18:10.301>itself <00:18:10.409>with <00:18:10.516>the <00:18:10.624>um <00:18:10.732>testing <00:18:10.840>the

00:18:12.310 --> 00:18:12.320 align:start position:0%
<00:18:12.310>my <00:18:12.311>Estro <00:18:12.312>itself <00:18:12.313>with <00:18:12.315>the <00:18:12.316>um <00:18:12.317>testing <00:18:12.319>the

00:18:12.320 --> 00:18:15.029 align:start position:0%
<00:18:12.320>my <00:18:12.436>Estro <00:18:12.553>itself <00:18:12.669>with <00:18:12.786>the <00:18:12.903>um <00:18:13.020>testing <00:18:13.136>the <00:18:13.253>acceptance <00:18:13.370>criteria <00:18:13.486>it <00:18:13.603>is <00:18:13.720>deterministic

00:18:15.029 --> 00:18:15.039 align:start position:0%
<00:18:15.029>acceptance <00:18:15.031>criteria <00:18:15.033>it <00:18:15.035>is <00:18:15.038>deterministic

00:18:15.039 --> 00:18:16.630 align:start position:0%
<00:18:15.039>acceptance <00:18:15.155>criteria <00:18:15.272>it <00:18:15.389>is <00:18:15.505>deterministic <00:18:15.622>and <00:18:15.739>then <00:18:15.855>all <00:18:15.972>around <00:18:16.089>it <00:18:16.205>I <00:18:16.322>have <00:18:16.439>the

00:18:16.630 --> 00:18:16.640 align:start position:0%
<00:18:16.630>and <00:18:16.631>then <00:18:16.632>all <00:18:16.633>around <00:18:16.635>it <00:18:16.636>I <00:18:16.637>have <00:18:16.639>the

00:18:16.640 --> 00:18:18.470 align:start position:0%
<00:18:16.640>and <00:18:16.727>then <00:18:16.815>all <00:18:16.902>around <00:18:16.990>it <00:18:17.077>I <00:18:17.165>have <00:18:17.252>the <00:18:17.340>harness <00:18:17.427>with <00:18:17.515>a <00:18:17.602>lot <00:18:17.690>of <00:18:17.777>scripts <00:18:17.865>a <00:18:17.952>lot <00:18:18.040>of

00:18:18.470 --> 00:18:18.480 align:start position:0%
<00:18:18.470>harness <00:18:18.471>with <00:18:18.472>a <00:18:18.473>lot <00:18:18.474>of <00:18:18.475>scripts <00:18:18.476>a <00:18:18.477>lot <00:18:18.479>of

00:18:18.480 --> 00:18:21.669 align:start position:0%
<00:18:18.480>harness <00:18:18.587>with <00:18:18.695>a <00:18:18.803>lot <00:18:18.910>of <00:18:19.018>scripts <00:18:19.126>a <00:18:19.233>lot <00:18:19.341>of <00:18:19.449>things <00:18:19.556>to <00:18:19.664>hook <00:18:19.772>everything <00:18:19.880>together.

00:18:21.669 --> 00:18:21.679 align:start position:0%
<00:18:21.669>things <00:18:21.671>to <00:18:21.673>hook <00:18:21.675>everything <00:18:21.678>together.

00:18:21.679 --> 00:18:24.630 align:start position:0%
<00:18:21.679>things <00:18:21.786>to <00:18:21.894>hook <00:18:22.002>everything <00:18:22.109>together. <00:18:22.217>So <00:18:22.325>five <00:18:22.432>day <00:18:22.540>five <00:18:22.648>days <00:18:22.755>later <00:18:22.863>I <00:18:22.971>have <00:18:23.079>36

00:18:24.630 --> 00:18:24.640 align:start position:0%
<00:18:24.630>So <00:18:24.631>five <00:18:24.632>day <00:18:24.633>five <00:18:24.634>days <00:18:24.635>later <00:18:24.636>I <00:18:24.637>have <00:18:24.639>36

00:18:24.640 --> 00:18:27.029 align:start position:0%
<00:18:24.640>So <00:18:24.733>five <00:18:24.826>day <00:18:24.920>five <00:18:25.013>days <00:18:25.106>later <00:18:25.200>I <00:18:25.293>have <00:18:25.386>36 <00:18:25.480>versions. <00:18:25.573>So <00:18:25.666>this <00:18:25.760>is <00:18:25.853>pretty <00:18:25.946>cool. <00:18:26.040>And

00:18:27.029 --> 00:18:27.039 align:start position:0%
<00:18:27.029>versions. <00:18:27.030>So <00:18:27.032>this <00:18:27.033>is <00:18:27.035>pretty <00:18:27.036>cool. <00:18:27.038>And

00:18:27.039 --> 00:18:29.190 align:start position:0%
<00:18:27.039>versions. <00:18:27.146>So <00:18:27.254>this <00:18:27.362>is <00:18:27.469>pretty <00:18:27.577>cool. <00:18:27.685>And <00:18:27.792>then <00:18:27.900>uh <00:18:28.008>I <00:18:28.115>had <00:18:28.223>another <00:18:28.331>layer <00:18:28.439>of

00:18:29.190 --> 00:18:29.200 align:start position:0%
<00:18:29.190>then <00:18:29.191>uh <00:18:29.193>I <00:18:29.194>had <00:18:29.196>another <00:18:29.197>layer <00:18:29.199>of

00:18:29.200 --> 00:18:31.430 align:start position:0%
<00:18:29.200>then <00:18:29.316>uh <00:18:29.433>I <00:18:29.550>had <00:18:29.666>another <00:18:29.783>layer <00:18:29.900>of <00:18:30.016>validation <00:18:30.133>another <00:18:30.250>layer <00:18:30.366>of <00:18:30.483>matrix <00:18:30.600>which

00:18:31.430 --> 00:18:31.440 align:start position:0%
<00:18:31.430>validation <00:18:31.431>another <00:18:31.433>layer <00:18:31.435>of <00:18:31.437>matrix <00:18:31.439>which

00:18:31.440 --> 00:18:36.070 align:start position:0%
<00:18:31.440>validation <00:18:31.533>another <00:18:31.626>layer <00:18:31.720>of <00:18:31.813>matrix <00:18:31.906>which <00:18:32.000>is <00:18:32.093>uh <00:18:32.186>the <00:18:32.280>method <00:18:32.373>llm <00:18:32.466>as <00:18:32.560>judge. <00:18:32.653>So <00:18:32.746>here <00:18:32.840>I

00:18:36.070 --> 00:18:36.080 align:start position:0%
<00:18:36.070>is <00:18:36.071>uh <00:18:36.072>the <00:18:36.072>method <00:18:36.073>llm <00:18:36.074>as <00:18:36.076>judge. <00:18:36.077>So <00:18:36.078>here <00:18:36.079>I

00:18:36.080 --> 00:18:38.950 align:start position:0%
<00:18:36.080>is <00:18:36.167>uh <00:18:36.254>the <00:18:36.342>method <00:18:36.429>llm <00:18:36.517>as <00:18:36.605>judge. <00:18:36.692>So <00:18:36.780>here <00:18:36.867>I <00:18:36.955>really <00:18:37.042>wanted <00:18:37.129>to <00:18:37.217>uh <00:18:37.304>have <00:18:37.392>some <00:18:37.480>stronger

00:18:38.950 --> 00:18:38.960 align:start position:0%
<00:18:38.950>really <00:18:38.951>wanted <00:18:38.953>to <00:18:38.954>uh <00:18:38.956>have <00:18:38.957>some <00:18:38.959>stronger

00:18:38.960 --> 00:18:40.710 align:start position:0%
<00:18:38.960>really <00:18:39.067>wanted <00:18:39.175>to <00:18:39.283>uh <00:18:39.390>have <00:18:39.498>some <00:18:39.606>stronger <00:18:39.713>metrics <00:18:39.821>than <00:18:39.929>I <00:18:40.036>had <00:18:40.144>for <00:18:40.252>the <00:18:40.360>other

00:18:40.710 --> 00:18:40.720 align:start position:0%
<00:18:40.710>metrics <00:18:40.711>than <00:18:40.713>I <00:18:40.714>had <00:18:40.716>for <00:18:40.717>the <00:18:40.719>other

00:18:40.720 --> 00:18:43.750 align:start position:0%
<00:18:40.720>metrics <00:18:40.813>than <00:18:40.906>I <00:18:41.000>had <00:18:41.093>for <00:18:41.186>the <00:18:41.280>other <00:18:41.373>versions. <00:18:41.466>So <00:18:41.560>in <00:18:41.653>as <00:18:41.746>the <00:18:41.840>input <00:18:41.933>I <00:18:42.026>had <00:18:42.120>the

00:18:43.750 --> 00:18:43.760 align:start position:0%
<00:18:43.750>versions. <00:18:43.751>So <00:18:43.752>in <00:18:43.753>as <00:18:43.754>the <00:18:43.755>input <00:18:43.756>I <00:18:43.757>had <00:18:43.759>the

00:18:43.760 --> 00:18:46.470 align:start position:0%
<00:18:43.760>versions. <00:18:43.860>So <00:18:43.960>in <00:18:44.060>as <00:18:44.160>the <00:18:44.260>input <00:18:44.360>I <00:18:44.460>had <00:18:44.560>the <00:18:44.660>36 <00:18:44.760>versions <00:18:44.860>everything <00:18:44.960>all <00:18:45.060>the <00:18:45.160>builds

00:18:46.470 --> 00:18:46.480 align:start position:0%
<00:18:46.470>36 <00:18:46.471>versions <00:18:46.473>everything <00:18:46.475>all <00:18:46.477>the <00:18:46.479>builds

00:18:46.480 --> 00:18:49.029 align:start position:0%
<00:18:46.480>36 <00:18:46.596>versions <00:18:46.713>everything <00:18:46.830>all <00:18:46.946>the <00:18:47.063>builds <00:18:47.180>and <00:18:47.296>then <00:18:47.413>the <00:18:47.530>first <00:18:47.646>step <00:18:47.763>was <00:18:47.880>anonymizing

00:18:49.029 --> 00:18:49.039 align:start position:0%
<00:18:49.029>and <00:18:49.030>then <00:18:49.032>the <00:18:49.033>first <00:18:49.035>step <00:18:49.036>was <00:18:49.038>anonymizing

00:18:49.039 --> 00:18:51.270 align:start position:0%
<00:18:49.039>and <00:18:49.146>then <00:18:49.254>the <00:18:49.362>first <00:18:49.469>step <00:18:49.577>was <00:18:49.685>anonymizing <00:18:49.792>the <00:18:49.900>code <00:18:50.008>because <00:18:50.115>you <00:18:50.223>know <00:18:50.331>sometimes <00:18:50.439>so

00:18:51.270 --> 00:18:51.280 align:start position:0%
<00:18:51.270>the <00:18:51.271>code <00:18:51.273>because <00:18:51.274>you <00:18:51.276>know <00:18:51.277>sometimes <00:18:51.279>so

00:18:51.280 --> 00:18:52.870 align:start position:0%
<00:18:51.280>the <00:18:51.420>code <00:18:51.560>because <00:18:51.700>you <00:18:51.840>know <00:18:51.980>sometimes <00:18:52.120>so <00:18:52.260>basically <00:18:52.399>stripping <00:18:52.540>out <00:18:52.680>everything

00:18:52.870 --> 00:18:52.880 align:start position:0%
<00:18:52.870>basically <00:18:52.873>stripping <00:18:52.876>out <00:18:52.879>everything

00:18:52.880 --> 00:18:55.430 align:start position:0%
<00:18:52.880>basically <00:18:53.055>stripping <00:18:53.230>out <00:18:53.405>everything <00:18:53.580>related <00:18:53.755>to <00:18:53.930>cloud <00:18:54.105>or <00:18:54.280>Gemini.

00:18:55.430 --> 00:18:55.440 align:start position:0%
<00:18:55.430>related <00:18:55.432>to <00:18:55.434>cloud <00:18:55.436>or <00:18:55.439>Gemini.

00:18:55.440 --> 00:18:58.310 align:start position:0%
<00:18:55.440>related <00:18:55.540>to <00:18:55.640>cloud <00:18:55.740>or <00:18:55.840>Gemini. <00:18:55.940>uh <00:18:56.040>so <00:18:56.140>it <00:18:56.240>was <00:18:56.340>not <00:18:56.440>used <00:18:56.540>and <00:18:56.640>then <00:18:56.740>uh <00:18:56.840>there

00:18:58.310 --> 00:18:58.320 align:start position:0%
<00:18:58.310>uh <00:18:58.311>so <00:18:58.312>it <00:18:58.312>was <00:18:58.313>not <00:18:58.315>used <00:18:58.316>and <00:18:58.317>then <00:18:58.318>uh <00:18:58.319>there

00:18:58.320 --> 00:19:00.789 align:start position:0%
<00:18:58.320>uh <00:18:58.413>so <00:18:58.506>it <00:18:58.600>was <00:18:58.693>not <00:18:58.786>used <00:18:58.879>and <00:18:58.973>then <00:18:59.066>uh <00:18:59.159>there <00:18:59.253>is <00:18:59.346>like <00:18:59.439>this <00:18:59.533>tournament <00:18:59.626>this <00:18:59.720>competition

00:19:00.789 --> 00:19:00.799 align:start position:0%
<00:19:00.789>is <00:19:00.790>like <00:19:00.792>this <00:19:00.794>tournament <00:19:00.796>this <00:19:00.798>competition

00:19:00.799 --> 00:19:04.230 align:start position:0%
<00:19:00.799>is <00:19:00.906>like <00:19:01.014>this <00:19:01.122>tournament <00:19:01.229>this <00:19:01.337>competition <00:19:01.445>going <00:19:01.552>on <00:19:01.660>by <00:19:01.768>duels <00:19:01.875>by <00:19:01.983>two <00:19:02.091>versions <00:19:02.199>and

00:19:04.230 --> 00:19:04.240 align:start position:0%
<00:19:04.230>going <00:19:04.231>on <00:19:04.232>by <00:19:04.233>duels <00:19:04.235>by <00:19:04.236>two <00:19:04.237>versions <00:19:04.239>and

00:19:04.240 --> 00:19:07.350 align:start position:0%
<00:19:04.240>going <00:19:04.327>on <00:19:04.415>by <00:19:04.502>duels <00:19:04.590>by <00:19:04.677>two <00:19:04.765>versions <00:19:04.852>and <00:19:04.940>then <00:19:05.027>the <00:19:05.115>golden <00:19:05.202>rule <00:19:05.290>is <00:19:05.377>that <00:19:05.465>so <00:19:05.552>so <00:19:05.640>it

00:19:07.350 --> 00:19:07.360 align:start position:0%
<00:19:07.350>then <00:19:07.351>the <00:19:07.352>golden <00:19:07.353>rule <00:19:07.354>is <00:19:07.355>that <00:19:07.356>so <00:19:07.357>so <00:19:07.359>it

00:19:07.360 --> 00:19:09.430 align:start position:0%
<00:19:07.360>then <00:19:07.453>the <00:19:07.546>golden <00:19:07.639>rule <00:19:07.733>is <00:19:07.826>that <00:19:07.919>so <00:19:08.013>so <00:19:08.106>it <00:19:08.199>was <00:19:08.293>duals <00:19:08.386>it <00:19:08.479>was <00:19:08.573>version <00:19:08.666>A <00:19:08.760>versus

00:19:09.430 --> 00:19:09.440 align:start position:0%
<00:19:09.430>was <00:19:09.431>duals <00:19:09.433>it <00:19:09.434>was <00:19:09.436>version <00:19:09.437>A <00:19:09.439>versus

00:19:09.440 --> 00:19:11.190 align:start position:0%
<00:19:09.440>was <00:19:09.556>duals <00:19:09.673>it <00:19:09.790>was <00:19:09.906>version <00:19:10.023>A <00:19:10.140>versus <00:19:10.256>version <00:19:10.373>B <00:19:10.490>and <00:19:10.606>there <00:19:10.723>are <00:19:10.840>three

00:19:11.190 --> 00:19:11.200 align:start position:0%
<00:19:11.190>version <00:19:11.191>B <00:19:11.193>and <00:19:11.195>there <00:19:11.197>are <00:19:11.199>three

00:19:11.200 --> 00:19:14.310 align:start position:0%
<00:19:11.200>version <00:19:11.316>B <00:19:11.433>and <00:19:11.550>there <00:19:11.666>are <00:19:11.783>three <00:19:11.900>possibilities <00:19:12.016>it <00:19:12.133>was <00:19:12.250>either <00:19:12.366>a <00:19:12.483>built <00:19:12.600>uh

00:19:14.310 --> 00:19:14.320 align:start position:0%
<00:19:14.310>possibilities <00:19:14.311>it <00:19:14.312>was <00:19:14.314>either <00:19:14.316>a <00:19:14.317>built <00:19:14.319>uh

00:19:14.320 --> 00:19:16.390 align:start position:0%
<00:19:14.320>possibilities <00:19:14.447>it <00:19:14.574>was <00:19:14.701>either <00:19:14.829>a <00:19:14.956>built <00:19:15.083>uh <00:19:15.210>Gemini <00:19:15.338>versus <00:19:15.465>Gemini <00:19:15.592>Claude <00:19:15.720>versus

00:19:16.390 --> 00:19:16.400 align:start position:0%
<00:19:16.390>Gemini <00:19:16.392>versus <00:19:16.394>Gemini <00:19:16.396>Claude <00:19:16.399>versus

00:19:16.400 --> 00:19:18.549 align:start position:0%
<00:19:16.400>Gemini <00:19:16.527>versus <00:19:16.654>Gemini <00:19:16.781>Claude <00:19:16.909>versus <00:19:17.036>Claude <00:19:17.163>or <00:19:17.290>Claude <00:19:17.418>versus <00:19:17.545>Gemini. <00:19:17.672>If <00:19:17.800>it

00:19:18.549 --> 00:19:18.559 align:start position:0%
<00:19:18.549>Claude <00:19:18.550>or <00:19:18.552>Claude <00:19:18.553>versus <00:19:18.555>Gemini. <00:19:18.556>If <00:19:18.558>it

00:19:18.559 --> 00:19:20.630 align:start position:0%
<00:19:18.559>Claude <00:19:18.675>or <00:19:18.792>Claude <00:19:18.908>versus <00:19:19.025>Gemini. <00:19:19.142>If <00:19:19.259>it <00:19:19.375>was <00:19:19.492>Gemini <00:19:19.609>versus <00:19:19.725>Gemini, <00:19:19.842>Claude <00:19:19.959>was

00:19:20.630 --> 00:19:20.640 align:start position:0%
<00:19:20.630>was <00:19:20.631>Gemini <00:19:20.633>versus <00:19:20.635>Gemini, <00:19:20.637>Claude <00:19:20.639>was

00:19:20.640 --> 00:19:22.310 align:start position:0%
<00:19:20.640>was <00:19:20.747>Gemini <00:19:20.855>versus <00:19:20.963>Gemini, <00:19:21.070>Claude <00:19:21.178>was <00:19:21.286>going <00:19:21.393>to <00:19:21.501>judge. <00:19:21.609>If <00:19:21.716>it <00:19:21.824>was <00:19:21.932>Claude <00:19:22.040>versus

00:19:22.310 --> 00:19:22.320 align:start position:0%
<00:19:22.310>going <00:19:22.311>to <00:19:22.312>judge. <00:19:22.313>If <00:19:22.315>it <00:19:22.316>was <00:19:22.317>Claude <00:19:22.319>versus

00:19:22.320 --> 00:19:24.070 align:start position:0%
<00:19:22.320>going <00:19:22.413>to <00:19:22.506>judge. <00:19:22.600>If <00:19:22.693>it <00:19:22.786>was <00:19:22.879>Claude <00:19:22.973>versus <00:19:23.066>Claude, <00:19:23.159>it <00:19:23.253>was <00:19:23.346>Gemini <00:19:23.439>that <00:19:23.533>is <00:19:23.626>going <00:19:23.720>to

00:19:24.070 --> 00:19:24.080 align:start position:0%
<00:19:24.070>Claude, <00:19:24.071>it <00:19:24.072>was <00:19:24.073>Gemini <00:19:24.075>that <00:19:24.076>is <00:19:24.077>going <00:19:24.079>to

00:19:24.080 --> 00:19:26.230 align:start position:0%
<00:19:24.080>Claude, <00:19:24.179>it <00:19:24.280>was <00:19:24.379>Gemini <00:19:24.480>that <00:19:24.580>is <00:19:24.679>going <00:19:24.780>to <00:19:24.879>judge. <00:19:24.980>But <00:19:25.080>if <00:19:25.179>it <00:19:25.280>was <00:19:25.379>Claude <00:19:25.480>versus

00:19:26.230 --> 00:19:26.240 align:start position:0%
<00:19:26.230>judge. <00:19:26.231>But <00:19:26.233>if <00:19:26.234>it <00:19:26.236>was <00:19:26.237>Claude <00:19:26.239>versus

00:19:26.240 --> 00:19:28.230 align:start position:0%
<00:19:26.240>judge. <00:19:26.347>But <00:19:26.455>if <00:19:26.563>it <00:19:26.670>was <00:19:26.778>Claude <00:19:26.886>versus <00:19:26.993>Gemini, <00:19:27.101>I <00:19:27.209>couldn't <00:19:27.316>use <00:19:27.424>either <00:19:27.532>Claude <00:19:27.640>or

00:19:28.230 --> 00:19:28.240 align:start position:0%
<00:19:28.230>Gemini, <00:19:28.231>I <00:19:28.233>couldn't <00:19:28.234>use <00:19:28.236>either <00:19:28.237>Claude <00:19:28.239>or

00:19:28.240 --> 00:19:31.110 align:start position:0%
<00:19:28.240>Gemini, <00:19:28.347>I <00:19:28.455>couldn't <00:19:28.563>use <00:19:28.670>either <00:19:28.778>Claude <00:19:28.886>or <00:19:28.993>Gemini. <00:19:29.101>So <00:19:29.209>that <00:19:29.316>that <00:19:29.424>is <00:19:29.532>where <00:19:29.640>I

00:19:31.110 --> 00:19:31.120 align:start position:0%
<00:19:31.110>Gemini. <00:19:31.111>So <00:19:31.112>that <00:19:31.114>that <00:19:31.116>is <00:19:31.117>where <00:19:31.119>I

00:19:31.120 --> 00:19:33.590 align:start position:0%
<00:19:31.120>Gemini. <00:19:31.219>So <00:19:31.320>that <00:19:31.419>that <00:19:31.520>is <00:19:31.620>where <00:19:31.719>I <00:19:31.820>introduced <00:19:31.919>a <00:19:32.020>GPT <00:19:32.120>judge <00:19:32.219>to <00:19:32.320>judge <00:19:32.419>uh <00:19:32.520>this

00:19:33.590 --> 00:19:33.600 align:start position:0%
<00:19:33.590>introduced <00:19:33.591>a <00:19:33.592>GPT <00:19:33.593>judge <00:19:33.595>to <00:19:33.596>judge <00:19:33.597>uh <00:19:33.599>this

00:19:33.600 --> 00:19:36.710 align:start position:0%
<00:19:33.600>introduced <00:19:33.699>a <00:19:33.800>GPT <00:19:33.899>judge <00:19:34.000>to <00:19:34.100>judge <00:19:34.199>uh <00:19:34.300>this <00:19:34.399>case. <00:19:34.500>At <00:19:34.600>the <00:19:34.699>end, <00:19:34.800>I <00:19:34.899>used <00:19:35.000>this

00:19:36.710 --> 00:19:36.720 align:start position:0%
<00:19:36.710>case. <00:19:36.711>At <00:19:36.713>the <00:19:36.714>end, <00:19:36.716>I <00:19:36.717>used <00:19:36.719>this

00:19:36.720 --> 00:19:39.029 align:start position:0%
<00:19:36.720>case. <00:19:36.847>At <00:19:36.974>the <00:19:37.101>end, <00:19:37.229>I <00:19:37.356>used <00:19:37.483>this <00:19:37.610>statistical <00:19:37.738>ranking <00:19:37.865>called <00:19:37.992>Bradley <00:19:38.120>Terry

00:19:39.029 --> 00:19:39.039 align:start position:0%
<00:19:39.029>statistical <00:19:39.031>ranking <00:19:39.033>called <00:19:39.035>Bradley <00:19:39.038>Terry

00:19:39.039 --> 00:19:41.669 align:start position:0%
<00:19:39.039>statistical <00:19:39.155>ranking <00:19:39.272>called <00:19:39.389>Bradley <00:19:39.505>Terry <00:19:39.622>ranking <00:19:39.739>which <00:19:39.855>is <00:19:39.972>similar <00:19:40.089>to <00:19:40.205>L <00:19:40.322>ranking <00:19:40.439>uh

00:19:41.669 --> 00:19:41.679 align:start position:0%
<00:19:41.669>ranking <00:19:41.670>which <00:19:41.671>is <00:19:41.672>similar <00:19:41.674>to <00:19:41.675>L <00:19:41.676>ranking <00:19:41.678>uh

00:19:41.679 --> 00:19:46.310 align:start position:0%
<00:19:41.679>ranking <00:19:41.766>which <00:19:41.854>is <00:19:41.941>similar <00:19:42.029>to <00:19:42.116>L <00:19:42.204>ranking <00:19:42.291>uh <00:19:42.379>done <00:19:42.466>in <00:19:42.554>chess <00:19:42.641>um <00:19:42.729>than <00:19:42.816>than <00:19:42.904>in <00:19:42.991>chess. <00:19:43.079>So

00:19:46.310 --> 00:19:46.320 align:start position:0%
<00:19:46.310>done <00:19:46.311>in <00:19:46.312>chess <00:19:46.313>um <00:19:46.314>than <00:19:46.315>than <00:19:46.316>in <00:19:46.317>chess. <00:19:46.319>So

00:19:46.320 --> 00:19:48.470 align:start position:0%
<00:19:46.320>done <00:19:46.419>in <00:19:46.520>chess <00:19:46.620>um <00:19:46.720>than <00:19:46.820>than <00:19:46.919>in <00:19:47.020>chess. <00:19:47.120>So <00:19:47.220>yes, <00:19:47.320>the <00:19:47.419>golden <00:19:47.520>rule, <00:19:47.620>Claude <00:19:47.720>never

00:19:48.470 --> 00:19:48.480 align:start position:0%
<00:19:48.470>yes, <00:19:48.471>the <00:19:48.473>golden <00:19:48.475>rule, <00:19:48.477>Claude <00:19:48.479>never

00:19:48.480 --> 00:19:50.310 align:start position:0%
<00:19:48.480>yes, <00:19:48.620>the <00:19:48.760>golden <00:19:48.900>rule, <00:19:49.040>Claude <00:19:49.180>never <00:19:49.320>judges <00:19:49.460>Cloud. <00:19:49.600>Gemini <00:19:49.740>never <00:19:49.880>judges

00:19:50.310 --> 00:19:50.320 align:start position:0%
<00:19:50.310>judges <00:19:50.312>Cloud. <00:19:50.314>Gemini <00:19:50.316>never <00:19:50.319>judges

00:19:50.320 --> 00:19:51.990 align:start position:0%
<00:19:50.320>judges <00:19:50.553>Cloud. <00:19:50.786>Gemini <00:19:51.020>never <00:19:51.253>judges <00:19:51.486>Gemini. <00:19:51.720>[snorts]

00:19:51.990 --> 00:19:52.000 align:start position:0%
<00:19:51.990>Gemini. <00:19:51.999>[snorts]

00:19:52.000 --> 00:19:53.669 align:start position:0%
<00:19:52.000>Gemini. <00:19:52.140>[snorts] <00:19:52.280>Okay, <00:19:52.420>so <00:19:52.560>really <00:19:52.700>cool. <00:19:52.840>I <00:19:52.980>had <00:19:53.120>a <00:19:53.260>lot <00:19:53.400>of

00:19:53.669 --> 00:19:53.679 align:start position:0%
<00:19:53.669>Okay, <00:19:53.670>so <00:19:53.671>really <00:19:53.672>cool. <00:19:53.673>I <00:19:53.674>had <00:19:53.675>a <00:19:53.676>lot <00:19:53.678>of

00:19:53.679 --> 00:19:55.750 align:start position:0%
<00:19:53.679>Okay, <00:19:53.766>so <00:19:53.854>really <00:19:53.941>cool. <00:19:54.029>I <00:19:54.116>had <00:19:54.204>a <00:19:54.291>lot <00:19:54.379>of <00:19:54.466>metrics <00:19:54.554>but <00:19:54.641>it <00:19:54.729>was <00:19:54.816>not <00:19:54.904>painless <00:19:54.991>at <00:19:55.079>all.

00:19:55.750 --> 00:19:55.760 align:start position:0%
<00:19:55.750>metrics <00:19:55.751>but <00:19:55.752>it <00:19:55.753>was <00:19:55.755>not <00:19:55.756>painless <00:19:55.757>at <00:19:55.759>all.

00:19:55.760 --> 00:19:58.390 align:start position:0%
<00:19:55.760>metrics <00:19:55.853>but <00:19:55.946>it <00:19:56.040>was <00:19:56.133>not <00:19:56.226>painless <00:19:56.320>at <00:19:56.413>all. <00:19:56.506>Let's <00:19:56.600>see <00:19:56.693>some <00:19:56.786>problems <00:19:56.879>that <00:19:56.973>I <00:19:57.066>had <00:19:57.160>uh

00:19:58.390 --> 00:19:58.400 align:start position:0%
<00:19:58.390>Let's <00:19:58.391>see <00:19:58.392>some <00:19:58.393>problems <00:19:58.395>that <00:19:58.396>I <00:19:58.397>had <00:19:58.399>uh

00:19:58.400 --> 00:20:01.909 align:start position:0%
<00:19:58.400>Let's <00:19:58.500>see <00:19:58.600>some <00:19:58.700>problems <00:19:58.800>that <00:19:58.900>I <00:19:59.000>had <00:19:59.100>uh <00:19:59.200>during <00:19:59.300>the <00:19:59.400>the <00:19:59.500>process. <00:19:59.600>The <00:19:59.700>first <00:19:59.800>one

00:20:01.909 --> 00:20:01.919 align:start position:0%
<00:20:01.909>during <00:20:01.910>the <00:20:01.912>the <00:20:01.913>process. <00:20:01.915>The <00:20:01.916>first <00:20:01.918>one

00:20:01.919 --> 00:20:04.070 align:start position:0%
<00:20:01.919>during <00:20:02.026>the <00:20:02.134>the <00:20:02.242>process. <00:20:02.349>The <00:20:02.457>first <00:20:02.565>one <00:20:02.672>during <00:20:02.780>the <00:20:02.888>spec <00:20:02.995>kit <00:20:03.103>loop <00:20:03.211>so <00:20:03.319>internal

00:20:04.070 --> 00:20:04.080 align:start position:0%
<00:20:04.070>during <00:20:04.071>the <00:20:04.072>spec <00:20:04.074>kit <00:20:04.076>loop <00:20:04.077>so <00:20:04.079>internal

00:20:04.080 --> 00:20:06.390 align:start position:0%
<00:20:04.080>during <00:20:04.187>the <00:20:04.295>spec <00:20:04.403>kit <00:20:04.510>loop <00:20:04.618>so <00:20:04.726>internal <00:20:04.833>loop <00:20:04.941>it <00:20:05.049>was <00:20:05.156>trying <00:20:05.264>to <00:20:05.372>validate <00:20:05.480>uh

00:20:06.390 --> 00:20:06.400 align:start position:0%
<00:20:06.390>loop <00:20:06.391>it <00:20:06.393>was <00:20:06.394>trying <00:20:06.396>to <00:20:06.397>validate <00:20:06.399>uh

00:20:06.400 --> 00:20:08.470 align:start position:0%
<00:20:06.400>loop <00:20:06.516>it <00:20:06.633>was <00:20:06.750>trying <00:20:06.866>to <00:20:06.983>validate <00:20:07.100>uh <00:20:07.216>internal <00:20:07.333>internal <00:20:07.450>things <00:20:07.566>that <00:20:07.683>I <00:20:07.800>didn't

00:20:08.470 --> 00:20:08.480 align:start position:0%
<00:20:08.470>internal <00:20:08.471>internal <00:20:08.473>things <00:20:08.475>that <00:20:08.477>I <00:20:08.479>didn't

00:20:08.480 --> 00:20:13.190 align:start position:0%
<00:20:08.480>internal <00:20:08.587>internal <00:20:08.695>things <00:20:08.803>that <00:20:08.910>I <00:20:09.018>didn't <00:20:09.126>have <00:20:09.233>access <00:20:09.341>to <00:20:09.449>and <00:20:09.556>uh <00:20:09.664>my <00:20:09.772>computer <00:20:09.880>where

00:20:13.190 --> 00:20:13.200 align:start position:0%
<00:20:13.190>have <00:20:13.191>access <00:20:13.192>to <00:20:13.193>and <00:20:13.195>uh <00:20:13.196>my <00:20:13.197>computer <00:20:13.199>where

00:20:13.200 --> 00:20:15.909 align:start position:0%
<00:20:13.200>have <00:20:13.287>access <00:20:13.375>to <00:20:13.462>and <00:20:13.550>uh <00:20:13.637>my <00:20:13.725>computer <00:20:13.812>where <00:20:13.900>the <00:20:13.987>agent <00:20:14.075>was <00:20:14.162>running <00:20:14.250>it <00:20:14.337>had <00:20:14.425>access <00:20:14.512>to <00:20:14.600>a

00:20:15.909 --> 00:20:15.919 align:start position:0%
<00:20:15.909>the <00:20:15.910>agent <00:20:15.911>was <00:20:15.912>running <00:20:15.913>it <00:20:15.914>had <00:20:15.915>access <00:20:15.916>to <00:20:15.918>a

00:20:15.919 --> 00:20:18.230 align:start position:0%
<00:20:15.919>the <00:20:16.012>agent <00:20:16.105>was <00:20:16.199>running <00:20:16.292>it <00:20:16.385>had <00:20:16.479>access <00:20:16.572>to <00:20:16.665>a <00:20:16.759>physical <00:20:16.852>uh <00:20:16.945>device <00:20:17.039>and <00:20:17.132>in <00:20:17.225>order <00:20:17.319>to

00:20:18.230 --> 00:20:18.240 align:start position:0%
<00:20:18.230>physical <00:20:18.231>uh <00:20:18.233>device <00:20:18.234>and <00:20:18.236>in <00:20:18.237>order <00:20:18.239>to

00:20:18.240 --> 00:20:21.990 align:start position:0%
<00:20:18.240>physical <00:20:18.356>uh <00:20:18.473>device <00:20:18.590>and <00:20:18.706>in <00:20:18.823>order <00:20:18.940>to <00:20:19.056>validate <00:20:19.173>stuff <00:20:19.290>it <00:20:19.406>triggered <00:20:19.523>it <00:20:19.640>activated

00:20:21.990 --> 00:20:22.000 align:start position:0%
<00:20:21.990>validate <00:20:21.991>stuff <00:20:21.993>it <00:20:21.995>triggered <00:20:21.997>it <00:20:21.999>activated

00:20:22.000 --> 00:20:24.150 align:start position:0%
<00:20:22.000>validate <00:20:22.127>stuff <00:20:22.254>it <00:20:22.381>triggered <00:20:22.509>it <00:20:22.636>activated <00:20:22.763>talkback. <00:20:22.890>TalkBack <00:20:23.018>is <00:20:23.145>the <00:20:23.272>screen <00:20:23.400>reader

00:20:24.150 --> 00:20:24.160 align:start position:0%
<00:20:24.150>talkback. <00:20:24.151>TalkBack <00:20:24.153>is <00:20:24.155>the <00:20:24.157>screen <00:20:24.159>reader

00:20:24.160 --> 00:20:26.870 align:start position:0%
<00:20:24.160>talkback. <00:20:24.300>TalkBack <00:20:24.440>is <00:20:24.580>the <00:20:24.720>screen <00:20:24.860>reader <00:20:25.000>an <00:20:25.140>accessibility <00:20:25.280>feature <00:20:25.420>on <00:20:25.560>Android.

00:20:26.870 --> 00:20:26.880 align:start position:0%
<00:20:26.870>an <00:20:26.872>accessibility <00:20:26.874>feature <00:20:26.876>on <00:20:26.879>Android.

00:20:26.880 --> 00:20:30.149 align:start position:0%
<00:20:26.880>an <00:20:26.987>accessibility <00:20:27.095>feature <00:20:27.203>on <00:20:27.310>Android. <00:20:27.418>It's <00:20:27.526>fine. <00:20:27.633>But <00:20:27.741>the <00:20:27.849>problem <00:20:27.956>is <00:20:28.064>uh <00:20:28.172>when <00:20:28.280>he

00:20:30.149 --> 00:20:30.159 align:start position:0%
<00:20:30.149>It's <00:20:30.150>fine. <00:20:30.151>But <00:20:30.152>the <00:20:30.153>problem <00:20:30.154>is <00:20:30.155>uh <00:20:30.156>when <00:20:30.158>he

00:20:30.159 --> 00:20:32.310 align:start position:0%
<00:20:30.159>It's <00:20:30.246>fine. <00:20:30.334>But <00:20:30.421>the <00:20:30.509>problem <00:20:30.596>is <00:20:30.684>uh <00:20:30.771>when <00:20:30.859>he <00:20:30.946>hand <00:20:31.034>over <00:20:31.121>handed <00:20:31.209>over <00:20:31.296>the <00:20:31.384>version <00:20:31.471>to <00:20:31.559>my

00:20:32.310 --> 00:20:32.320 align:start position:0%
<00:20:32.310>hand <00:20:32.311>over <00:20:32.312>handed <00:20:32.313>over <00:20:32.315>the <00:20:32.316>version <00:20:32.317>to <00:20:32.319>my

00:20:32.320 --> 00:20:34.630 align:start position:0%
<00:20:32.320>hand <00:20:32.419>over <00:20:32.520>handed <00:20:32.620>over <00:20:32.720>the <00:20:32.820>version <00:20:32.919>to <00:20:33.020>my <00:20:33.120>Estro, <00:20:33.220>it <00:20:33.320>would <00:20:33.419>not <00:20:33.520>work <00:20:33.620>because <00:20:33.720>Myestro

00:20:34.630 --> 00:20:34.640 align:start position:0%
<00:20:34.630>Estro, <00:20:34.631>it <00:20:34.633>would <00:20:34.634>not <00:20:34.636>work <00:20:34.637>because <00:20:34.639>Myestro

00:20:34.640 --> 00:20:37.430 align:start position:0%
<00:20:34.640>Estro, <00:20:34.747>it <00:20:34.855>would <00:20:34.963>not <00:20:35.070>work <00:20:35.178>because <00:20:35.286>Myestro <00:20:35.393>is <00:20:35.501>also <00:20:35.609>relying <00:20:35.716>on <00:20:35.824>um <00:20:35.932>manipulating <00:20:36.040>the

00:20:37.430 --> 00:20:37.440 align:start position:0%
<00:20:37.430>is <00:20:37.431>also <00:20:37.433>relying <00:20:37.434>on <00:20:37.436>um <00:20:37.437>manipulating <00:20:37.439>the

00:20:37.440 --> 00:20:39.029 align:start position:0%
<00:20:37.440>is <00:20:37.567>also <00:20:37.694>relying <00:20:37.821>on <00:20:37.949>um <00:20:38.076>manipulating <00:20:38.203>the <00:20:38.330>screen <00:20:38.458>uh <00:20:38.585>manipulating <00:20:38.712>the <00:20:38.840>screen

00:20:39.029 --> 00:20:39.039 align:start position:0%
<00:20:39.029>screen <00:20:39.031>uh <00:20:39.033>manipulating <00:20:39.035>the <00:20:39.038>screen

00:20:39.039 --> 00:20:41.029 align:start position:0%
<00:20:39.039>screen <00:20:39.179>uh <00:20:39.319>manipulating <00:20:39.459>the <00:20:39.599>screen <00:20:39.739>automatically <00:20:39.879>and <00:20:40.019>it <00:20:40.158>would <00:20:40.299>just <00:20:40.439>not

00:20:41.029 --> 00:20:41.039 align:start position:0%
<00:20:41.029>automatically <00:20:41.030>and <00:20:41.032>it <00:20:41.034>would <00:20:41.036>just <00:20:41.038>not

00:20:41.039 --> 00:20:43.430 align:start position:0%
<00:20:41.039>automatically <00:20:41.139>and <00:20:41.239>it <00:20:41.339>would <00:20:41.439>just <00:20:41.539>not <00:20:41.639>work. <00:20:41.739>So <00:20:41.839>I <00:20:41.939>had <00:20:42.039>to <00:20:42.139>uh <00:20:42.239>basically <00:20:42.339>have <00:20:42.439>a

00:20:43.430 --> 00:20:43.440 align:start position:0%
<00:20:43.430>work. <00:20:43.431>So <00:20:43.432>I <00:20:43.433>had <00:20:43.434>to <00:20:43.435>uh <00:20:43.436>basically <00:20:43.437>have <00:20:43.439>a

00:20:43.440 --> 00:20:47.270 align:start position:0%
<00:20:43.440>work. <00:20:43.533>So <00:20:43.626>I <00:20:43.720>had <00:20:43.813>to <00:20:43.906>uh <00:20:44.000>basically <00:20:44.093>have <00:20:44.186>a <00:20:44.280>watchdog <00:20:44.373>to <00:20:44.466>uh <00:20:44.560>don't <00:20:44.653>activate <00:20:44.746>it. <00:20:44.840>Then

00:20:47.270 --> 00:20:47.280 align:start position:0%
<00:20:47.270>watchdog <00:20:47.271>to <00:20:47.273>uh <00:20:47.274>don't <00:20:47.276>activate <00:20:47.277>it. <00:20:47.279>Then

00:20:47.280 --> 00:20:49.190 align:start position:0%
<00:20:47.280>watchdog <00:20:47.387>to <00:20:47.495>uh <00:20:47.603>don't <00:20:47.710>activate <00:20:47.818>it. <00:20:47.926>Then <00:20:48.033>you <00:20:48.141>know <00:20:48.249>uh <00:20:48.356>I <00:20:48.464>have <00:20:48.572>everything <00:20:48.680>automated.

00:20:49.190 --> 00:20:49.200 align:start position:0%
<00:20:49.190>you <00:20:49.191>know <00:20:49.193>uh <00:20:49.194>I <00:20:49.196>have <00:20:49.197>everything <00:20:49.199>automated.

00:20:49.200 --> 00:20:51.190 align:start position:0%
<00:20:49.200>you <00:20:49.287>know <00:20:49.375>uh <00:20:49.462>I <00:20:49.550>have <00:20:49.637>everything <00:20:49.725>automated. <00:20:49.812>So <00:20:49.900>what <00:20:49.987>I <00:20:50.075>could <00:20:50.162>do <00:20:50.250>is <00:20:50.337>that <00:20:50.425>I <00:20:50.512>launched <00:20:50.600>my

00:20:51.190 --> 00:20:51.200 align:start position:0%
<00:20:51.190>So <00:20:51.191>what <00:20:51.192>I <00:20:51.193>could <00:20:51.194>do <00:20:51.195>is <00:20:51.196>that <00:20:51.197>I <00:20:51.198>launched <00:20:51.199>my

00:20:51.200 --> 00:20:53.669 align:start position:0%
<00:20:51.200>So <00:20:51.273>what <00:20:51.347>I <00:20:51.421>could <00:20:51.494>do <00:20:51.568>is <00:20:51.642>that <00:20:51.715>I <00:20:51.789>launched <00:20:51.863>my <00:20:51.936>script, <00:20:52.010>I <00:20:52.084>went <00:20:52.157>for <00:20:52.231>a <00:20:52.305>walk, <00:20:52.378>I <00:20:52.452>went <00:20:52.526>for <00:20:52.600>a

00:20:53.669 --> 00:20:53.679 align:start position:0%
<00:20:53.669>script, <00:20:53.670>I <00:20:53.671>went <00:20:53.672>for <00:20:53.673>a <00:20:53.674>walk, <00:20:53.675>I <00:20:53.676>went <00:20:53.677>for <00:20:53.678>a

00:20:53.679 --> 00:20:56.470 align:start position:0%
<00:20:53.679>script, <00:20:53.756>I <00:20:53.834>went <00:20:53.912>for <00:20:53.990>a <00:20:54.067>walk, <00:20:54.145>I <00:20:54.223>went <00:20:54.301>for <00:20:54.379>a <00:20:54.456>biking <00:20:54.534>and <00:20:54.612>so <00:20:54.690>on. <00:20:54.767>And <00:20:54.845>uh <00:20:54.923>I <00:20:55.001>leave <00:20:55.079>the

00:20:56.470 --> 00:20:56.480 align:start position:0%
<00:20:56.470>biking <00:20:56.471>and <00:20:56.472>so <00:20:56.473>on. <00:20:56.474>And <00:20:56.475>uh <00:20:56.476>I <00:20:56.477>leave <00:20:56.479>the

00:20:56.480 --> 00:20:58.230 align:start position:0%
<00:20:56.480>biking <00:20:56.567>and <00:20:56.655>so <00:20:56.742>on. <00:20:56.830>And <00:20:56.917>uh <00:20:57.005>I <00:20:57.092>leave <00:20:57.180>the <00:20:57.267>computer <00:20:57.355>working <00:20:57.442>at <00:20:57.530>my <00:20:57.617>desk. <00:20:57.705>And <00:20:57.792>then <00:20:57.880>I

00:20:58.230 --> 00:20:58.240 align:start position:0%
<00:20:58.230>computer <00:20:58.231>working <00:20:58.232>at <00:20:58.233>my <00:20:58.235>desk. <00:20:58.236>And <00:20:58.237>then <00:20:58.239>I

00:20:58.240 --> 00:21:00.870 align:start position:0%
<00:20:58.240>computer <00:20:58.333>working <00:20:58.426>at <00:20:58.520>my <00:20:58.613>desk. <00:20:58.706>And <00:20:58.800>then <00:20:58.893>I <00:20:58.986>come <00:20:59.080>back <00:20:59.173>several <00:20:59.266>hours <00:20:59.360>later <00:20:59.453>and <00:20:59.546>I <00:20:59.640>see

00:21:00.870 --> 00:21:00.880 align:start position:0%
<00:21:00.870>come <00:21:00.871>back <00:21:00.872>several <00:21:00.873>hours <00:21:00.875>later <00:21:00.876>and <00:21:00.877>I <00:21:00.879>see

00:21:00.880 --> 00:21:04.070 align:start position:0%
<00:21:00.880>come <00:21:00.967>back <00:21:01.055>several <00:21:01.142>hours <00:21:01.230>later <00:21:01.317>and <00:21:01.405>I <00:21:01.492>see <00:21:01.580>my <00:21:01.667>screen <00:21:01.755>with <00:21:01.842>uh <00:21:01.930>you <00:21:02.017>know <00:21:02.105>when <00:21:02.192>you <00:21:02.280>try

00:21:04.070 --> 00:21:04.080 align:start position:0%
<00:21:04.070>my <00:21:04.071>screen <00:21:04.072>with <00:21:04.073>uh <00:21:04.074>you <00:21:04.075>know <00:21:04.076>when <00:21:04.077>you <00:21:04.079>try

00:21:04.080 --> 00:21:07.990 align:start position:0%
<00:21:04.080>my <00:21:04.167>screen <00:21:04.254>with <00:21:04.342>uh <00:21:04.429>you <00:21:04.517>know <00:21:04.605>when <00:21:04.692>you <00:21:04.780>try <00:21:04.867>your <00:21:04.955>pin <00:21:05.042>uh <00:21:05.129>wrong <00:21:05.217>uh <00:21:05.304>many <00:21:05.392>times, <00:21:05.480>it

00:21:07.990 --> 00:21:08.000 align:start position:0%
<00:21:07.990>your <00:21:07.991>pin <00:21:07.992>uh <00:21:07.993>wrong <00:21:07.995>uh <00:21:07.996>many <00:21:07.997>times, <00:21:07.999>it

00:21:08.000 --> 00:21:11.590 align:start position:0%
<00:21:08.000>your <00:21:08.093>pin <00:21:08.186>uh <00:21:08.280>wrong <00:21:08.373>uh <00:21:08.466>many <00:21:08.560>times, <00:21:08.653>it <00:21:08.746>locks <00:21:08.840>you <00:21:08.933>out <00:21:09.026>and <00:21:09.120>it <00:21:09.213>increases <00:21:09.306>the <00:21:09.400>time

00:21:11.590 --> 00:21:11.600 align:start position:0%
<00:21:11.590>locks <00:21:11.591>you <00:21:11.592>out <00:21:11.593>and <00:21:11.595>it <00:21:11.596>increases <00:21:11.597>the <00:21:11.599>time

00:21:11.600 --> 00:21:14.390 align:start position:0%
<00:21:11.600>locks <00:21:11.682>you <00:21:11.764>out <00:21:11.847>and <00:21:11.929>it <00:21:12.011>increases <00:21:12.094>the <00:21:12.176>time <00:21:12.258>uh <00:21:12.341>over <00:21:12.423>and <00:21:12.505>over. <00:21:12.588>And <00:21:12.670>I <00:21:12.752>saw <00:21:12.835>n <00:21:12.917>more <00:21:13.000>than

00:21:14.390 --> 00:21:14.400 align:start position:0%
<00:21:14.390>uh <00:21:14.391>over <00:21:14.392>and <00:21:14.393>over. <00:21:14.394>And <00:21:14.395>I <00:21:14.396>saw <00:21:14.397>n <00:21:14.398>more <00:21:14.399>than

00:21:14.400 --> 00:21:17.830 align:start position:0%
<00:21:14.400>uh <00:21:14.482>over <00:21:14.564>and <00:21:14.647>over. <00:21:14.729>And <00:21:14.811>I <00:21:14.894>saw <00:21:14.976>n <00:21:15.058>more <00:21:15.141>than <00:21:15.223>9,000 <00:21:15.305>seconds <00:21:15.388>uh <00:21:15.470>of <00:21:15.552>wait <00:21:15.635>time. <00:21:15.717>So <00:21:15.800>I

00:21:17.830 --> 00:21:17.840 align:start position:0%
<00:21:17.830>9,000 <00:21:17.831>seconds <00:21:17.832>uh <00:21:17.833>of <00:21:17.835>wait <00:21:17.836>time. <00:21:17.837>So <00:21:17.839>I

00:21:17.840 --> 00:21:20.549 align:start position:0%
<00:21:17.840>9,000 <00:21:17.927>seconds <00:21:18.014>uh <00:21:18.102>of <00:21:18.189>wait <00:21:18.277>time. <00:21:18.365>So <00:21:18.452>I <00:21:18.540>could <00:21:18.627>put <00:21:18.715>the <00:21:18.802>pin <00:21:18.889>again <00:21:18.977>and <00:21:19.064>I <00:21:19.152>was <00:21:19.240>like

00:21:20.549 --> 00:21:20.559 align:start position:0%
<00:21:20.549>could <00:21:20.550>put <00:21:20.551>the <00:21:20.552>pin <00:21:20.553>again <00:21:20.554>and <00:21:20.555>I <00:21:20.556>was <00:21:20.558>like

00:21:20.559 --> 00:21:25.270 align:start position:0%
<00:21:20.559>could <00:21:20.641>put <00:21:20.723>the <00:21:20.806>pin <00:21:20.888>again <00:21:20.970>and <00:21:21.053>I <00:21:21.135>was <00:21:21.217>like <00:21:21.300>what? <00:21:21.382>Because <00:21:21.464>the <00:21:21.547>my <00:21:21.629>phone <00:21:21.711>had <00:21:21.794>an <00:21:21.876>op <00:21:21.959>I'm

00:21:25.270 --> 00:21:25.280 align:start position:0%
<00:21:25.270>what? <00:21:25.271>Because <00:21:25.272>the <00:21:25.273>my <00:21:25.274>phone <00:21:25.275>had <00:21:25.276>an <00:21:25.277>op <00:21:25.279>I'm

00:21:25.280 --> 00:21:28.230 align:start position:0%
<00:21:25.280>what? <00:21:25.362>Because <00:21:25.444>the <00:21:25.527>my <00:21:25.609>phone <00:21:25.691>had <00:21:25.774>an <00:21:25.856>op <00:21:25.938>I'm <00:21:26.021>used <00:21:26.103>to <00:21:26.185>testing <00:21:26.268>with <00:21:26.350>phone. <00:21:26.432>So <00:21:26.515>I <00:21:26.597>I <00:21:26.680>put

00:21:28.230 --> 00:21:28.240 align:start position:0%
<00:21:28.230>used <00:21:28.231>to <00:21:28.232>testing <00:21:28.233>with <00:21:28.234>phone. <00:21:28.235>So <00:21:28.236>I <00:21:28.237>I <00:21:28.239>put

00:21:28.240 --> 00:21:30.470 align:start position:0%
<00:21:28.240>used <00:21:28.327>to <00:21:28.415>testing <00:21:28.502>with <00:21:28.590>phone. <00:21:28.677>So <00:21:28.765>I <00:21:28.852>I <00:21:28.940>put <00:21:29.027>the <00:21:29.115>option <00:21:29.202>stay <00:21:29.290>awake <00:21:29.377>so <00:21:29.465>it <00:21:29.552>wouldn't <00:21:29.640>go

00:21:30.470 --> 00:21:30.480 align:start position:0%
<00:21:30.470>the <00:21:30.471>option <00:21:30.472>stay <00:21:30.473>awake <00:21:30.475>so <00:21:30.476>it <00:21:30.477>wouldn't <00:21:30.479>go

00:21:30.480 --> 00:21:33.110 align:start position:0%
<00:21:30.480>the <00:21:30.580>option <00:21:30.680>stay <00:21:30.780>awake <00:21:30.880>so <00:21:30.980>it <00:21:31.080>wouldn't <00:21:31.180>go <00:21:31.280>to <00:21:31.380>sleep. <00:21:31.480>My <00:21:31.580>hypothesis <00:21:31.680>is <00:21:31.780>that <00:21:31.880>the

00:21:33.110 --> 00:21:33.120 align:start position:0%
<00:21:33.110>to <00:21:33.111>sleep. <00:21:33.112>My <00:21:33.114>hypothesis <00:21:33.116>is <00:21:33.117>that <00:21:33.119>the

00:21:33.120 --> 00:21:35.350 align:start position:0%
<00:21:33.120>to <00:21:33.227>sleep. <00:21:33.335>My <00:21:33.443>hypothesis <00:21:33.550>is <00:21:33.658>that <00:21:33.766>the <00:21:33.873>phone <00:21:33.981>got <00:21:34.089>rebooted <00:21:34.196>for <00:21:34.304>some <00:21:34.412>reason <00:21:34.520>and

00:21:35.350 --> 00:21:35.360 align:start position:0%
<00:21:35.350>phone <00:21:35.351>got <00:21:35.352>rebooted <00:21:35.354>for <00:21:35.356>some <00:21:35.357>reason <00:21:35.359>and

00:21:35.360 --> 00:21:37.669 align:start position:0%
<00:21:35.360>phone <00:21:35.453>got <00:21:35.546>rebooted <00:21:35.639>for <00:21:35.733>some <00:21:35.826>reason <00:21:35.919>and <00:21:36.013>then <00:21:36.106>it <00:21:36.199>got <00:21:36.293>on <00:21:36.386>the <00:21:36.479>of <00:21:36.573>course <00:21:36.666>when <00:21:36.760>it

00:21:37.669 --> 00:21:37.679 align:start position:0%
<00:21:37.669>then <00:21:37.670>it <00:21:37.671>got <00:21:37.672>on <00:21:37.673>the <00:21:37.674>of <00:21:37.675>course <00:21:37.676>when <00:21:37.678>it

00:21:37.679 --> 00:21:40.630 align:start position:0%
<00:21:37.679>then <00:21:37.761>it <00:21:37.843>got <00:21:37.926>on <00:21:38.008>the <00:21:38.090>of <00:21:38.173>course <00:21:38.255>when <00:21:38.337>it <00:21:38.420>starts <00:21:38.502>you <00:21:38.584>have <00:21:38.667>to <00:21:38.749>put <00:21:38.831>your <00:21:38.914>pin <00:21:38.996>uh <00:21:39.079>and

00:21:40.630 --> 00:21:40.640 align:start position:0%
<00:21:40.630>starts <00:21:40.631>you <00:21:40.632>have <00:21:40.633>to <00:21:40.634>put <00:21:40.635>your <00:21:40.636>pin <00:21:40.637>uh <00:21:40.639>and

00:21:40.640 --> 00:21:42.310 align:start position:0%
<00:21:40.640>starts <00:21:40.727>you <00:21:40.815>have <00:21:40.902>to <00:21:40.990>put <00:21:41.077>your <00:21:41.165>pin <00:21:41.252>uh <00:21:41.340>and <00:21:41.427>it <00:21:41.515>tried. <00:21:41.602>Of <00:21:41.690>course <00:21:41.777>the <00:21:41.865>agent <00:21:41.952>is <00:21:42.040>going

00:21:42.310 --> 00:21:42.320 align:start position:0%
<00:21:42.310>it <00:21:42.311>tried. <00:21:42.312>Of <00:21:42.313>course <00:21:42.315>the <00:21:42.316>agent <00:21:42.317>is <00:21:42.319>going

00:21:42.320 --> 00:21:44.149 align:start position:0%
<00:21:42.320>it <00:21:42.413>tried. <00:21:42.506>Of <00:21:42.600>course <00:21:42.693>the <00:21:42.786>agent <00:21:42.879>is <00:21:42.973>going <00:21:43.066>to <00:21:43.159>try <00:21:43.253>to <00:21:43.346>figure <00:21:43.439>something <00:21:43.533>out <00:21:43.626>and <00:21:43.720>it's

00:21:44.149 --> 00:21:44.159 align:start position:0%
<00:21:44.149>to <00:21:44.150>try <00:21:44.151>to <00:21:44.152>figure <00:21:44.154>something <00:21:44.155>out <00:21:44.156>and <00:21:44.158>it's

00:21:44.159 --> 00:21:46.710 align:start position:0%
<00:21:44.159>to <00:21:44.259>try <00:21:44.359>to <00:21:44.459>figure <00:21:44.559>something <00:21:44.659>out <00:21:44.759>and <00:21:44.859>it's <00:21:44.959>trying <00:21:45.059>randomly <00:21:45.159>for <00:21:45.259>numbers. <00:21:45.359>So <00:21:45.459>yes. <00:21:45.559>So

00:21:46.710 --> 00:21:46.720 align:start position:0%
<00:21:46.710>trying <00:21:46.711>randomly <00:21:46.713>for <00:21:46.714>numbers. <00:21:46.716>So <00:21:46.717>yes. <00:21:46.719>So

00:21:46.720 --> 00:21:49.669 align:start position:0%
<00:21:46.720>trying <00:21:46.807>randomly <00:21:46.895>for <00:21:46.982>numbers. <00:21:47.070>So <00:21:47.157>yes. <00:21:47.245>So <00:21:47.332>this <00:21:47.420>uh <00:21:47.507>I <00:21:47.595>kind <00:21:47.682>of <00:21:47.770>I <00:21:47.857>I <00:21:47.945>got <00:21:48.032>panicked <00:21:48.120>but

00:21:49.669 --> 00:21:49.679 align:start position:0%
<00:21:49.669>this <00:21:49.670>uh <00:21:49.671>I <00:21:49.672>kind <00:21:49.673>of <00:21:49.674>I <00:21:49.675>I <00:21:49.676>got <00:21:49.677>panicked <00:21:49.678>but

00:21:49.679 --> 00:21:53.029 align:start position:0%
<00:21:49.679>this <00:21:49.756>uh <00:21:49.834>I <00:21:49.912>kind <00:21:49.990>of <00:21:50.067>I <00:21:50.145>I <00:21:50.223>got <00:21:50.301>panicked <00:21:50.379>but <00:21:50.456>you <00:21:50.534>know <00:21:50.612>9 <00:21:50.690>seconds <00:21:50.767>uh <00:21:50.845>9 <00:21:50.923>90 <00:21:51.001>9,000 <00:21:51.079>seconds

00:21:53.029 --> 00:21:53.039 align:start position:0%
<00:21:53.029>you <00:21:53.030>know <00:21:53.031>9 <00:21:53.032>seconds <00:21:53.033>uh <00:21:53.034>9 <00:21:53.035>90 <00:21:53.036>9,000 <00:21:53.038>seconds

00:21:53.039 --> 00:21:55.990 align:start position:0%
<00:21:53.039>you <00:21:53.116>know <00:21:53.194>9 <00:21:53.272>seconds <00:21:53.350>uh <00:21:53.427>9 <00:21:53.505>90 <00:21:53.583>9,000 <00:21:53.661>seconds <00:21:53.739>is <00:21:53.816>more <00:21:53.894>a <00:21:53.972>more <00:21:54.050>or <00:21:54.127>less <00:21:54.205>two <00:21:54.283>hours. <00:21:54.361>So <00:21:54.439>I

00:21:55.990 --> 00:21:56.000 align:start position:0%
<00:21:55.990>is <00:21:55.991>more <00:21:55.992>a <00:21:55.993>more <00:21:55.994>or <00:21:55.995>less <00:21:55.996>two <00:21:55.997>hours. <00:21:55.998>So <00:21:55.999>I

00:21:56.000 --> 00:21:57.669 align:start position:0%
<00:21:56.000>is <00:21:56.127>more <00:21:56.254>a <00:21:56.381>more <00:21:56.509>or <00:21:56.636>less <00:21:56.763>two <00:21:56.890>hours. <00:21:57.018>So <00:21:57.145>I <00:21:57.272>was <00:21:57.400>okay

00:21:57.669 --> 00:21:57.679 align:start position:0%
<00:21:57.669>was <00:21:57.678>okay

00:21:57.679 --> 00:21:59.990 align:start position:0%
<00:21:57.679>was <00:21:57.834>okay <00:21:57.990>since <00:21:58.145>the <00:21:58.301>phone <00:21:58.456>was <00:21:58.612>locked <00:21:58.767>it <00:21:58.923>could <00:21:59.079>not

00:21:59.990 --> 00:22:00.000 align:start position:0%
<00:21:59.990>since <00:21:59.991>the <00:21:59.992>phone <00:21:59.993>was <00:21:59.995>locked <00:21:59.996>it <00:21:59.997>could <00:21:59.999>not

00:22:00.000 --> 00:22:02.070 align:start position:0%
<00:22:00.000>since <00:22:00.107>the <00:22:00.215>phone <00:22:00.323>was <00:22:00.430>locked <00:22:00.538>it <00:22:00.646>could <00:22:00.753>not <00:22:00.861>actually <00:22:00.969>perform <00:22:01.076>the <00:22:01.184>tests. <00:22:01.292>So <00:22:01.400>actually

00:22:02.070 --> 00:22:02.080 align:start position:0%
<00:22:02.070>actually <00:22:02.071>perform <00:22:02.073>the <00:22:02.075>tests. <00:22:02.077>So <00:22:02.079>actually

00:22:02.080 --> 00:22:04.630 align:start position:0%
<00:22:02.080>actually <00:22:02.187>perform <00:22:02.295>the <00:22:02.403>tests. <00:22:02.510>So <00:22:02.618>actually <00:22:02.726>what <00:22:02.833>he <00:22:02.941>did <00:22:03.049>again <00:22:03.156>agents <00:22:03.264>they <00:22:03.372>get <00:22:03.480>they

00:22:04.630 --> 00:22:04.640 align:start position:0%
<00:22:04.630>what <00:22:04.631>he <00:22:04.632>did <00:22:04.633>again <00:22:04.635>agents <00:22:04.636>they <00:22:04.637>get <00:22:04.639>they

00:22:04.640 --> 00:22:06.870 align:start position:0%
<00:22:04.640>what <00:22:04.727>he <00:22:04.815>did <00:22:04.902>again <00:22:04.990>agents <00:22:05.077>they <00:22:05.165>get <00:22:05.252>they <00:22:05.340>can <00:22:05.427>go <00:22:05.515>rogue <00:22:05.602>you <00:22:05.690>know <00:22:05.777>they <00:22:05.865>have <00:22:05.952>uh <00:22:06.040>if

00:22:06.870 --> 00:22:06.880 align:start position:0%
<00:22:06.870>can <00:22:06.871>go <00:22:06.872>rogue <00:22:06.873>you <00:22:06.874>know <00:22:06.875>they <00:22:06.876>have <00:22:06.877>uh <00:22:06.879>if

00:22:06.880 --> 00:22:09.510 align:start position:0%
<00:22:06.880>can <00:22:06.967>go <00:22:07.055>rogue <00:22:07.142>you <00:22:07.230>know <00:22:07.317>they <00:22:07.405>have <00:22:07.492>uh <00:22:07.580>if <00:22:07.667>you <00:22:07.755>don't <00:22:07.842>put <00:22:07.930>uh <00:22:08.017>enough <00:22:08.105>uh <00:22:08.192>guard <00:22:08.280>guard

00:22:09.510 --> 00:22:09.520 align:start position:0%
<00:22:09.510>you <00:22:09.511>don't <00:22:09.512>put <00:22:09.513>uh <00:22:09.515>enough <00:22:09.516>uh <00:22:09.517>guard <00:22:09.519>guard

00:22:09.520 --> 00:22:11.750 align:start position:0%
<00:22:09.520>you <00:22:09.607>don't <00:22:09.695>put <00:22:09.782>uh <00:22:09.870>enough <00:22:09.957>uh <00:22:10.045>guard <00:22:10.132>guard <00:22:10.220>rail. <00:22:10.307>So <00:22:10.395>what <00:22:10.482>it <00:22:10.570>did <00:22:10.657>is <00:22:10.745>that <00:22:10.832>it <00:22:10.920>spawned

00:22:11.750 --> 00:22:11.760 align:start position:0%
<00:22:11.750>rail. <00:22:11.751>So <00:22:11.752>what <00:22:11.753>it <00:22:11.754>did <00:22:11.755>is <00:22:11.756>that <00:22:11.757>it <00:22:11.759>spawned

00:22:11.760 --> 00:22:13.909 align:start position:0%
<00:22:11.760>rail. <00:22:11.847>So <00:22:11.935>what <00:22:12.022>it <00:22:12.110>did <00:22:12.197>is <00:22:12.285>that <00:22:12.372>it <00:22:12.460>spawned <00:22:12.547>an <00:22:12.635>emulator <00:22:12.722>because <00:22:12.810>I <00:22:12.897>said <00:22:12.985>okay <00:22:13.072>I <00:22:13.160>don't

00:22:13.909 --> 00:22:13.919 align:start position:0%
<00:22:13.909>an <00:22:13.910>emulator <00:22:13.911>because <00:22:13.912>I <00:22:13.914>said <00:22:13.915>okay <00:22:13.916>I <00:22:13.918>don't

00:22:13.919 --> 00:22:15.510 align:start position:0%
<00:22:13.919>an <00:22:14.012>emulator <00:22:14.105>because <00:22:14.199>I <00:22:14.292>said <00:22:14.385>okay <00:22:14.479>I <00:22:14.572>don't <00:22:14.665>have <00:22:14.759>access <00:22:14.852>to <00:22:14.945>this <00:22:15.039>device. <00:22:15.132>So <00:22:15.225>oh <00:22:15.319>okay

00:22:15.510 --> 00:22:15.520 align:start position:0%
<00:22:15.510>have <00:22:15.511>access <00:22:15.512>to <00:22:15.513>this <00:22:15.515>device. <00:22:15.516>So <00:22:15.517>oh <00:22:15.519>okay

00:22:15.520 --> 00:22:17.510 align:start position:0%
<00:22:15.520>have <00:22:15.627>access <00:22:15.735>to <00:22:15.843>this <00:22:15.950>device. <00:22:16.058>So <00:22:16.166>oh <00:22:16.273>okay <00:22:16.381>yeah <00:22:16.489>there's <00:22:16.596>an <00:22:16.704>emulator <00:22:16.812>available <00:22:16.920>on

00:22:17.510 --> 00:22:17.520 align:start position:0%
<00:22:17.510>yeah <00:22:17.511>there's <00:22:17.513>an <00:22:17.515>emulator <00:22:17.517>available <00:22:17.519>on

00:22:17.520 --> 00:22:19.029 align:start position:0%
<00:22:17.520>yeah <00:22:17.633>there's <00:22:17.746>an <00:22:17.859>emulator <00:22:17.972>available <00:22:18.085>on <00:22:18.199>this <00:22:18.312>computer. <00:22:18.425>I'll <00:22:18.538>just <00:22:18.651>launch <00:22:18.764>it <00:22:18.878>and

00:22:19.029 --> 00:22:19.039 align:start position:0%
<00:22:19.029>this <00:22:19.030>computer. <00:22:19.032>I'll <00:22:19.033>just <00:22:19.035>launch <00:22:19.036>it <00:22:19.038>and

00:22:19.039 --> 00:22:21.350 align:start position:0%
<00:22:19.039>this <00:22:19.132>computer. <00:22:19.225>I'll <00:22:19.319>just <00:22:19.412>launch <00:22:19.505>it <00:22:19.599>and <00:22:19.692>perform <00:22:19.785>my <00:22:19.879>testes <00:22:19.972>on <00:22:20.065>it. <00:22:20.158>But <00:22:20.252>the <00:22:20.345>app <00:22:20.439>was

00:22:21.350 --> 00:22:21.360 align:start position:0%
<00:22:21.350>perform <00:22:21.351>my <00:22:21.352>testes <00:22:21.353>on <00:22:21.354>it. <00:22:21.355>But <00:22:21.356>the <00:22:21.357>app <00:22:21.359>was

00:22:21.360 --> 00:22:23.830 align:start position:0%
<00:22:21.360>perform <00:22:21.442>my <00:22:21.524>testes <00:22:21.607>on <00:22:21.689>it. <00:22:21.771>But <00:22:21.854>the <00:22:21.936>app <00:22:22.018>was <00:22:22.101>on <00:22:22.183>the <00:22:22.265>phone <00:22:22.348>and <00:22:22.430>basically <00:22:22.512>I <00:22:22.595>had <00:22:22.677>a <00:22:22.760>run

00:22:23.830 --> 00:22:23.840 align:start position:0%
<00:22:23.830>on <00:22:23.831>the <00:22:23.832>phone <00:22:23.833>and <00:22:23.834>basically <00:22:23.835>I <00:22:23.836>had <00:22:23.837>a <00:22:23.839>run

00:22:23.840 --> 00:22:26.710 align:start position:0%
<00:22:23.840>on <00:22:23.933>the <00:22:24.026>phone <00:22:24.120>and <00:22:24.213>basically <00:22:24.306>I <00:22:24.399>had <00:22:24.493>a <00:22:24.586>run <00:22:24.679>that <00:22:24.773>is <00:22:24.866>completely <00:22:24.959>false <00:22:25.053>because <00:22:25.146>uh <00:22:25.240>the

00:22:26.710 --> 00:22:26.720 align:start position:0%
<00:22:26.710>that <00:22:26.711>is <00:22:26.713>completely <00:22:26.714>false <00:22:26.716>because <00:22:26.717>uh <00:22:26.719>the

00:22:26.720 --> 00:22:28.870 align:start position:0%
<00:22:26.720>that <00:22:26.820>is <00:22:26.920>completely <00:22:27.020>false <00:22:27.120>because <00:22:27.220>uh <00:22:27.320>the <00:22:27.420>it <00:22:27.520>was <00:22:27.620>trying <00:22:27.720>to <00:22:27.820>test <00:22:27.920>on <00:22:28.020>an <00:22:28.120>emulator

00:22:28.870 --> 00:22:28.880 align:start position:0%
<00:22:28.870>it <00:22:28.871>was <00:22:28.872>trying <00:22:28.873>to <00:22:28.875>test <00:22:28.876>on <00:22:28.877>an <00:22:28.879>emulator

00:22:28.880 --> 00:22:30.950 align:start position:0%
<00:22:28.880>it <00:22:28.980>was <00:22:29.080>trying <00:22:29.180>to <00:22:29.280>test <00:22:29.380>on <00:22:29.480>an <00:22:29.580>emulator <00:22:29.680>that <00:22:29.780>didn't <00:22:29.880>actually <00:22:29.980>have <00:22:30.080>the <00:22:30.180>app. <00:22:30.280>So

00:22:30.950 --> 00:22:30.960 align:start position:0%
<00:22:30.950>that <00:22:30.951>didn't <00:22:30.953>actually <00:22:30.954>have <00:22:30.956>the <00:22:30.957>app. <00:22:30.959>So

00:22:30.960 --> 00:22:32.789 align:start position:0%
<00:22:30.960>that <00:22:31.160>didn't <00:22:31.360>actually <00:22:31.560>have <00:22:31.760>the <00:22:31.960>app. <00:22:32.160>So <00:22:32.360>yeah

00:22:32.789 --> 00:22:32.799 align:start position:0%
yeah

00:22:32.799 --> 00:22:35.029 align:start position:0%
<00:22:32.799>yeah <00:22:32.974>uh <00:22:33.149>so <00:22:33.324>those <00:22:33.499>were <00:22:33.674>general <00:22:33.849>problems <00:22:34.024>that <00:22:34.199>I

00:22:35.029 --> 00:22:35.039 align:start position:0%
<00:22:35.029>uh <00:22:35.030>so <00:22:35.031>those <00:22:35.032>were <00:22:35.034>general <00:22:35.035>problems <00:22:35.036>that <00:22:35.038>I

00:22:35.039 --> 00:22:37.510 align:start position:0%
<00:22:35.039>uh <00:22:35.132>so <00:22:35.225>those <00:22:35.319>were <00:22:35.412>general <00:22:35.505>problems <00:22:35.599>that <00:22:35.692>I <00:22:35.785>had. <00:22:35.879>I <00:22:35.972>I <00:22:36.065>had <00:22:36.158>also <00:22:36.252>problems <00:22:36.345>related <00:22:36.439>to

00:22:37.510 --> 00:22:37.520 align:start position:0%
<00:22:37.510>had. <00:22:37.511>I <00:22:37.512>I <00:22:37.513>had <00:22:37.515>also <00:22:37.516>problems <00:22:37.517>related <00:22:37.519>to

00:22:37.520 --> 00:22:40.630 align:start position:0%
<00:22:37.520>had. <00:22:37.636>I <00:22:37.753>I <00:22:37.870>had <00:22:37.986>also <00:22:38.103>problems <00:22:38.220>related <00:22:38.336>to <00:22:38.453>the <00:22:38.570>agents <00:22:38.686>themselves. <00:22:38.803>Claude <00:22:38.920>actually

00:22:40.630 --> 00:22:40.640 align:start position:0%
<00:22:40.630>the <00:22:40.632>agents <00:22:40.634>themselves. <00:22:40.636>Claude <00:22:40.639>actually

00:22:40.640 --> 00:22:42.310 align:start position:0%
<00:22:40.640>the <00:22:40.767>agents <00:22:40.894>themselves. <00:22:41.021>Claude <00:22:41.149>actually <00:22:41.276>was <00:22:41.403>really <00:22:41.530>good. <00:22:41.658>I <00:22:41.785>give <00:22:41.912>the <00:22:42.040>instruction

00:22:42.310 --> 00:22:42.320 align:start position:0%
<00:22:42.310>was <00:22:42.311>really <00:22:42.312>good. <00:22:42.314>I <00:22:42.316>give <00:22:42.317>the <00:22:42.319>instruction

00:22:42.320 --> 00:22:43.990 align:start position:0%
<00:22:42.320>was <00:22:42.413>really <00:22:42.506>good. <00:22:42.600>I <00:22:42.693>give <00:22:42.786>the <00:22:42.879>instruction <00:22:42.973>and <00:22:43.066>at <00:22:43.159>the <00:22:43.253>end <00:22:43.346>I <00:22:43.439>have <00:22:43.533>the <00:22:43.626>version <00:22:43.720>and

00:22:43.990 --> 00:22:44.000 align:start position:0%
<00:22:43.990>and <00:22:43.991>at <00:22:43.992>the <00:22:43.993>end <00:22:43.994>I <00:22:43.995>have <00:22:43.996>the <00:22:43.997>version <00:22:43.999>and

00:22:44.000 --> 00:22:46.470 align:start position:0%
<00:22:44.000>and <00:22:44.087>at <00:22:44.175>the <00:22:44.262>end <00:22:44.350>I <00:22:44.437>have <00:22:44.525>the <00:22:44.612>version <00:22:44.700>and <00:22:44.787>all <00:22:44.875>the <00:22:44.962>metrics <00:22:45.050>but <00:22:45.137>when <00:22:45.225>I <00:22:45.312>with <00:22:45.400>uh

00:22:46.470 --> 00:22:46.480 align:start position:0%
<00:22:46.470>all <00:22:46.471>the <00:22:46.472>metrics <00:22:46.473>but <00:22:46.475>when <00:22:46.476>I <00:22:46.477>with <00:22:46.479>uh

00:22:46.480 --> 00:22:48.870 align:start position:0%
<00:22:46.480>all <00:22:46.573>the <00:22:46.666>metrics <00:22:46.760>but <00:22:46.853>when <00:22:46.946>I <00:22:47.040>with <00:22:47.133>uh <00:22:47.226>anti-gravity <00:22:47.320>it <00:22:47.413>was <00:22:47.506>not <00:22:47.600>the <00:22:47.693>same. <00:22:47.786>I <00:22:47.880>was

00:22:48.870 --> 00:22:48.880 align:start position:0%
<00:22:48.870>anti-gravity <00:22:48.871>it <00:22:48.872>was <00:22:48.873>not <00:22:48.875>the <00:22:48.876>same. <00:22:48.877>I <00:22:48.879>was

00:22:48.880 --> 00:22:50.789 align:start position:0%
<00:22:48.880>anti-gravity <00:22:48.967>it <00:22:49.055>was <00:22:49.142>not <00:22:49.230>the <00:22:49.317>same. <00:22:49.405>I <00:22:49.492>was <00:22:49.580>running <00:22:49.667>I <00:22:49.755>didn't <00:22:49.842>say <00:22:49.930>I <00:22:50.017>forgot <00:22:50.105>to <00:22:50.192>say <00:22:50.280>but

00:22:50.789 --> 00:22:50.799 align:start position:0%
<00:22:50.789>running <00:22:50.790>I <00:22:50.791>didn't <00:22:50.792>say <00:22:50.793>I <00:22:50.794>forgot <00:22:50.795>to <00:22:50.796>say <00:22:50.798>but

00:22:50.799 --> 00:22:52.630 align:start position:0%
<00:22:50.799>running <00:22:50.892>I <00:22:50.985>didn't <00:22:51.079>say <00:22:51.172>I <00:22:51.265>forgot <00:22:51.359>to <00:22:51.452>say <00:22:51.545>but <00:22:51.639>in <00:22:51.732>order <00:22:51.825>to <00:22:51.918>automate <00:22:52.012>everything <00:22:52.105>I <00:22:52.199>was

00:22:52.630 --> 00:22:52.640 align:start position:0%
<00:22:52.630>in <00:22:52.631>order <00:22:52.633>to <00:22:52.634>automate <00:22:52.636>everything <00:22:52.637>I <00:22:52.639>was

00:22:52.640 --> 00:22:55.830 align:start position:0%
<00:22:52.640>in <00:22:52.747>order <00:22:52.855>to <00:22:52.963>automate <00:22:53.070>everything <00:22:53.178>I <00:22:53.286>was <00:22:53.393>running <00:22:53.501>them <00:22:53.609>uh <00:22:53.716>on <00:22:53.824>headless <00:22:53.932>mode <00:22:54.040>and

00:22:55.830 --> 00:22:55.840 align:start position:0%
<00:22:55.830>running <00:22:55.831>them <00:22:55.832>uh <00:22:55.834>on <00:22:55.836>headless <00:22:55.837>mode <00:22:55.839>and

00:22:55.840 --> 00:22:58.310 align:start position:0%
<00:22:55.840>running <00:22:55.956>them <00:22:56.073>uh <00:22:56.189>on <00:22:56.306>headless <00:22:56.423>mode <00:22:56.540>and <00:22:56.656>anti-gravity <00:22:56.773>on <00:22:56.889>headless <00:22:57.006>mode. <00:22:57.123>I <00:22:57.240>still

00:22:58.310 --> 00:22:58.320 align:start position:0%
<00:22:58.310>anti-gravity <00:22:58.311>on <00:22:58.313>headless <00:22:58.315>mode. <00:22:58.317>I <00:22:58.319>still

00:22:58.320 --> 00:23:01.190 align:start position:0%
<00:22:58.320>anti-gravity <00:22:58.447>on <00:22:58.574>headless <00:22:58.701>mode. <00:22:58.829>I <00:22:58.956>still <00:22:59.083>don't <00:22:59.210>know <00:22:59.338>why <00:22:59.465>sometimes <00:22:59.592>the <00:22:59.720>process

00:23:01.190 --> 00:23:01.200 align:start position:0%
<00:23:01.190>don't <00:23:01.191>know <00:23:01.193>why <00:23:01.195>sometimes <00:23:01.197>the <00:23:01.199>process

00:23:01.200 --> 00:23:03.750 align:start position:0%
<00:23:01.200>don't <00:23:01.327>know <00:23:01.454>why <00:23:01.581>sometimes <00:23:01.709>the <00:23:01.836>process <00:23:01.963>just <00:23:02.090>wasn't <00:23:02.218>there <00:23:02.345>anymore. <00:23:02.472>It <00:23:02.600>got

00:23:03.750 --> 00:23:03.760 align:start position:0%
<00:23:03.750>just <00:23:03.751>wasn't <00:23:03.753>there <00:23:03.755>anymore. <00:23:03.757>It <00:23:03.759>got

00:23:03.760 --> 00:23:05.990 align:start position:0%
<00:23:03.760>just <00:23:03.867>wasn't <00:23:03.975>there <00:23:04.083>anymore. <00:23:04.190>It <00:23:04.298>got <00:23:04.406>killed. <00:23:04.513>So <00:23:04.621>I <00:23:04.729>had <00:23:04.836>to <00:23:04.944>put <00:23:05.052>something <00:23:05.160>into

00:23:05.990 --> 00:23:06.000 align:start position:0%
<00:23:05.990>killed. <00:23:05.991>So <00:23:05.992>I <00:23:05.993>had <00:23:05.995>to <00:23:05.996>put <00:23:05.997>something <00:23:05.999>into

00:23:06.000 --> 00:23:08.390 align:start position:0%
<00:23:06.000>killed. <00:23:06.107>So <00:23:06.215>I <00:23:06.323>had <00:23:06.430>to <00:23:06.538>put <00:23:06.646>something <00:23:06.753>into <00:23:06.861>place <00:23:06.969>to <00:23:07.076>actually <00:23:07.184>relaunch <00:23:07.292>the <00:23:07.400>process,

00:23:08.390 --> 00:23:08.400 align:start position:0%
<00:23:08.390>place <00:23:08.391>to <00:23:08.393>actually <00:23:08.395>relaunch <00:23:08.397>the <00:23:08.399>process,

00:23:08.400 --> 00:23:10.390 align:start position:0%
<00:23:08.400>place <00:23:08.527>to <00:23:08.654>actually <00:23:08.781>relaunch <00:23:08.909>the <00:23:09.036>process, <00:23:09.163>resume <00:23:09.290>the <00:23:09.418>conversation <00:23:09.545>that <00:23:09.672>I <00:23:09.800>was

00:23:10.390 --> 00:23:10.400 align:start position:0%
<00:23:10.390>resume <00:23:10.391>the <00:23:10.393>conversation <00:23:10.395>that <00:23:10.397>I <00:23:10.399>was

00:23:10.400 --> 00:23:13.590 align:start position:0%
<00:23:10.400>resume <00:23:10.516>the <00:23:10.633>conversation <00:23:10.750>that <00:23:10.866>I <00:23:10.983>was <00:23:11.100>having <00:23:11.216>just <00:23:11.333>before. <00:23:11.450>So <00:23:11.566>yes, <00:23:11.683>just <00:23:11.800>stuff

00:23:13.590 --> 00:23:13.600 align:start position:0%
<00:23:13.590>having <00:23:13.591>just <00:23:13.592>before. <00:23:13.594>So <00:23:13.596>yes, <00:23:13.597>just <00:23:13.599>stuff

00:23:13.600 --> 00:23:15.350 align:start position:0%
<00:23:13.600>having <00:23:13.687>just <00:23:13.774>before. <00:23:13.862>So <00:23:13.949>yes, <00:23:14.037>just <00:23:14.125>stuff <00:23:14.212>that <00:23:14.300>I <00:23:14.387>I <00:23:14.475>have <00:23:14.562>to <00:23:14.649>do <00:23:14.737>and <00:23:14.824>I <00:23:14.912>still <00:23:15.000>don't

00:23:15.350 --> 00:23:15.360 align:start position:0%
<00:23:15.350>that <00:23:15.351>I <00:23:15.351>I <00:23:15.352>have <00:23:15.353>to <00:23:15.355>do <00:23:15.356>and <00:23:15.357>I <00:23:15.358>still <00:23:15.359>don't

00:23:15.360 --> 00:23:17.270 align:start position:0%
<00:23:15.360>that <00:23:15.447>I <00:23:15.534>I <00:23:15.622>have <00:23:15.709>to <00:23:15.797>do <00:23:15.885>and <00:23:15.972>I <00:23:16.060>still <00:23:16.147>don't <00:23:16.235>know <00:23:16.322>why <00:23:16.409>I <00:23:16.497>have <00:23:16.584>to <00:23:16.672>investigate <00:23:16.760>further

00:23:17.270 --> 00:23:17.280 align:start position:0%
<00:23:17.270>know <00:23:17.271>why <00:23:17.273>I <00:23:17.274>have <00:23:17.276>to <00:23:17.277>investigate <00:23:17.279>further

00:23:17.280 --> 00:23:19.590 align:start position:0%
<00:23:17.280>know <00:23:17.407>why <00:23:17.534>I <00:23:17.661>have <00:23:17.789>to <00:23:17.916>investigate <00:23:18.043>further <00:23:18.170>why <00:23:18.298>anti-gravity <00:23:18.425>it <00:23:18.552>wasn't <00:23:18.680>there

00:23:19.590 --> 00:23:19.600 align:start position:0%
<00:23:19.590>why <00:23:19.592>anti-gravity <00:23:19.594>it <00:23:19.596>wasn't <00:23:19.599>there

00:23:19.600 --> 00:23:21.350 align:start position:0%
<00:23:19.600>why <00:23:19.879>anti-gravity <00:23:20.159>it <00:23:20.439>wasn't <00:23:20.719>there <00:23:21.000>anymore.

00:23:21.350 --> 00:23:21.360 align:start position:0%
anymore.

00:23:21.360 --> 00:23:23.990 align:start position:0%
<00:23:21.360>anymore. <00:23:21.593>Finally, <00:23:21.826>the <00:23:22.060>results. <00:23:22.293>So <00:23:22.526>long <00:23:22.760>story

00:23:23.990 --> 00:23:24.000 align:start position:0%
<00:23:23.990>Finally, <00:23:23.991>the <00:23:23.993>results. <00:23:23.995>So <00:23:23.997>long <00:23:23.999>story

00:23:24.000 --> 00:23:28.549 align:start position:0%
<00:23:24.000>Finally, <00:23:24.127>the <00:23:24.254>results. <00:23:24.381>So <00:23:24.509>long <00:23:24.636>story <00:23:24.763>short, <00:23:24.890>OPUS <00:23:25.018>prints. <00:23:25.145>Is <00:23:25.272>anyone <00:23:25.400>surprised?

00:23:28.549 --> 00:23:28.559 align:start position:0%
<00:23:28.549>short, <00:23:28.550>OPUS <00:23:28.552>prints. <00:23:28.554>Is <00:23:28.556>anyone <00:23:28.558>surprised?

00:23:28.559 --> 00:23:32.710 align:start position:0%
<00:23:28.559>short, <00:23:28.658>OPUS <00:23:28.759>prints. <00:23:28.859>Is <00:23:28.959>anyone <00:23:29.059>surprised? <00:23:29.158>Um <00:23:29.259>so <00:23:29.359>for <00:23:29.459>the <00:23:29.559>criteria <00:23:29.658>uh <00:23:29.759>rates <00:23:29.859>uh <00:23:29.959>it

00:23:32.710 --> 00:23:32.720 align:start position:0%
<00:23:32.710>Um <00:23:32.711>so <00:23:32.712>for <00:23:32.713>the <00:23:32.714>criteria <00:23:32.715>uh <00:23:32.716>rates <00:23:32.717>uh <00:23:32.719>it

00:23:32.720 --> 00:23:35.029 align:start position:0%
<00:23:32.720>Um <00:23:32.807>so <00:23:32.895>for <00:23:32.982>the <00:23:33.070>criteria <00:23:33.157>uh <00:23:33.245>rates <00:23:33.332>uh <00:23:33.420>it <00:23:33.507>was <00:23:33.595>the <00:23:33.682>best. <00:23:33.770>The <00:23:33.857>perfect <00:23:33.945>runs <00:23:34.032>that <00:23:34.120>I

00:23:35.029 --> 00:23:35.039 align:start position:0%
<00:23:35.029>was <00:23:35.030>the <00:23:35.031>best. <00:23:35.032>The <00:23:35.034>perfect <00:23:35.035>runs <00:23:35.036>that <00:23:35.038>I

00:23:35.039 --> 00:23:36.950 align:start position:0%
<00:23:35.039>was <00:23:35.139>the <00:23:35.239>best. <00:23:35.339>The <00:23:35.439>perfect <00:23:35.539>runs <00:23:35.639>that <00:23:35.739>I <00:23:35.839>had <00:23:35.939>in <00:23:36.039>based <00:23:36.139>on <00:23:36.239>the <00:23:36.339>acceptance <00:23:36.439>criteria

00:23:36.950 --> 00:23:36.960 align:start position:0%
<00:23:36.950>had <00:23:36.951>in <00:23:36.953>based <00:23:36.954>on <00:23:36.956>the <00:23:36.957>acceptance <00:23:36.959>criteria

00:23:36.960 --> 00:23:40.070 align:start position:0%
<00:23:36.960>had <00:23:37.067>in <00:23:37.175>based <00:23:37.283>on <00:23:37.390>the <00:23:37.498>acceptance <00:23:37.606>criteria <00:23:37.713>also <00:23:37.821>was <00:23:37.929>the <00:23:38.036>best. <00:23:38.144>The <00:23:38.252>code <00:23:38.360>quality

00:23:40.070 --> 00:23:40.080 align:start position:0%
<00:23:40.070>also <00:23:40.071>was <00:23:40.072>the <00:23:40.074>best. <00:23:40.076>The <00:23:40.077>code <00:23:40.079>quality

00:23:40.080 --> 00:23:43.110 align:start position:0%
<00:23:40.080>also <00:23:40.179>was <00:23:40.280>the <00:23:40.379>best. <00:23:40.480>The <00:23:40.580>code <00:23:40.679>quality <00:23:40.780>metric <00:23:40.879>was <00:23:40.980>the <00:23:41.080>one <00:23:41.179>done <00:23:41.280>by <00:23:41.379>the <00:23:41.480>LLMs

00:23:43.110 --> 00:23:43.120 align:start position:0%
<00:23:43.110>metric <00:23:43.111>was <00:23:43.112>the <00:23:43.113>one <00:23:43.115>done <00:23:43.116>by <00:23:43.117>the <00:23:43.119>LLMs

00:23:43.120 --> 00:23:44.870 align:start position:0%
<00:23:43.120>metric <00:23:43.275>was <00:23:43.431>the <00:23:43.586>one <00:23:43.742>done <00:23:43.897>by <00:23:44.053>the <00:23:44.208>LLMs <00:23:44.364>judge <00:23:44.520>methodology

00:23:44.870 --> 00:23:44.880 align:start position:0%
<00:23:44.870>judge <00:23:44.879>methodology

00:23:44.880 --> 00:23:47.909 align:start position:0%
<00:23:44.880>judge <00:23:45.020>methodology <00:23:45.160>where <00:23:45.300>uh <00:23:45.440>the <00:23:45.580>least <00:23:45.720>the <00:23:45.860>one <00:23:46.000>is <00:23:46.140>the <00:23:46.280>better

00:23:47.909 --> 00:23:47.919 align:start position:0%
<00:23:47.909>where <00:23:47.910>uh <00:23:47.911>the <00:23:47.912>least <00:23:47.913>the <00:23:47.914>one <00:23:47.915>is <00:23:47.916>the <00:23:47.918>better

00:23:47.919 --> 00:23:50.470 align:start position:0%
<00:23:47.919>where <00:23:48.006>uh <00:23:48.094>the <00:23:48.181>least <00:23:48.269>the <00:23:48.356>one <00:23:48.444>is <00:23:48.531>the <00:23:48.619>better <00:23:48.706>and <00:23:48.794>four <00:23:48.881>is <00:23:48.969>the <00:23:49.056>worst. <00:23:49.144>So <00:23:49.231>Claude <00:23:49.319>won

00:23:50.470 --> 00:23:50.480 align:start position:0%
<00:23:50.470>and <00:23:50.471>four <00:23:50.472>is <00:23:50.473>the <00:23:50.475>worst. <00:23:50.476>So <00:23:50.477>Claude <00:23:50.479>won

00:23:50.480 --> 00:23:53.510 align:start position:0%
<00:23:50.480>and <00:23:50.573>four <00:23:50.666>is <00:23:50.760>the <00:23:50.853>worst. <00:23:50.946>So <00:23:51.040>Claude <00:23:51.133>won <00:23:51.226>there <00:23:51.320>too. <00:23:51.413>And <00:23:51.506>this <00:23:51.600>was <00:23:51.693>actually <00:23:51.786>my <00:23:51.880>real

00:23:53.510 --> 00:23:53.520 align:start position:0%
<00:23:53.510>there <00:23:53.511>too. <00:23:53.512>And <00:23:53.513>this <00:23:53.515>was <00:23:53.516>actually <00:23:53.517>my <00:23:53.519>real

00:23:53.520 --> 00:23:57.669 align:start position:0%
<00:23:53.520>there <00:23:53.627>too. <00:23:53.735>And <00:23:53.843>this <00:23:53.950>was <00:23:54.058>actually <00:23:54.166>my <00:23:54.273>real <00:23:54.381>surprise. <00:23:54.489>Claude <00:23:54.596>was <00:23:54.704>actually <00:23:54.812>the <00:23:54.920>least

00:23:57.669 --> 00:23:57.679 align:start position:0%
<00:23:57.669>surprise. <00:23:57.670>Claude <00:23:57.672>was <00:23:57.674>actually <00:23:57.676>the <00:23:57.678>least

00:23:57.679 --> 00:24:00.549 align:start position:0%
<00:23:57.679>surprise. <00:23:57.786>Claude <00:23:57.894>was <00:23:58.002>actually <00:23:58.109>the <00:23:58.217>least <00:23:58.325>expensive <00:23:58.432>one <00:23:58.540>on <00:23:58.648>the <00:23:58.755>whole <00:23:58.863>list. <00:23:58.971>It <00:23:59.079>cost

00:24:00.549 --> 00:24:00.559 align:start position:0%
<00:24:00.549>expensive <00:24:00.550>one <00:24:00.551>on <00:24:00.552>the <00:24:00.554>whole <00:24:00.555>list. <00:24:00.556>It <00:24:00.558>cost

00:24:00.559 --> 00:24:03.990 align:start position:0%
<00:24:00.559>expensive <00:24:00.646>one <00:24:00.734>on <00:24:00.821>the <00:24:00.908>whole <00:24:00.996>list. <00:24:01.084>It <00:24:01.171>cost <00:24:01.259>less <00:24:01.346>than <00:24:01.434>$10 <00:24:01.521>to <00:24:01.609>make <00:24:01.696>one <00:24:01.783>run. <00:24:01.871>And <00:24:01.959>so

00:24:03.990 --> 00:24:04.000 align:start position:0%
<00:24:03.990>less <00:24:03.991>than <00:24:03.992>$10 <00:24:03.993>to <00:24:03.994>make <00:24:03.995>one <00:24:03.996>run. <00:24:03.997>And <00:24:03.999>so

00:24:04.000 --> 00:24:07.430 align:start position:0%
<00:24:04.000>less <00:24:04.093>than <00:24:04.186>$10 <00:24:04.280>to <00:24:04.373>make <00:24:04.466>one <00:24:04.560>run. <00:24:04.653>And <00:24:04.746>so <00:24:04.840>basically <00:24:04.933>it <00:24:05.026>won <00:24:05.120>overall <00:24:05.213>for <00:24:05.306>um <00:24:05.400>for

00:24:07.430 --> 00:24:07.440 align:start position:0%
<00:24:07.430>basically <00:24:07.431>it <00:24:07.433>won <00:24:07.434>overall <00:24:07.436>for <00:24:07.437>um <00:24:07.439>for

00:24:07.440 --> 00:24:09.270 align:start position:0%
<00:24:07.440>basically <00:24:07.547>it <00:24:07.655>won <00:24:07.763>overall <00:24:07.870>for <00:24:07.978>um <00:24:08.086>for <00:24:08.193>those <00:24:08.301>metrics <00:24:08.409>that <00:24:08.516>I'm <00:24:08.624>I'm <00:24:08.732>showing <00:24:08.840>you

00:24:09.270 --> 00:24:09.280 align:start position:0%
<00:24:09.270>those <00:24:09.271>metrics <00:24:09.273>that <00:24:09.274>I'm <00:24:09.276>I'm <00:24:09.277>showing <00:24:09.279>you

00:24:09.280 --> 00:24:12.390 align:start position:0%
<00:24:09.280>those <00:24:09.387>metrics <00:24:09.495>that <00:24:09.603>I'm <00:24:09.710>I'm <00:24:09.818>showing <00:24:09.926>you <00:24:10.033>right <00:24:10.141>here. <00:24:10.249>Um <00:24:10.356>basically <00:24:10.464>Claude <00:24:10.572>Opus <00:24:10.680>uh

00:24:12.390 --> 00:24:12.400 align:start position:0%
<00:24:12.390>right <00:24:12.391>here. <00:24:12.393>Um <00:24:12.394>basically <00:24:12.396>Claude <00:24:12.397>Opus <00:24:12.399>uh

00:24:12.400 --> 00:24:15.350 align:start position:0%
<00:24:12.400>right <00:24:12.600>here. <00:24:12.800>Um <00:24:13.000>basically <00:24:13.200>Claude <00:24:13.400>Opus <00:24:13.600>uh <00:24:13.800>won.

00:24:15.350 --> 00:24:15.360 align:start position:0%
won.

00:24:15.360 --> 00:24:18.149 align:start position:0%
<00:24:15.360>won. <00:24:15.534>I <00:24:15.709>measured <00:24:15.885>other <00:24:16.060>uh <00:24:16.235>things <00:24:16.409>as <00:24:16.584>well <00:24:16.760>such

00:24:18.149 --> 00:24:18.159 align:start position:0%
<00:24:18.149>I <00:24:18.150>measured <00:24:18.151>other <00:24:18.152>uh <00:24:18.154>things <00:24:18.155>as <00:24:18.156>well <00:24:18.158>such

00:24:18.159 --> 00:24:20.870 align:start position:0%
<00:24:18.159>I <00:24:18.252>measured <00:24:18.345>other <00:24:18.439>uh <00:24:18.532>things <00:24:18.625>as <00:24:18.719>well <00:24:18.812>such <00:24:18.905>as <00:24:18.999>I <00:24:19.092>told <00:24:19.185>you <00:24:19.279>uh <00:24:19.372>if <00:24:19.465>the <00:24:19.559>acceptance

00:24:20.870 --> 00:24:20.880 align:start position:0%
<00:24:20.870>as <00:24:20.871>I <00:24:20.872>told <00:24:20.873>you <00:24:20.875>uh <00:24:20.876>if <00:24:20.877>the <00:24:20.879>acceptance

00:24:20.880 --> 00:24:24.070 align:start position:0%
<00:24:20.880>as <00:24:20.973>I <00:24:21.066>told <00:24:21.160>you <00:24:21.253>uh <00:24:21.346>if <00:24:21.440>the <00:24:21.533>acceptance <00:24:21.626>criteria <00:24:21.720>they <00:24:21.813>were <00:24:21.906>not <00:24:22.000>good <00:24:22.093>it <00:24:22.186>would <00:24:22.280>uh

00:24:24.070 --> 00:24:24.080 align:start position:0%
<00:24:24.070>criteria <00:24:24.071>they <00:24:24.072>were <00:24:24.073>not <00:24:24.075>good <00:24:24.076>it <00:24:24.077>would <00:24:24.079>uh

00:24:24.080 --> 00:24:27.190 align:start position:0%
<00:24:24.080>criteria <00:24:24.173>they <00:24:24.266>were <00:24:24.360>not <00:24:24.453>good <00:24:24.546>it <00:24:24.639>would <00:24:24.733>uh <00:24:24.826>loop <00:24:24.919>back <00:24:25.013>and <00:24:25.106>uh <00:24:25.199>I <00:24:25.293>calculated <00:24:25.386>also <00:24:25.480>the

00:24:27.190 --> 00:24:27.200 align:start position:0%
<00:24:27.190>loop <00:24:27.191>back <00:24:27.192>and <00:24:27.193>uh <00:24:27.195>I <00:24:27.196>calculated <00:24:27.197>also <00:24:27.199>the

00:24:27.200 --> 00:24:29.269 align:start position:0%
<00:24:27.200>loop <00:24:27.307>back <00:24:27.415>and <00:24:27.523>uh <00:24:27.630>I <00:24:27.738>calculated <00:24:27.846>also <00:24:27.953>the <00:24:28.061>myestro <00:24:28.169>cycles. <00:24:28.276>So <00:24:28.384>the <00:24:28.492>agent <00:24:28.600>and

00:24:29.269 --> 00:24:29.279 align:start position:0%
<00:24:29.269>myestro <00:24:29.270>cycles. <00:24:29.272>So <00:24:29.274>the <00:24:29.276>agent <00:24:29.278>and

00:24:29.279 --> 00:24:31.830 align:start position:0%
<00:24:29.279>myestro <00:24:29.395>cycles. <00:24:29.512>So <00:24:29.629>the <00:24:29.745>agent <00:24:29.862>and <00:24:29.979>morestro <00:24:30.095>loop. <00:24:30.212>So <00:24:30.329>again <00:24:30.445>cloud <00:24:30.562>wins <00:24:30.679>and

00:24:31.830 --> 00:24:31.840 align:start position:0%
<00:24:31.830>morestro <00:24:31.831>loop. <00:24:31.832>So <00:24:31.834>again <00:24:31.836>cloud <00:24:31.837>wins <00:24:31.839>and

00:24:31.840 --> 00:24:34.549 align:start position:0%
<00:24:31.840>morestro <00:24:31.947>loop. <00:24:32.055>So <00:24:32.163>again <00:24:32.270>cloud <00:24:32.378>wins <00:24:32.486>and <00:24:32.593>also <00:24:32.701>even <00:24:32.809>even <00:24:32.916>the <00:24:33.024>internal <00:24:33.132>loops <00:24:33.240>in

00:24:34.549 --> 00:24:34.559 align:start position:0%
<00:24:34.549>also <00:24:34.550>even <00:24:34.552>even <00:24:34.553>the <00:24:34.555>internal <00:24:34.556>loops <00:24:34.558>in

00:24:34.559 --> 00:24:38.390 align:start position:0%
<00:24:34.559>also <00:24:34.666>even <00:24:34.774>even <00:24:34.882>the <00:24:34.989>internal <00:24:35.097>loops <00:24:35.205>in <00:24:35.312>myestro <00:24:35.420>uh <00:24:35.528>cloud <00:24:35.635>the <00:24:35.743>cloud <00:24:35.851>models <00:24:35.959>win

00:24:38.390 --> 00:24:38.400 align:start position:0%
<00:24:38.390>myestro <00:24:38.391>uh <00:24:38.393>cloud <00:24:38.394>the <00:24:38.396>cloud <00:24:38.397>models <00:24:38.399>win

00:24:38.400 --> 00:24:40.470 align:start position:0%
<00:24:38.400>myestro <00:24:38.493>uh <00:24:38.586>cloud <00:24:38.680>the <00:24:38.773>cloud <00:24:38.866>models <00:24:38.960>win <00:24:39.053>and <00:24:39.146>you <00:24:39.240>can <00:24:39.333>see <00:24:39.426>here <00:24:39.520>the <00:24:39.613>the <00:24:39.706>the <00:24:39.800>median

00:24:40.470 --> 00:24:40.480 align:start position:0%
<00:24:40.470>and <00:24:40.471>you <00:24:40.472>can <00:24:40.473>see <00:24:40.474>here <00:24:40.475>the <00:24:40.476>the <00:24:40.477>the <00:24:40.479>median

00:24:40.480 --> 00:24:43.190 align:start position:0%
<00:24:40.480>and <00:24:40.567>you <00:24:40.655>can <00:24:40.742>see <00:24:40.830>here <00:24:40.917>the <00:24:41.005>the <00:24:41.092>the <00:24:41.180>median <00:24:41.267>for <00:24:41.355>uh <00:24:41.442>the <00:24:41.530>resumes <00:24:41.617>because <00:24:41.705>this <00:24:41.792>is <00:24:41.880>only

00:24:43.190 --> 00:24:43.200 align:start position:0%
<00:24:43.190>for <00:24:43.191>uh <00:24:43.192>the <00:24:43.193>resumes <00:24:43.195>because <00:24:43.196>this <00:24:43.197>is <00:24:43.199>only

00:24:43.200 --> 00:24:46.710 align:start position:0%
<00:24:43.200>for <00:24:43.316>uh <00:24:43.433>the <00:24:43.550>resumes <00:24:43.666>because <00:24:43.783>this <00:24:43.900>is <00:24:44.016>only <00:24:44.133>for <00:24:44.250>anti-gravity <00:24:44.366>with <00:24:44.483>Gemini <00:24:44.600>um

00:24:46.710 --> 00:24:46.720 align:start position:0%
<00:24:46.710>for <00:24:46.712>anti-gravity <00:24:46.714>with <00:24:46.716>Gemini <00:24:46.719>um

00:24:46.720 --> 00:24:48.549 align:start position:0%
<00:24:46.720>for <00:24:46.875>anti-gravity <00:24:47.031>with <00:24:47.186>Gemini <00:24:47.342>um <00:24:47.497>basically <00:24:47.653>there <00:24:47.808>were <00:24:47.964>always <00:24:48.120>some

00:24:48.549 --> 00:24:48.559 align:start position:0%
<00:24:48.549>basically <00:24:48.551>there <00:24:48.553>were <00:24:48.555>always <00:24:48.558>some

00:24:48.559 --> 00:24:52.630 align:start position:0%
<00:24:48.559>basically <00:24:48.699>there <00:24:48.839>were <00:24:48.979>always <00:24:49.119>some <00:24:49.259>resuming <00:24:49.399>going <00:24:49.539>on <00:24:49.678>uh <00:24:49.819>with <00:24:49.959>Gemini

00:24:52.630 --> 00:24:52.640 align:start position:0%
<00:24:52.630>resuming <00:24:52.631>going <00:24:52.633>on <00:24:52.635>uh <00:24:52.637>with <00:24:52.639>Gemini

00:24:52.640 --> 00:24:56.630 align:start position:0%
<00:24:52.640>resuming <00:24:52.747>going <00:24:52.855>on <00:24:52.963>uh <00:24:53.070>with <00:24:53.178>Gemini <00:24:53.286>then <00:24:53.393>only <00:24:53.501>for <00:24:53.609>your <00:24:53.716>uh <00:24:53.824>information <00:24:53.932>I <00:24:54.040>also

00:24:56.630 --> 00:24:56.640 align:start position:0%
<00:24:56.630>then <00:24:56.631>only <00:24:56.632>for <00:24:56.633>your <00:24:56.635>uh <00:24:56.636>information <00:24:56.637>I <00:24:56.639>also

00:24:56.640 --> 00:24:59.510 align:start position:0%
<00:24:56.640>then <00:24:56.747>only <00:24:56.855>for <00:24:56.963>your <00:24:57.070>uh <00:24:57.178>information <00:24:57.286>I <00:24:57.393>also <00:24:57.501>did <00:24:57.609>uh <00:24:57.716>comparison <00:24:57.824>finally <00:24:57.932>because <00:24:58.040>this

00:24:59.510 --> 00:24:59.520 align:start position:0%
<00:24:59.510>did <00:24:59.511>uh <00:24:59.513>comparison <00:24:59.515>finally <00:24:59.517>because <00:24:59.519>this

00:24:59.520 --> 00:25:02.630 align:start position:0%
<00:24:59.520>did <00:24:59.636>uh <00:24:59.753>comparison <00:24:59.870>finally <00:24:59.986>because <00:25:00.103>this <00:25:00.220>was <00:25:00.336>actually <00:25:00.453>My <00:25:00.570>first <00:25:00.686>question <00:25:00.803>which <00:25:00.920>is

00:25:02.630 --> 00:25:02.640 align:start position:0%
<00:25:02.630>was <00:25:02.631>actually <00:25:02.633>My <00:25:02.634>first <00:25:02.636>question <00:25:02.637>which <00:25:02.639>is

00:25:02.640 --> 00:25:05.430 align:start position:0%
<00:25:02.640>was <00:25:02.756>actually <00:25:02.873>My <00:25:02.990>first <00:25:03.106>question <00:25:03.223>which <00:25:03.340>is <00:25:03.456>which <00:25:03.573>uh <00:25:03.690>framework <00:25:03.806>is <00:25:03.923>actually <00:25:04.040>working

00:25:05.430 --> 00:25:05.440 align:start position:0%
<00:25:05.430>which <00:25:05.431>uh <00:25:05.433>framework <00:25:05.435>is <00:25:05.437>actually <00:25:05.439>working

00:25:05.440 --> 00:25:08.950 align:start position:0%
<00:25:05.440>which <00:25:05.547>uh <00:25:05.655>framework <00:25:05.763>is <00:25:05.870>actually <00:25:05.978>working <00:25:06.086>the <00:25:06.193>best. <00:25:06.301>It <00:25:06.409>is <00:25:06.516>for <00:25:06.624>the <00:25:06.732>criteria <00:25:06.840>that

00:25:08.950 --> 00:25:08.960 align:start position:0%
<00:25:08.950>the <00:25:08.951>best. <00:25:08.952>It <00:25:08.953>is <00:25:08.955>for <00:25:08.956>the <00:25:08.957>criteria <00:25:08.959>that

00:25:08.960 --> 00:25:11.669 align:start position:0%
<00:25:08.960>the <00:25:09.053>best. <00:25:09.146>It <00:25:09.240>is <00:25:09.333>for <00:25:09.426>the <00:25:09.520>criteria <00:25:09.613>that <00:25:09.706>was <00:25:09.800>passed <00:25:09.893>is <00:25:09.986>almost <00:25:10.080>the <00:25:10.173>same, <00:25:10.266>but <00:25:10.360>we

00:25:11.669 --> 00:25:11.679 align:start position:0%
<00:25:11.669>was <00:25:11.670>passed <00:25:11.671>is <00:25:11.672>almost <00:25:11.674>the <00:25:11.675>same, <00:25:11.676>but <00:25:11.678>we

00:25:11.679 --> 00:25:13.190 align:start position:0%
<00:25:11.679>was <00:25:11.776>passed <00:25:11.873>is <00:25:11.970>almost <00:25:12.067>the <00:25:12.164>same, <00:25:12.261>but <00:25:12.358>we <00:25:12.456>can <00:25:12.553>actually <00:25:12.650>see <00:25:12.747>that <00:25:12.844>React <00:25:12.941>Native <00:25:13.038>and

00:25:13.190 --> 00:25:13.200 align:start position:0%
<00:25:13.190>can <00:25:13.191>actually <00:25:13.193>see <00:25:13.194>that <00:25:13.196>React <00:25:13.197>Native <00:25:13.199>and

00:25:13.200 --> 00:25:16.470 align:start position:0%
<00:25:13.200>can <00:25:13.316>actually <00:25:13.433>see <00:25:13.550>that <00:25:13.666>React <00:25:13.783>Native <00:25:13.900>and <00:25:14.016>Expo <00:25:14.133>actually <00:25:14.250>had <00:25:14.366>the <00:25:14.483>better <00:25:14.600>results.

00:25:16.470 --> 00:25:16.480 align:start position:0%
<00:25:16.470>Expo <00:25:16.471>actually <00:25:16.473>had <00:25:16.475>the <00:25:16.477>better <00:25:16.479>results.

00:25:16.480 --> 00:25:19.269 align:start position:0%
<00:25:16.480>Expo <00:25:16.580>actually <00:25:16.680>had <00:25:16.780>the <00:25:16.880>better <00:25:16.980>results. <00:25:17.080>And <00:25:17.180>h <00:25:17.280>I <00:25:17.380>was <00:25:17.480>it <00:25:17.580>was <00:25:17.680>really <00:25:17.780>interesting <00:25:17.880>to

00:25:19.269 --> 00:25:19.279 align:start position:0%
<00:25:19.269>And <00:25:19.270>h <00:25:19.271>I <00:25:19.272>was <00:25:19.273>it <00:25:19.274>was <00:25:19.275>really <00:25:19.276>interesting <00:25:19.278>to

00:25:19.279 --> 00:25:21.510 align:start position:0%
<00:25:19.279>And <00:25:19.372>h <00:25:19.465>I <00:25:19.559>was <00:25:19.652>it <00:25:19.745>was <00:25:19.839>really <00:25:19.932>interesting <00:25:20.025>to <00:25:20.119>me <00:25:20.212>because <00:25:20.305>on <00:25:20.399>the <00:25:20.492>first <00:25:20.585>three <00:25:20.679>versions

00:25:21.510 --> 00:25:21.520 align:start position:0%
<00:25:21.510>me <00:25:21.511>because <00:25:21.513>on <00:25:21.514>the <00:25:21.516>first <00:25:21.517>three <00:25:21.519>versions

00:25:21.520 --> 00:25:23.350 align:start position:0%
<00:25:21.520>me <00:25:21.627>because <00:25:21.735>on <00:25:21.843>the <00:25:21.950>first <00:25:22.058>three <00:25:22.166>versions <00:25:22.273>that <00:25:22.381>I <00:25:22.489>did, <00:25:22.596>React <00:25:22.704>Native <00:25:22.812>performed <00:25:22.920>the

00:25:23.350 --> 00:25:23.360 align:start position:0%
<00:25:23.350>that <00:25:23.351>I <00:25:23.352>did, <00:25:23.354>React <00:25:23.356>Native <00:25:23.357>performed <00:25:23.359>the

00:25:23.360 --> 00:25:26.470 align:start position:0%
<00:25:23.360>that <00:25:23.459>I <00:25:23.560>did, <00:25:23.659>React <00:25:23.760>Native <00:25:23.860>performed <00:25:23.959>the <00:25:24.060>worst, <00:25:24.159>but <00:25:24.260>re <00:25:24.360>there <00:25:24.459>was <00:25:24.560>thing <00:25:24.659>one <00:25:24.760>thing

00:25:26.470 --> 00:25:26.480 align:start position:0%
<00:25:26.470>worst, <00:25:26.471>but <00:25:26.472>re <00:25:26.473>there <00:25:26.475>was <00:25:26.476>thing <00:25:26.477>one <00:25:26.479>thing

00:25:26.480 --> 00:25:28.390 align:start position:0%
<00:25:26.480>worst, <00:25:26.573>but <00:25:26.666>re <00:25:26.760>there <00:25:26.853>was <00:25:26.946>thing <00:25:27.040>one <00:25:27.133>thing <00:25:27.226>that <00:25:27.320>was <00:25:27.413>the <00:25:27.506>same <00:25:27.600>is <00:25:27.693>that <00:25:27.786>uh <00:25:27.880>React

00:25:28.390 --> 00:25:28.400 align:start position:0%
<00:25:28.390>that <00:25:28.391>was <00:25:28.392>the <00:25:28.393>same <00:25:28.395>is <00:25:28.396>that <00:25:28.397>uh <00:25:28.399>React

00:25:28.400 --> 00:25:31.430 align:start position:0%
<00:25:28.400>that <00:25:28.500>was <00:25:28.600>the <00:25:28.700>same <00:25:28.800>is <00:25:28.900>that <00:25:29.000>uh <00:25:29.100>React <00:25:29.200>Native <00:25:29.300>always <00:25:29.400>uh <00:25:29.500>was <00:25:29.600>the <00:25:29.700>most <00:25:29.800>expensive

00:25:31.430 --> 00:25:31.440 align:start position:0%
<00:25:31.430>Native <00:25:31.431>always <00:25:31.433>uh <00:25:31.434>was <00:25:31.436>the <00:25:31.437>most <00:25:31.439>expensive

00:25:31.440 --> 00:25:33.510 align:start position:0%
<00:25:31.440>Native <00:25:31.595>always <00:25:31.751>uh <00:25:31.906>was <00:25:32.062>the <00:25:32.217>most <00:25:32.373>expensive <00:25:32.528>one <00:25:32.684>to <00:25:32.840>build.

00:25:33.510 --> 00:25:33.520 align:start position:0%
<00:25:33.510>one <00:25:33.514>to <00:25:33.519>build.

00:25:33.520 --> 00:25:36.950 align:start position:0%
<00:25:33.520>one <00:25:33.660>to <00:25:33.800>build. <00:25:33.940>But <00:25:34.080>the <00:25:34.220>code <00:25:34.360>quality <00:25:34.500>or <00:25:34.639>the <00:25:34.780>perfect <00:25:34.920>runs

00:25:36.950 --> 00:25:36.960 align:start position:0%
<00:25:36.950>But <00:25:36.951>the <00:25:36.952>code <00:25:36.953>quality <00:25:36.955>or <00:25:36.956>the <00:25:36.957>perfect <00:25:36.959>runs

00:25:36.960 --> 00:25:40.710 align:start position:0%
<00:25:36.960>But <00:25:37.053>the <00:25:37.146>code <00:25:37.240>quality <00:25:37.333>or <00:25:37.426>the <00:25:37.520>perfect <00:25:37.613>runs <00:25:37.706>it <00:25:37.800>was <00:25:37.893>best. <00:25:37.986>And <00:25:38.080>one <00:25:38.173>big <00:25:38.266>difference <00:25:38.360>that

00:25:40.710 --> 00:25:40.720 align:start position:0%
<00:25:40.710>it <00:25:40.711>was <00:25:40.712>best. <00:25:40.713>And <00:25:40.715>one <00:25:40.716>big <00:25:40.717>difference <00:25:40.719>that

00:25:40.720 --> 00:25:43.269 align:start position:0%
<00:25:40.720>it <00:25:40.813>was <00:25:40.906>best. <00:25:41.000>And <00:25:41.093>one <00:25:41.186>big <00:25:41.280>difference <00:25:41.373>that <00:25:41.466>I <00:25:41.560>had <00:25:41.653>with <00:25:41.746>this <00:25:41.840>version <00:25:41.933>comparing <00:25:42.026>to <00:25:42.120>the

00:25:43.269 --> 00:25:43.279 align:start position:0%
<00:25:43.269>I <00:25:43.270>had <00:25:43.271>with <00:25:43.272>this <00:25:43.274>version <00:25:43.275>comparing <00:25:43.276>to <00:25:43.278>the

00:25:43.279 --> 00:25:46.230 align:start position:0%
<00:25:43.279>I <00:25:43.386>had <00:25:43.494>with <00:25:43.602>this <00:25:43.709>version <00:25:43.817>comparing <00:25:43.925>to <00:25:44.032>the <00:25:44.140>previous <00:25:44.248>versions <00:25:44.355>of <00:25:44.463>the <00:25:44.571>experiment <00:25:44.679>is

00:25:46.230 --> 00:25:46.240 align:start position:0%
<00:25:46.230>previous <00:25:46.231>versions <00:25:46.233>of <00:25:46.235>the <00:25:46.237>experiment <00:25:46.239>is

00:25:46.240 --> 00:25:49.590 align:start position:0%
<00:25:46.240>previous <00:25:46.367>versions <00:25:46.494>of <00:25:46.621>the <00:25:46.749>experiment <00:25:46.876>is <00:25:47.003>that <00:25:47.130>um <00:25:47.258>I <00:25:47.385>didn't <00:25:47.512>give <00:25:47.640>framework

00:25:49.590 --> 00:25:49.600 align:start position:0%
<00:25:49.590>that <00:25:49.591>um <00:25:49.593>I <00:25:49.595>didn't <00:25:49.597>give <00:25:49.599>framework

00:25:49.600 --> 00:25:51.750 align:start position:0%
<00:25:49.600>that <00:25:49.727>um <00:25:49.854>I <00:25:49.981>didn't <00:25:50.109>give <00:25:50.236>framework <00:25:50.363>guidelines. <00:25:50.490>I <00:25:50.618>was <00:25:50.745>giving <00:25:50.872>the <00:25:51.000>official

00:25:51.750 --> 00:25:51.760 align:start position:0%
<00:25:51.750>guidelines. <00:25:51.751>I <00:25:51.753>was <00:25:51.755>giving <00:25:51.757>the <00:25:51.759>official

00:25:51.760 --> 00:25:53.750 align:start position:0%
<00:25:51.760>guidelines. <00:25:51.887>I <00:25:52.014>was <00:25:52.141>giving <00:25:52.269>the <00:25:52.396>official <00:25:52.523>skills <00:25:52.650>from <00:25:52.778>and <00:25:52.905>because <00:25:53.032>they <00:25:53.160>are

00:25:53.750 --> 00:25:53.760 align:start position:0%
<00:25:53.750>skills <00:25:53.751>from <00:25:53.753>and <00:25:53.755>because <00:25:53.757>they <00:25:53.759>are

00:25:53.760 --> 00:25:56.789 align:start position:0%
<00:25:53.760>skills <00:25:53.887>from <00:25:54.014>and <00:25:54.141>because <00:25:54.269>they <00:25:54.396>are <00:25:54.523>available <00:25:54.650>from <00:25:54.778>Android, <00:25:54.905>Flutter <00:25:55.032>and <00:25:55.160>also

00:25:56.789 --> 00:25:56.799 align:start position:0%
<00:25:56.789>available <00:25:56.790>from <00:25:56.792>Android, <00:25:56.794>Flutter <00:25:56.796>and <00:25:56.798>also

00:25:56.799 --> 00:26:00.149 align:start position:0%
<00:25:56.799>available <00:25:56.906>from <00:25:57.014>Android, <00:25:57.122>Flutter <00:25:57.229>and <00:25:57.337>also <00:25:57.445>Expo. <00:25:57.552>But <00:25:57.660>expo <00:25:57.768>also <00:25:57.875>comes <00:25:57.983>with <00:25:58.091>a <00:25:58.199>big

00:26:00.149 --> 00:26:00.159 align:start position:0%
<00:26:00.149>Expo. <00:26:00.150>But <00:26:00.151>expo <00:26:00.152>also <00:26:00.154>comes <00:26:00.155>with <00:26:00.156>a <00:26:00.158>big

00:26:00.159 --> 00:26:03.029 align:start position:0%
<00:26:00.159>Expo. <00:26:00.252>But <00:26:00.345>expo <00:26:00.439>also <00:26:00.532>comes <00:26:00.625>with <00:26:00.719>a <00:26:00.812>big <00:26:00.905>boiler <00:26:00.999>plate. <00:26:01.092>So <00:26:01.185>when <00:26:01.279>you <00:26:01.372>uh <00:26:01.465>start <00:26:01.559>your

00:26:03.029 --> 00:26:03.039 align:start position:0%
<00:26:03.029>boiler <00:26:03.030>plate. <00:26:03.031>So <00:26:03.032>when <00:26:03.034>you <00:26:03.035>uh <00:26:03.036>start <00:26:03.038>your

00:26:03.039 --> 00:26:05.669 align:start position:0%
<00:26:03.039>boiler <00:26:03.139>plate. <00:26:03.239>So <00:26:03.339>when <00:26:03.439>you <00:26:03.539>uh <00:26:03.639>start <00:26:03.739>your <00:26:03.839>expo <00:26:03.939>uh <00:26:04.039>project <00:26:04.139>it <00:26:04.239>comes <00:26:04.339>already <00:26:04.439>with

00:26:05.669 --> 00:26:05.679 align:start position:0%
<00:26:05.669>expo <00:26:05.670>uh <00:26:05.672>project <00:26:05.673>it <00:26:05.675>comes <00:26:05.676>already <00:26:05.678>with

00:26:05.679 --> 00:26:07.430 align:start position:0%
<00:26:05.679>expo <00:26:05.795>uh <00:26:05.912>project <00:26:06.029>it <00:26:06.145>comes <00:26:06.262>already <00:26:06.379>with <00:26:06.495>some <00:26:06.612>sort <00:26:06.729>of <00:26:06.845>architecture <00:26:06.962>that <00:26:07.079>is

00:26:07.430 --> 00:26:07.440 align:start position:0%
<00:26:07.430>some <00:26:07.431>sort <00:26:07.433>of <00:26:07.435>architecture <00:26:07.437>that <00:26:07.439>is

00:26:07.440 --> 00:26:09.110 align:start position:0%
<00:26:07.440>some <00:26:07.580>sort <00:26:07.720>of <00:26:07.860>architecture <00:26:08.000>that <00:26:08.140>is <00:26:08.280>working <00:26:08.420>well. <00:26:08.560>All <00:26:08.700>the <00:26:08.840>navigation

00:26:09.110 --> 00:26:09.120 align:start position:0%
<00:26:09.110>working <00:26:09.112>well. <00:26:09.114>All <00:26:09.116>the <00:26:09.119>navigation

00:26:09.120 --> 00:26:11.430 align:start position:0%
<00:26:09.120>working <00:26:09.247>well. <00:26:09.374>All <00:26:09.501>the <00:26:09.629>navigation <00:26:09.756>patterns <00:26:09.883>they <00:26:10.010>are <00:26:10.138>already <00:26:10.265>in <00:26:10.392>place <00:26:10.520>but

00:26:11.430 --> 00:26:11.440 align:start position:0%
<00:26:11.430>patterns <00:26:11.431>they <00:26:11.433>are <00:26:11.434>already <00:26:11.436>in <00:26:11.437>place <00:26:11.439>but

00:26:11.440 --> 00:26:13.750 align:start position:0%
<00:26:11.440>patterns <00:26:11.540>they <00:26:11.640>are <00:26:11.740>already <00:26:11.840>in <00:26:11.940>place <00:26:12.040>but <00:26:12.140>and <00:26:12.240>not <00:26:12.340>for <00:26:12.440>Android <00:26:12.540>and <00:26:12.640>not <00:26:12.740>for <00:26:12.840>flutter.

00:26:13.750 --> 00:26:13.760 align:start position:0%
<00:26:13.750>and <00:26:13.751>not <00:26:13.752>for <00:26:13.753>Android <00:26:13.755>and <00:26:13.756>not <00:26:13.757>for <00:26:13.759>flutter.

00:26:13.760 --> 00:26:15.669 align:start position:0%
<00:26:13.760>and <00:26:13.867>not <00:26:13.975>for <00:26:14.083>Android <00:26:14.190>and <00:26:14.298>not <00:26:14.406>for <00:26:14.513>flutter. <00:26:14.621>And <00:26:14.729>this <00:26:14.836>is <00:26:14.944>deterministic <00:26:15.052>because <00:26:15.160>this

00:26:15.669 --> 00:26:15.679 align:start position:0%
<00:26:15.669>And <00:26:15.670>this <00:26:15.672>is <00:26:15.674>deterministic <00:26:15.676>because <00:26:15.678>this

00:26:15.679 --> 00:26:17.510 align:start position:0%
<00:26:15.679>And <00:26:15.806>this <00:26:15.933>is <00:26:16.060>deterministic <00:26:16.188>because <00:26:16.315>this <00:26:16.442>is <00:26:16.569>something <00:26:16.697>that <00:26:16.824>comes <00:26:16.951>with <00:26:17.079>the

00:26:17.510 --> 00:26:17.520 align:start position:0%
<00:26:17.510>is <00:26:17.511>something <00:26:17.513>that <00:26:17.515>comes <00:26:17.517>with <00:26:17.519>the

00:26:17.520 --> 00:26:19.029 align:start position:0%
<00:26:17.520>is <00:26:17.633>something <00:26:17.746>that <00:26:17.859>comes <00:26:17.972>with <00:26:18.085>the <00:26:18.199>framework <00:26:18.312>when <00:26:18.425>you <00:26:18.538>start <00:26:18.651>a <00:26:18.764>project <00:26:18.878>is

00:26:19.029 --> 00:26:19.039 align:start position:0%
<00:26:19.029>framework <00:26:19.030>when <00:26:19.032>you <00:26:19.033>start <00:26:19.035>a <00:26:19.036>project <00:26:19.038>is

00:26:19.039 --> 00:26:21.590 align:start position:0%
<00:26:19.039>framework <00:26:19.146>when <00:26:19.254>you <00:26:19.362>start <00:26:19.469>a <00:26:19.577>project <00:26:19.685>is <00:26:19.792>just <00:26:19.900>there <00:26:20.008>and <00:26:20.115>it <00:26:20.223>works <00:26:20.331>because <00:26:20.439>it's

00:26:21.590 --> 00:26:21.600 align:start position:0%
<00:26:21.590>just <00:26:21.591>there <00:26:21.592>and <00:26:21.594>it <00:26:21.596>works <00:26:21.597>because <00:26:21.599>it's

00:26:21.600 --> 00:26:24.710 align:start position:0%
<00:26:21.600>just <00:26:21.707>there <00:26:21.815>and <00:26:21.923>it <00:26:22.030>works <00:26:22.138>because <00:26:22.246>it's <00:26:22.353>coming <00:26:22.461>from <00:26:22.569>expo <00:26:22.676>and <00:26:22.784>the <00:26:22.892>other <00:26:23.000>hand

00:26:24.710 --> 00:26:24.720 align:start position:0%
<00:26:24.710>coming <00:26:24.711>from <00:26:24.713>expo <00:26:24.714>and <00:26:24.716>the <00:26:24.717>other <00:26:24.719>hand

00:26:24.720 --> 00:26:27.190 align:start position:0%
<00:26:24.720>coming <00:26:24.836>from <00:26:24.953>expo <00:26:25.070>and <00:26:25.186>the <00:26:25.303>other <00:26:25.420>hand <00:26:25.536>skills <00:26:25.653>they <00:26:25.770>are <00:26:25.886>probabilistic <00:26:26.003>you <00:26:26.120>are

00:26:27.190 --> 00:26:27.200 align:start position:0%
<00:26:27.190>skills <00:26:27.191>they <00:26:27.193>are <00:26:27.195>probabilistic <00:26:27.197>you <00:26:27.199>are

00:26:27.200 --> 00:26:31.590 align:start position:0%
<00:26:27.200>skills <00:26:27.293>they <00:26:27.386>are <00:26:27.480>probabilistic <00:26:27.573>you <00:26:27.666>are <00:26:27.760>not <00:26:27.853>um <00:26:27.946>we <00:26:28.040>are <00:26:28.133>not <00:26:28.226>sure <00:26:28.320>that <00:26:28.413>the <00:26:28.506>agent <00:26:28.600>is

00:26:31.590 --> 00:26:31.600 align:start position:0%
<00:26:31.590>not <00:26:31.591>um <00:26:31.591>we <00:26:31.592>are <00:26:31.593>not <00:26:31.594>sure <00:26:31.596>that <00:26:31.597>the <00:26:31.598>agent <00:26:31.599>is

00:26:31.600 --> 00:26:34.230 align:start position:0%
<00:26:31.600>not <00:26:31.682>um <00:26:31.764>we <00:26:31.847>are <00:26:31.929>not <00:26:32.011>sure <00:26:32.094>that <00:26:32.176>the <00:26:32.258>agent <00:26:32.341>is <00:26:32.423>going <00:26:32.505>to <00:26:32.588>actually <00:26:32.670>call <00:26:32.752>them. <00:26:32.835>So <00:26:32.917>yes, <00:26:33.000>so

00:26:34.230 --> 00:26:34.240 align:start position:0%
<00:26:34.230>going <00:26:34.231>to <00:26:34.232>actually <00:26:34.233>call <00:26:34.235>them. <00:26:34.236>So <00:26:34.237>yes, <00:26:34.239>so

00:26:34.240 --> 00:26:36.710 align:start position:0%
<00:26:34.240>going <00:26:34.333>to <00:26:34.426>actually <00:26:34.520>call <00:26:34.613>them. <00:26:34.706>So <00:26:34.800>yes, <00:26:34.893>so <00:26:34.986>this <00:26:35.080>is <00:26:35.173>the <00:26:35.266>very <00:26:35.360>first <00:26:35.453>insight <00:26:35.546>is <00:26:35.640>that

00:26:36.710 --> 00:26:36.720 align:start position:0%
<00:26:36.710>this <00:26:36.711>is <00:26:36.712>the <00:26:36.713>very <00:26:36.715>first <00:26:36.716>insight <00:26:36.717>is <00:26:36.719>that

00:26:36.720 --> 00:26:39.669 align:start position:0%
<00:26:36.720>this <00:26:36.827>is <00:26:36.935>the <00:26:37.043>very <00:26:37.150>first <00:26:37.258>insight <00:26:37.366>is <00:26:37.473>that <00:26:37.581>um <00:26:37.689>for <00:26:37.796>really <00:26:37.904>important <00:26:38.012>things <00:26:38.120>you

00:26:39.669 --> 00:26:39.679 align:start position:0%
<00:26:39.669>um <00:26:39.670>for <00:26:39.672>really <00:26:39.674>important <00:26:39.676>things <00:26:39.678>you

00:26:39.679 --> 00:26:44.230 align:start position:0%
<00:26:39.679>um <00:26:39.795>for <00:26:39.912>really <00:26:40.029>important <00:26:40.145>things <00:26:40.262>you <00:26:40.379>should <00:26:40.495>put <00:26:40.612>uh <00:26:40.729>you <00:26:40.845>should <00:26:40.962>use <00:26:41.079>um

00:26:44.230 --> 00:26:44.240 align:start position:0%
<00:26:44.230>should <00:26:44.231>put <00:26:44.233>uh <00:26:44.234>you <00:26:44.236>should <00:26:44.237>use <00:26:44.239>um

00:26:44.240 --> 00:26:47.830 align:start position:0%
<00:26:44.240>should <00:26:44.347>put <00:26:44.455>uh <00:26:44.563>you <00:26:44.670>should <00:26:44.778>use <00:26:44.886>um <00:26:44.993>deterministic <00:26:45.101>things <00:26:45.209>such <00:26:45.316>as <00:26:45.424>uh <00:26:45.532>hooks <00:26:45.640>uh

00:26:47.830 --> 00:26:47.840 align:start position:0%
<00:26:47.830>deterministic <00:26:47.831>things <00:26:47.832>such <00:26:47.834>as <00:26:47.836>uh <00:26:47.837>hooks <00:26:47.839>uh

00:26:47.840 --> 00:26:52.789 align:start position:0%
<00:26:47.840>deterministic <00:26:47.939>things <00:26:48.040>such <00:26:48.139>as <00:26:48.240>uh <00:26:48.340>hooks <00:26:48.439>uh <00:26:48.540>scripts <00:26:48.639>or <00:26:48.740>um <00:26:48.840>maybe <00:26:48.939>templates. <00:26:49.040>So <00:26:49.139>yes <00:26:49.240>uh

00:26:52.789 --> 00:26:52.799 align:start position:0%
<00:26:52.789>scripts <00:26:52.790>or <00:26:52.791>um <00:26:52.792>maybe <00:26:52.794>templates. <00:26:52.795>So <00:26:52.796>yes <00:26:52.798>uh

00:26:52.799 --> 00:26:55.669 align:start position:0%
<00:26:52.799>scripts <00:26:52.899>or <00:26:52.999>um <00:26:53.099>maybe <00:26:53.199>templates. <00:26:53.299>So <00:26:53.399>yes <00:26:53.499>uh <00:26:53.599>this <00:26:53.699>is <00:26:53.799>actually <00:26:53.899>the <00:26:53.999>very <00:26:54.099>first <00:26:54.199>takeaway

00:26:55.669 --> 00:26:55.679 align:start position:0%
<00:26:55.669>this <00:26:55.670>is <00:26:55.672>actually <00:26:55.673>the <00:26:55.675>very <00:26:55.676>first <00:26:55.678>takeaway

00:26:55.679 --> 00:26:58.870 align:start position:0%
<00:26:55.679>this <00:26:55.806>is <00:26:55.933>actually <00:26:56.060>the <00:26:56.188>very <00:26:56.315>first <00:26:56.442>takeaway <00:26:56.569>determinisms <00:26:56.697>bit <00:26:56.824>uh <00:26:56.951>probabilism <00:26:57.079>put

00:26:58.870 --> 00:26:58.880 align:start position:0%
<00:26:58.870>determinisms <00:26:58.872>bit <00:26:58.874>uh <00:26:58.876>probabilism <00:26:58.879>put

00:26:58.880 --> 00:27:00.310 align:start position:0%
<00:26:58.880>determinisms <00:26:58.997>bit <00:26:59.114>uh <00:26:59.231>probabilism <00:26:59.348>put <00:26:59.465>things <00:26:59.582>that <00:26:59.699>are <00:26:59.816>really <00:26:59.933>important <00:27:00.050>to <00:27:00.167>you

00:27:00.310 --> 00:27:00.320 align:start position:0%
<00:27:00.310>things <00:27:00.311>that <00:27:00.312>are <00:27:00.314>really <00:27:00.316>important <00:27:00.317>to <00:27:00.319>you

00:27:00.320 --> 00:27:02.310 align:start position:0%
<00:27:00.320>things <00:27:00.419>that <00:27:00.520>are <00:27:00.620>really <00:27:00.720>important <00:27:00.820>to <00:27:00.919>you <00:27:01.020>in <00:27:01.120>things <00:27:01.220>that <00:27:01.320>don't <00:27:01.419>vary <00:27:01.520>uh <00:27:01.620>you <00:27:01.720>should

00:27:02.310 --> 00:27:02.320 align:start position:0%
<00:27:02.310>in <00:27:02.311>things <00:27:02.312>that <00:27:02.313>don't <00:27:02.315>vary <00:27:02.316>uh <00:27:02.317>you <00:27:02.319>should

00:27:02.320 --> 00:27:04.070 align:start position:0%
<00:27:02.320>in <00:27:02.427>things <00:27:02.535>that <00:27:02.643>don't <00:27:02.750>vary <00:27:02.858>uh <00:27:02.966>you <00:27:03.073>should <00:27:03.181>put <00:27:03.289>inru <00:27:03.396>in <00:27:03.504>structure <00:27:03.612>not <00:27:03.720>in

00:27:04.070 --> 00:27:04.080 align:start position:0%
<00:27:04.070>put <00:27:04.071>inru <00:27:04.073>in <00:27:04.075>structure <00:27:04.077>not <00:27:04.079>in

00:27:04.080 --> 00:27:07.269 align:start position:0%
<00:27:04.080>put <00:27:04.196>inru <00:27:04.313>in <00:27:04.429>structure <00:27:04.546>not <00:27:04.663>in <00:27:04.780>instructions <00:27:04.896>not <00:27:05.013>in <00:27:05.129>on <00:27:05.246>md <00:27:05.363>files <00:27:05.480>never

00:27:07.269 --> 00:27:07.279 align:start position:0%
<00:27:07.269>instructions <00:27:07.270>not <00:27:07.272>in <00:27:07.273>on <00:27:07.275>md <00:27:07.276>files <00:27:07.278>never

00:27:07.279 --> 00:27:10.070 align:start position:0%
<00:27:07.279>instructions <00:27:07.386>not <00:27:07.494>in <00:27:07.602>on <00:27:07.709>md <00:27:07.817>files <00:27:07.925>never <00:27:08.032>selfgrade <00:27:08.140>we <00:27:08.248>saw <00:27:08.355>never <00:27:08.463>let <00:27:08.571>Gemini <00:27:08.679>uh

00:27:10.070 --> 00:27:10.080 align:start position:0%
<00:27:10.070>selfgrade <00:27:10.071>we <00:27:10.072>saw <00:27:10.074>never <00:27:10.076>let <00:27:10.077>Gemini <00:27:10.079>uh

00:27:10.080 --> 00:27:13.909 align:start position:0%
<00:27:10.080>selfgrade <00:27:10.187>we <00:27:10.295>saw <00:27:10.403>never <00:27:10.510>let <00:27:10.618>Gemini <00:27:10.726>uh <00:27:10.833>grade <00:27:10.941>its <00:27:11.049>own <00:27:11.156>work <00:27:11.264>or <00:27:11.372>any <00:27:11.480>agent

00:27:13.909 --> 00:27:13.919 align:start position:0%
<00:27:13.909>grade <00:27:13.910>its <00:27:13.912>own <00:27:13.913>work <00:27:13.915>or <00:27:13.916>any <00:27:13.918>agent

00:27:13.919 --> 00:27:16.870 align:start position:0%
<00:27:13.919>grade <00:27:14.006>its <00:27:14.094>own <00:27:14.181>work <00:27:14.269>or <00:27:14.356>any <00:27:14.444>agent <00:27:14.531>um <00:27:14.619>agents <00:27:14.706>they <00:27:14.794>can <00:27:14.881>go <00:27:14.969>rogue <00:27:15.056>as <00:27:15.144>we <00:27:15.231>saw <00:27:15.319>uh

00:27:16.870 --> 00:27:16.880 align:start position:0%
<00:27:16.870>um <00:27:16.870>agents <00:27:16.871>they <00:27:16.873>can <00:27:16.874>go <00:27:16.875>rogue <00:27:16.876>as <00:27:16.877>we <00:27:16.878>saw <00:27:16.879>uh

00:27:16.880 --> 00:27:19.510 align:start position:0%
<00:27:16.880>um <00:27:16.973>agents <00:27:17.066>they <00:27:17.160>can <00:27:17.253>go <00:27:17.346>rogue <00:27:17.440>as <00:27:17.533>we <00:27:17.626>saw <00:27:17.720>uh <00:27:17.813>activated <00:27:17.906>stuff <00:27:18.000>rebooting <00:27:18.093>the <00:27:18.186>phone <00:27:18.280>and

00:27:19.510 --> 00:27:19.520 align:start position:0%
<00:27:19.510>activated <00:27:19.511>stuff <00:27:19.513>rebooting <00:27:19.515>the <00:27:19.517>phone <00:27:19.519>and

00:27:19.520 --> 00:27:21.510 align:start position:0%
<00:27:19.520>activated <00:27:19.636>stuff <00:27:19.753>rebooting <00:27:19.870>the <00:27:19.986>phone <00:27:20.103>and <00:27:20.220>doing <00:27:20.336>things <00:27:20.453>by <00:27:20.570>themselves <00:27:20.686>So <00:27:20.803>yes, <00:27:20.920>just

00:27:21.510 --> 00:27:21.520 align:start position:0%
<00:27:21.510>doing <00:27:21.511>things <00:27:21.513>by <00:27:21.514>themselves <00:27:21.516>So <00:27:21.517>yes, <00:27:21.519>just

00:27:21.520 --> 00:27:23.110 align:start position:0%
<00:27:21.520>doing <00:27:21.627>things <00:27:21.735>by <00:27:21.843>themselves <00:27:21.950>So <00:27:22.058>yes, <00:27:22.166>just <00:27:22.273>bear <00:27:22.381>in <00:27:22.489>mind <00:27:22.596>that <00:27:22.704>they <00:27:22.812>have <00:27:22.920>basically

00:27:23.110 --> 00:27:23.120 align:start position:0%
<00:27:23.110>bear <00:27:23.111>in <00:27:23.112>mind <00:27:23.114>that <00:27:23.116>they <00:27:23.117>have <00:27:23.119>basically

00:27:23.120 --> 00:27:25.830 align:start position:0%
<00:27:23.120>bear <00:27:23.207>in <00:27:23.294>mind <00:27:23.382>that <00:27:23.469>they <00:27:23.557>have <00:27:23.645>basically <00:27:23.732>they <00:27:23.820>do <00:27:23.907>their <00:27:23.995>thing <00:27:24.082>to <00:27:24.169>to <00:27:24.257>uh <00:27:24.344>to <00:27:24.432>try <00:27:24.520>to

00:27:25.830 --> 00:27:25.840 align:start position:0%
<00:27:25.830>they <00:27:25.831>do <00:27:25.831>their <00:27:25.832>thing <00:27:25.833>to <00:27:25.835>to <00:27:25.836>uh <00:27:25.837>to <00:27:25.838>try <00:27:25.839>to

00:27:25.840 --> 00:27:28.230 align:start position:0%
<00:27:25.840>they <00:27:25.956>do <00:27:26.073>their <00:27:26.189>thing <00:27:26.306>to <00:27:26.423>to <00:27:26.540>uh <00:27:26.656>to <00:27:26.773>try <00:27:26.889>to <00:27:27.006>accomplish <00:27:27.123>the <00:27:27.240>task.

00:27:28.230 --> 00:27:28.240 align:start position:0%
<00:27:28.230>accomplish <00:27:28.234>the <00:27:28.239>task.

00:27:28.240 --> 00:27:30.549 align:start position:0%
<00:27:28.240>accomplish <00:27:28.395>the <00:27:28.551>task. <00:27:28.706>Make <00:27:28.862>the <00:27:29.017>system <00:27:29.173>replayable. <00:27:29.328>Uh <00:27:29.484>I <00:27:29.640>didn't

00:27:30.549 --> 00:27:30.559 align:start position:0%
<00:27:30.549>Make <00:27:30.550>the <00:27:30.552>system <00:27:30.553>replayable. <00:27:30.555>Uh <00:27:30.556>I <00:27:30.558>didn't

00:27:30.559 --> 00:27:32.630 align:start position:0%
<00:27:30.559>Make <00:27:30.675>the <00:27:30.792>system <00:27:30.908>replayable. <00:27:31.025>Uh <00:27:31.142>I <00:27:31.259>didn't <00:27:31.375>talk <00:27:31.492>into <00:27:31.609>detail, <00:27:31.725>but <00:27:31.842>sometimes <00:27:31.959>my

00:27:32.630 --> 00:27:32.640 align:start position:0%
<00:27:32.630>talk <00:27:32.631>into <00:27:32.633>detail, <00:27:32.635>but <00:27:32.637>sometimes <00:27:32.639>my

00:27:32.640 --> 00:27:34.870 align:start position:0%
<00:27:32.640>talk <00:27:32.740>into <00:27:32.840>detail, <00:27:32.940>but <00:27:33.040>sometimes <00:27:33.140>my <00:27:33.240>system <00:27:33.340>just <00:27:33.440>hang <00:27:33.540>or <00:27:33.640>it <00:27:33.740>didn't <00:27:33.840>work. <00:27:33.940>So <00:27:34.040>I

00:27:34.870 --> 00:27:34.880 align:start position:0%
<00:27:34.870>system <00:27:34.871>just <00:27:34.872>hang <00:27:34.873>or <00:27:34.874>it <00:27:34.875>didn't <00:27:34.876>work. <00:27:34.877>So <00:27:34.879>I

00:27:34.880 --> 00:27:37.190 align:start position:0%
<00:27:34.880>system <00:27:34.967>just <00:27:35.055>hang <00:27:35.142>or <00:27:35.230>it <00:27:35.317>didn't <00:27:35.405>work. <00:27:35.492>So <00:27:35.580>I <00:27:35.667>had <00:27:35.755>to <00:27:35.842>resume. <00:27:35.930>We <00:27:36.017>had <00:27:36.105>the <00:27:36.192>example <00:27:36.280>with

00:27:37.190 --> 00:27:37.200 align:start position:0%
<00:27:37.190>had <00:27:37.191>to <00:27:37.192>resume. <00:27:37.193>We <00:27:37.195>had <00:27:37.196>the <00:27:37.197>example <00:27:37.199>with

00:27:37.200 --> 00:27:38.870 align:start position:0%
<00:27:37.200>had <00:27:37.300>to <00:27:37.400>resume. <00:27:37.500>We <00:27:37.600>had <00:27:37.700>the <00:27:37.800>example <00:27:37.900>with <00:27:38.000>anti-gravity, <00:27:38.100>but <00:27:38.200>it <00:27:38.300>was <00:27:38.400>not <00:27:38.500>the <00:27:38.600>only

00:27:38.870 --> 00:27:38.880 align:start position:0%
<00:27:38.870>anti-gravity, <00:27:38.871>but <00:27:38.873>it <00:27:38.874>was <00:27:38.876>not <00:27:38.877>the <00:27:38.879>only

00:27:38.880 --> 00:27:40.390 align:start position:0%
<00:27:38.880>anti-gravity, <00:27:38.993>but <00:27:39.106>it <00:27:39.219>was <00:27:39.333>not <00:27:39.446>the <00:27:39.559>only <00:27:39.672>example. <00:27:39.786>There <00:27:39.899>were <00:27:40.012>other <00:27:40.125>cases <00:27:40.239>too

00:27:40.390 --> 00:27:40.400 align:start position:0%
<00:27:40.390>example. <00:27:40.391>There <00:27:40.393>were <00:27:40.395>other <00:27:40.397>cases <00:27:40.399>too

00:27:40.400 --> 00:27:44.390 align:start position:0%
<00:27:40.400>example. <00:27:40.516>There <00:27:40.633>were <00:27:40.750>other <00:27:40.866>cases <00:27:40.983>too <00:27:41.100>where <00:27:41.216>I <00:27:41.333>had <00:27:41.450>to <00:27:41.566>resume <00:27:41.683>a <00:27:41.800>session.

00:27:44.390 --> 00:27:44.400 align:start position:0%
<00:27:44.390>where <00:27:44.391>I <00:27:44.393>had <00:27:44.394>to <00:27:44.396>resume <00:27:44.397>a <00:27:44.399>session.

00:27:44.400 --> 00:27:47.110 align:start position:0%
<00:27:44.400>where <00:27:44.500>I <00:27:44.600>had <00:27:44.700>to <00:27:44.800>resume <00:27:44.900>a <00:27:45.000>session. <00:27:45.100>uh <00:27:45.200>pin <00:27:45.300>everything <00:27:45.400>because <00:27:45.500>uh <00:27:45.600>I <00:27:45.700>took <00:27:45.800>five

00:27:47.110 --> 00:27:47.120 align:start position:0%
<00:27:47.110>uh <00:27:47.111>pin <00:27:47.112>everything <00:27:47.113>because <00:27:47.115>uh <00:27:47.116>I <00:27:47.117>took <00:27:47.119>five

00:27:47.120 --> 00:27:50.310 align:start position:0%
<00:27:47.120>uh <00:27:47.207>pin <00:27:47.294>everything <00:27:47.382>because <00:27:47.469>uh <00:27:47.557>I <00:27:47.645>took <00:27:47.732>five <00:27:47.820>days <00:27:47.907>to <00:27:47.995>doing <00:27:48.082>this <00:27:48.169>the <00:27:48.257>this <00:27:48.344>job <00:27:48.432>uh <00:27:48.520>this

00:27:50.310 --> 00:27:50.320 align:start position:0%
<00:27:50.310>days <00:27:50.311>to <00:27:50.312>doing <00:27:50.313>this <00:27:50.314>the <00:27:50.315>this <00:27:50.316>job <00:27:50.317>uh <00:27:50.319>this

00:27:50.320 --> 00:27:54.870 align:start position:0%
<00:27:50.320>days <00:27:50.427>to <00:27:50.535>doing <00:27:50.643>this <00:27:50.750>the <00:27:50.858>this <00:27:50.966>job <00:27:51.073>uh <00:27:51.181>this <00:27:51.289>uh <00:27:51.396>this <00:27:51.504>experiment <00:27:51.612>but <00:27:51.720>um

00:27:54.870 --> 00:27:54.880 align:start position:0%
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00:27:54.880 --> 00:27:58.230 align:start position:0%
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00:27:58.230 --> 00:27:58.240 align:start position:0%
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00:27:58.240 --> 00:28:00.470 align:start position:0%
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00:28:00.470 --> 00:28:00.480 align:start position:0%
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00:28:00.480 --> 00:28:02.230 align:start position:0%
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00:28:02.230 --> 00:28:02.240 align:start position:0%
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00:28:02.240 --> 00:28:03.909 align:start position:0%
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00:28:03.909 --> 00:28:03.919 align:start position:0%
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00:28:03.919 --> 00:28:05.990 align:start position:0%
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00:28:05.990 --> 00:28:06.000 align:start position:0%
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00:28:06.000 --> 00:28:08.470 align:start position:0%
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00:28:08.470 --> 00:28:08.480 align:start position:0%
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00:28:08.480 --> 00:28:11.110 align:start position:0%
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00:28:11.110 --> 00:28:11.120 align:start position:0%
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00:28:11.120 --> 00:28:13.029 align:start position:0%
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00:28:13.029 --> 00:28:13.039 align:start position:0%
<00:28:13.029>and <00:28:13.030>uh <00:28:13.031>this <00:28:13.032>was <00:28:13.034>something <00:28:13.035>that <00:28:13.036>I <00:28:13.038>learned

00:28:13.039 --> 00:28:15.029 align:start position:0%
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00:28:15.029 --> 00:28:15.039 align:start position:0%
<00:28:15.029>in <00:28:15.030>the <00:28:15.031>beginning <00:28:15.032>that <00:28:15.034>cont <00:28:15.035>context <00:28:15.036>has <00:28:15.038>a

00:28:15.039 --> 00:28:17.830 align:start position:0%
<00:28:15.039>in <00:28:15.132>the <00:28:15.225>beginning <00:28:15.319>that <00:28:15.412>cont <00:28:15.505>context <00:28:15.599>has <00:28:15.692>a <00:28:15.785>budget. <00:28:15.879>really <00:28:15.972>be <00:28:16.065>aware <00:28:16.158>that <00:28:16.252>you <00:28:16.345>have <00:28:16.439>to

00:28:17.830 --> 00:28:17.840 align:start position:0%
<00:28:17.830>budget. <00:28:17.831>really <00:28:17.832>be <00:28:17.833>aware <00:28:17.835>that <00:28:17.836>you <00:28:17.837>have <00:28:17.839>to

00:28:17.840 --> 00:28:19.909 align:start position:0%
<00:28:17.840>budget. <00:28:17.933>really <00:28:18.026>be <00:28:18.120>aware <00:28:18.213>that <00:28:18.306>you <00:28:18.399>have <00:28:18.493>to <00:28:18.586>uh <00:28:18.679>be <00:28:18.773>really <00:28:18.866>mindful <00:28:18.959>with <00:28:19.053>what <00:28:19.146>you <00:28:19.240>put

00:28:19.909 --> 00:28:19.919 align:start position:0%
<00:28:19.909>uh <00:28:19.910>be <00:28:19.911>really <00:28:19.912>mindful <00:28:19.914>with <00:28:19.915>what <00:28:19.916>you <00:28:19.918>put

00:28:19.919 --> 00:28:22.389 align:start position:0%
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00:28:22.389 --> 00:28:22.399 align:start position:0%
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00:28:22.399 --> 00:28:24.149 align:start position:0%
<00:28:22.399>on <00:28:22.526>your <00:28:22.653>context <00:28:22.780>specifically <00:28:22.908>uh <00:28:23.035>or <00:28:23.162>more <00:28:23.289>importantly <00:28:23.417>the <00:28:23.544>very <00:28:23.671>first <00:28:23.799>uh

00:28:24.149 --> 00:28:24.159 align:start position:0%
<00:28:24.149>importantly <00:28:24.151>the <00:28:24.153>very <00:28:24.155>first <00:28:24.158>uh

00:28:24.159 --> 00:28:28.630 align:start position:0%
<00:28:24.159>importantly <00:28:24.299>the <00:28:24.439>very <00:28:24.579>first <00:28:24.719>uh <00:28:24.859>instructions <00:28:24.999>but <00:28:25.139>not <00:28:25.279>only <00:28:25.419>okay <00:28:25.559>so

00:28:28.630 --> 00:28:28.640 align:start position:0%
<00:28:28.630>instructions <00:28:28.631>but <00:28:28.633>not <00:28:28.635>only <00:28:28.637>okay <00:28:28.639>so

00:28:28.640 --> 00:28:32.070 align:start position:0%
<00:28:28.640>instructions <00:28:28.747>but <00:28:28.855>not <00:28:28.963>only <00:28:29.070>okay <00:28:29.178>so <00:28:29.286>conclusion <00:28:29.393>is <00:28:29.501>that <00:28:29.609>yes <00:28:29.716>again <00:28:29.824>only <00:28:29.932>just <00:28:30.040>a

00:28:32.070 --> 00:28:32.080 align:start position:0%
<00:28:32.070>conclusion <00:28:32.071>is <00:28:32.072>that <00:28:32.073>yes <00:28:32.075>again <00:28:32.076>only <00:28:32.077>just <00:28:32.079>a

00:28:32.080 --> 00:28:34.310 align:start position:0%
<00:28:32.080>conclusion <00:28:32.173>is <00:28:32.266>that <00:28:32.360>yes <00:28:32.453>again <00:28:32.546>only <00:28:32.639>just <00:28:32.733>a <00:28:32.826>reminder <00:28:32.919>uh <00:28:33.013>that <00:28:33.106>an <00:28:33.199>agent <00:28:33.293>is <00:28:33.386>a <00:28:33.480>model

00:28:34.310 --> 00:28:34.320 align:start position:0%
<00:28:34.310>reminder <00:28:34.311>uh <00:28:34.312>that <00:28:34.313>an <00:28:34.315>agent <00:28:34.316>is <00:28:34.317>a <00:28:34.319>model

00:28:34.320 --> 00:28:37.350 align:start position:0%
<00:28:34.320>reminder <00:28:34.419>uh <00:28:34.520>that <00:28:34.620>an <00:28:34.720>agent <00:28:34.820>is <00:28:34.919>a <00:28:35.020>model <00:28:35.120>like <00:28:35.220>just <00:28:35.320>Gemini <00:28:35.419>or <00:28:35.520>OPOS <00:28:35.620>plus <00:28:35.720>the

00:28:37.350 --> 00:28:37.360 align:start position:0%
<00:28:37.350>like <00:28:37.351>just <00:28:37.352>Gemini <00:28:37.354>or <00:28:37.356>OPOS <00:28:37.357>plus <00:28:37.359>the

00:28:37.360 --> 00:28:40.230 align:start position:0%
<00:28:37.360>like <00:28:37.476>just <00:28:37.593>Gemini <00:28:37.709>or <00:28:37.826>OPOS <00:28:37.943>plus <00:28:38.060>the <00:28:38.176>harness <00:28:38.293>everything <00:28:38.409>that <00:28:38.526>is <00:28:38.643>around <00:28:38.760>here

00:28:40.230 --> 00:28:40.240 align:start position:0%
<00:28:40.230>harness <00:28:40.231>everything <00:28:40.233>that <00:28:40.235>is <00:28:40.237>around <00:28:40.239>here

00:28:40.240 --> 00:28:43.669 align:start position:0%
<00:28:40.240>harness <00:28:40.347>everything <00:28:40.455>that <00:28:40.563>is <00:28:40.670>around <00:28:40.778>here <00:28:40.886>um <00:28:40.993>around <00:28:41.101>the <00:28:41.209>model <00:28:41.316>and <00:28:41.424>basically <00:28:41.532>the <00:28:41.640>V4

00:28:43.669 --> 00:28:43.679 align:start position:0%
<00:28:43.669>um <00:28:43.670>around <00:28:43.671>the <00:28:43.672>model <00:28:43.674>and <00:28:43.675>basically <00:28:43.676>the <00:28:43.678>V4

00:28:43.679 --> 00:28:45.669 align:start position:0%
<00:28:43.679>um <00:28:43.786>around <00:28:43.894>the <00:28:44.002>model <00:28:44.109>and <00:28:44.217>basically <00:28:44.325>the <00:28:44.432>V4 <00:28:44.540>was <00:28:44.648>actually <00:28:44.755>building <00:28:44.863>the <00:28:44.971>harness <00:28:45.079>in

00:28:45.669 --> 00:28:45.679 align:start position:0%
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00:28:45.679 --> 00:28:48.310 align:start position:0%
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00:28:48.310 --> 00:28:48.320 align:start position:0%
<00:28:48.310>order <00:28:48.311>for <00:28:48.312>me <00:28:48.313>to <00:28:48.315>get <00:28:48.316>really <00:28:48.317>good <00:28:48.319>metrics

00:28:48.320 --> 00:28:50.230 align:start position:0%
<00:28:48.320>order <00:28:48.419>for <00:28:48.520>me <00:28:48.620>to <00:28:48.720>get <00:28:48.820>really <00:28:48.919>good <00:28:49.020>metrics <00:28:49.120>to <00:28:49.220>compare <00:28:49.320>uh <00:28:49.419>the <00:28:49.520>agents <00:28:49.620>or <00:28:49.720>the

00:28:50.230 --> 00:28:50.240 align:start position:0%
<00:28:50.230>to <00:28:50.231>compare <00:28:50.233>uh <00:28:50.234>the <00:28:50.236>agents <00:28:50.237>or <00:28:50.239>the

00:28:50.240 --> 00:28:53.190 align:start position:0%
<00:28:50.240>to <00:28:50.347>compare <00:28:50.455>uh <00:28:50.563>the <00:28:50.670>agents <00:28:50.778>or <00:28:50.886>the <00:28:50.993>frameworks <00:28:51.101>and <00:28:51.209>actually <00:28:51.316>which <00:28:51.424>one <00:28:51.532>is <00:28:51.640>the

00:28:53.190 --> 00:28:53.200 align:start position:0%
<00:28:53.190>frameworks <00:28:53.191>and <00:28:53.193>actually <00:28:53.194>which <00:28:53.196>one <00:28:53.197>is <00:28:53.199>the

00:28:53.200 --> 00:28:54.870 align:start position:0%
<00:28:53.200>frameworks <00:28:53.307>and <00:28:53.415>actually <00:28:53.523>which <00:28:53.630>one <00:28:53.738>is <00:28:53.846>the <00:28:53.953>best <00:28:54.061>framework <00:28:54.169>I <00:28:54.276>still <00:28:54.384>don't <00:28:54.492>know <00:28:54.600>but

00:28:54.870 --> 00:28:54.880 align:start position:0%
<00:28:54.870>best <00:28:54.871>framework <00:28:54.873>I <00:28:54.874>still <00:28:54.876>don't <00:28:54.877>know <00:28:54.879>but

00:28:54.880 --> 00:28:56.870 align:start position:0%
<00:28:54.880>best <00:28:54.980>framework <00:28:55.080>I <00:28:55.180>still <00:28:55.280>don't <00:28:55.380>know <00:28:55.480>but <00:28:55.580>the <00:28:55.680>best <00:28:55.780>framework <00:28:55.880>for <00:28:55.980>me <00:28:56.080>is <00:28:56.180>the <00:28:56.280>one

00:28:56.870 --> 00:28:56.880 align:start position:0%
<00:28:56.870>the <00:28:56.871>best <00:28:56.872>framework <00:28:56.873>for <00:28:56.875>me <00:28:56.876>is <00:28:56.877>the <00:28:56.879>one

00:28:56.880 --> 00:28:59.269 align:start position:0%
<00:28:56.880>the <00:28:56.973>best <00:28:57.066>framework <00:28:57.160>for <00:28:57.253>me <00:28:57.346>is <00:28:57.440>the <00:28:57.533>one <00:28:57.626>that <00:28:57.720>your <00:28:57.813>harness <00:28:57.906>can <00:28:58.000>measure <00:28:58.093>so <00:28:58.186>you <00:28:58.280>can

00:28:59.269 --> 00:28:59.279 align:start position:0%
<00:28:59.269>that <00:28:59.270>your <00:28:59.271>harness <00:28:59.272>can <00:28:59.274>measure <00:28:59.275>so <00:28:59.276>you <00:28:59.278>can

00:28:59.279 --> 00:29:01.110 align:start position:0%
<00:28:59.279>that <00:28:59.379>your <00:28:59.479>harness <00:28:59.579>can <00:28:59.679>measure <00:28:59.779>so <00:28:59.879>you <00:28:59.979>can <00:29:00.079>have <00:29:00.179>the <00:29:00.279>metrics <00:29:00.379>and <00:29:00.479>you <00:29:00.579>can <00:29:00.679>optimize

00:29:01.110 --> 00:29:01.120 align:start position:0%
<00:29:01.110>have <00:29:01.111>the <00:29:01.112>metrics <00:29:01.114>and <00:29:01.116>you <00:29:01.117>can <00:29:01.119>optimize

00:29:01.120 --> 00:29:05.029 align:start position:0%
<00:29:01.120>have <00:29:01.236>the <00:29:01.353>metrics <00:29:01.469>and <00:29:01.586>you <00:29:01.703>can <00:29:01.820>optimize <00:29:01.936>your <00:29:02.053>system <00:29:02.169>to <00:29:02.286>get <00:29:02.403>better <00:29:02.520>results.

00:29:05.029 --> 00:29:05.039 align:start position:0%
<00:29:05.029>your <00:29:05.030>system <00:29:05.032>to <00:29:05.034>get <00:29:05.036>better <00:29:05.038>results.

00:29:05.039 --> 00:29:09.269 align:start position:0%
<00:29:05.039>your <00:29:05.146>system <00:29:05.254>to <00:29:05.362>get <00:29:05.469>better <00:29:05.577>results. <00:29:05.685>Um <00:29:05.792>I <00:29:05.900>you <00:29:06.008>know <00:29:06.115>I <00:29:06.223>I <00:29:06.331>I <00:29:06.439>gave

00:29:09.269 --> 00:29:09.279 align:start position:0%
<00:29:09.269>Um <00:29:09.270>I <00:29:09.271>you <00:29:09.272>know <00:29:09.274>I <00:29:09.275>I <00:29:09.276>I <00:29:09.278>gave

00:29:09.279 --> 00:29:10.389 align:start position:0%
<00:29:09.279>Um <00:29:09.362>I <00:29:09.445>you <00:29:09.528>know <00:29:09.612>I <00:29:09.695>I <00:29:09.778>I <00:29:09.861>gave <00:29:09.945>really <00:29:10.028>[clears <00:29:10.111>throat] <00:29:10.194>high <00:29:10.277>level

00:29:10.389 --> 00:29:10.399 align:start position:0%
<00:29:10.389>really <00:29:10.391>[clears <00:29:10.393>throat] <00:29:10.395>high <00:29:10.398>level

00:29:10.399 --> 00:29:12.549 align:start position:0%
<00:29:10.399>really <00:29:10.526>[clears <00:29:10.653>throat] <00:29:10.780>high <00:29:10.908>level <00:29:11.035>diagrams <00:29:11.162>because <00:29:11.289>I <00:29:11.417>cannot <00:29:11.544>go <00:29:11.671>into <00:29:11.799>detail

00:29:12.549 --> 00:29:12.559 align:start position:0%
<00:29:12.549>diagrams <00:29:12.550>because <00:29:12.552>I <00:29:12.553>cannot <00:29:12.555>go <00:29:12.556>into <00:29:12.558>detail

00:29:12.559 --> 00:29:15.110 align:start position:0%
<00:29:12.559>diagrams <00:29:12.686>because <00:29:12.813>I <00:29:12.940>cannot <00:29:13.068>go <00:29:13.195>into <00:29:13.322>detail <00:29:13.449>of <00:29:13.577>how <00:29:13.704>the <00:29:13.831>things <00:29:13.959>work.

00:29:15.110 --> 00:29:15.120 align:start position:0%
<00:29:15.110>of <00:29:15.112>how <00:29:15.114>the <00:29:15.116>things <00:29:15.119>work.

00:29:15.120 --> 00:29:20.630 align:start position:0%
<00:29:15.120>of <00:29:15.219>how <00:29:15.320>the <00:29:15.419>things <00:29:15.520>work. <00:29:15.620>um <00:29:15.719>in <00:29:15.820>in <00:29:15.919>more <00:29:16.020>detail <00:29:16.120>but <00:29:16.219>o <00:29:16.320>only <00:29:16.419>only <00:29:16.520>so

00:29:20.630 --> 00:29:20.640 align:start position:0%
<00:29:20.630>um <00:29:20.631>in <00:29:20.632>in <00:29:20.633>more <00:29:20.634>detail <00:29:20.635>but <00:29:20.636>o <00:29:20.637>only <00:29:20.638>only <00:29:20.639>so

00:29:20.640 --> 00:29:23.029 align:start position:0%
<00:29:20.640>um <00:29:20.722>in <00:29:20.804>in <00:29:20.887>more <00:29:20.969>detail <00:29:21.051>but <00:29:21.134>o <00:29:21.216>only <00:29:21.298>only <00:29:21.381>so <00:29:21.463>you <00:29:21.545>can <00:29:21.628>have <00:29:21.710>an <00:29:21.792>idea <00:29:21.875>of <00:29:21.957>everything <00:29:22.040>that

00:29:23.029 --> 00:29:23.039 align:start position:0%
<00:29:23.029>you <00:29:23.030>can <00:29:23.031>have <00:29:23.032>an <00:29:23.034>idea <00:29:23.035>of <00:29:23.036>everything <00:29:23.038>that

00:29:23.039 --> 00:29:25.669 align:start position:0%
<00:29:23.039>you <00:29:23.132>can <00:29:23.225>have <00:29:23.319>an <00:29:23.412>idea <00:29:23.505>of <00:29:23.599>everything <00:29:23.692>that <00:29:23.785>is <00:29:23.879>behind <00:29:23.972>this <00:29:24.065>uh <00:29:24.158>the <00:29:24.252>scenes. <00:29:24.345>Uh <00:29:24.439>I

00:29:25.669 --> 00:29:25.679 align:start position:0%
<00:29:25.669>is <00:29:25.670>behind <00:29:25.671>this <00:29:25.672>uh <00:29:25.674>the <00:29:25.675>scenes. <00:29:25.676>Uh <00:29:25.678>I

00:29:25.679 --> 00:29:27.830 align:start position:0%
<00:29:25.679>is <00:29:25.766>behind <00:29:25.854>this <00:29:25.941>uh <00:29:26.029>the <00:29:26.116>scenes. <00:29:26.204>Uh <00:29:26.291>I <00:29:26.379>wanted <00:29:26.466>to <00:29:26.554>give <00:29:26.641>a <00:29:26.729>give <00:29:26.816>you <00:29:26.904>a <00:29:26.991>run <00:29:27.079>a

00:29:27.830 --> 00:29:27.840 align:start position:0%
<00:29:27.830>wanted <00:29:27.831>to <00:29:27.832>give <00:29:27.833>a <00:29:27.834>give <00:29:27.835>you <00:29:27.836>a <00:29:27.837>run <00:29:27.839>a

00:29:27.840 --> 00:29:29.909 align:start position:0%
<00:29:27.840>wanted <00:29:27.927>to <00:29:28.014>give <00:29:28.102>a <00:29:28.189>give <00:29:28.277>you <00:29:28.365>a <00:29:28.452>run <00:29:28.540>a <00:29:28.627>rundown <00:29:28.715>of <00:29:28.802>all <00:29:28.889>the <00:29:28.977>tools <00:29:29.064>and <00:29:29.152>scripts <00:29:29.240>uh

00:29:29.909 --> 00:29:29.919 align:start position:0%
<00:29:29.909>rundown <00:29:29.910>of <00:29:29.911>all <00:29:29.912>the <00:29:29.914>tools <00:29:29.915>and <00:29:29.916>scripts <00:29:29.918>uh

00:29:29.919 --> 00:29:33.029 align:start position:0%
<00:29:29.919>rundown <00:29:30.006>of <00:29:30.094>all <00:29:30.181>the <00:29:30.269>tools <00:29:30.356>and <00:29:30.444>scripts <00:29:30.531>uh <00:29:30.619>that <00:29:30.706>I <00:29:30.794>used. <00:29:30.881>So <00:29:30.969>the <00:29:31.056>coding <00:29:31.144>aent <00:29:31.231>cod <00:29:31.319>code

00:29:33.029 --> 00:29:33.039 align:start position:0%
<00:29:33.029>that <00:29:33.030>I <00:29:33.031>used. <00:29:33.032>So <00:29:33.033>the <00:29:33.034>coding <00:29:33.035>aent <00:29:33.036>cod <00:29:33.038>code

00:29:33.039 --> 00:29:35.269 align:start position:0%
<00:29:33.039>that <00:29:33.139>I <00:29:33.239>used. <00:29:33.339>So <00:29:33.439>the <00:29:33.539>coding <00:29:33.639>aent <00:29:33.739>cod <00:29:33.839>code <00:29:33.939>anti-gravity <00:29:34.039>and <00:29:34.139>codeex <00:29:34.239>only <00:29:34.339>for <00:29:34.439>the

00:29:35.269 --> 00:29:35.279 align:start position:0%
<00:29:35.269>anti-gravity <00:29:35.270>and <00:29:35.272>codeex <00:29:35.274>only <00:29:35.276>for <00:29:35.278>the

00:29:35.279 --> 00:29:38.389 align:start position:0%
<00:29:35.279>anti-gravity <00:29:35.395>and <00:29:35.512>codeex <00:29:35.629>only <00:29:35.745>for <00:29:35.862>the <00:29:35.979>judging <00:29:36.095>with <00:29:36.212>the <00:29:36.329>with <00:29:36.445>the <00:29:36.562>commands <00:29:36.679>here

00:29:38.389 --> 00:29:38.399 align:start position:0%
<00:29:38.389>judging <00:29:38.390>with <00:29:38.391>the <00:29:38.393>with <00:29:38.395>the <00:29:38.396>commands <00:29:38.398>here

00:29:38.399 --> 00:29:41.190 align:start position:0%
<00:29:38.399>judging <00:29:38.498>with <00:29:38.599>the <00:29:38.698>with <00:29:38.799>the <00:29:38.899>commands <00:29:38.998>here <00:29:39.099>the <00:29:39.198>models <00:29:39.299>opposit <00:29:39.399>pro <00:29:39.498>and <00:29:39.599>flash <00:29:39.698>for <00:29:39.799>the

00:29:41.190 --> 00:29:41.200 align:start position:0%
<00:29:41.190>the <00:29:41.191>models <00:29:41.192>opposit <00:29:41.193>pro <00:29:41.195>and <00:29:41.196>flash <00:29:41.197>for <00:29:41.199>the

00:29:41.200 --> 00:29:45.110 align:start position:0%
<00:29:41.200>the <00:29:41.287>models <00:29:41.375>opposit <00:29:41.462>pro <00:29:41.550>and <00:29:41.637>flash <00:29:41.725>for <00:29:41.812>the <00:29:41.900>builds <00:29:41.987>and <00:29:42.075>uh <00:29:42.162>the <00:29:42.250>the <00:29:42.337>cost <00:29:42.425>the <00:29:42.512>for <00:29:42.600>a

00:29:45.110 --> 00:29:45.120 align:start position:0%
<00:29:45.110>builds <00:29:45.111>and <00:29:45.112>uh <00:29:45.113>the <00:29:45.114>the <00:29:45.115>cost <00:29:45.116>the <00:29:45.117>for <00:29:45.119>a

00:29:45.120 --> 00:29:47.990 align:start position:0%
<00:29:45.120>builds <00:29:45.213>and <00:29:45.306>uh <00:29:45.399>the <00:29:45.493>the <00:29:45.586>cost <00:29:45.679>the <00:29:45.773>for <00:29:45.866>a <00:29:45.959>million <00:29:46.053>tokens <00:29:46.146>and <00:29:46.239>the <00:29:46.333>judge <00:29:46.426>models <00:29:46.520>uh

00:29:47.990 --> 00:29:48.000 align:start position:0%
<00:29:47.990>million <00:29:47.991>tokens <00:29:47.993>and <00:29:47.994>the <00:29:47.996>judge <00:29:47.997>models <00:29:47.999>uh

00:29:48.000 --> 00:29:50.630 align:start position:0%
<00:29:48.000>million <00:29:48.093>tokens <00:29:48.186>and <00:29:48.280>the <00:29:48.373>judge <00:29:48.466>models <00:29:48.560>uh <00:29:48.653>cloud <00:29:48.746>gemini <00:29:48.840>and <00:29:48.933>uh <00:29:49.026>GPT <00:29:49.120>and <00:29:49.213>I <00:29:49.306>use <00:29:49.400>the

00:29:50.630 --> 00:29:50.640 align:start position:0%
<00:29:50.630>cloud <00:29:50.631>gemini <00:29:50.632>and <00:29:50.633>uh <00:29:50.634>GPT <00:29:50.635>and <00:29:50.636>I <00:29:50.637>use <00:29:50.639>the

00:29:50.640 --> 00:29:54.310 align:start position:0%
<00:29:50.640>cloud <00:29:50.747>gemini <00:29:50.855>and <00:29:50.963>uh <00:29:51.070>GPT <00:29:51.178>and <00:29:51.286>I <00:29:51.393>use <00:29:51.501>the <00:29:51.609>lightweight <00:29:51.716>uh <00:29:51.824>models <00:29:51.932>for <00:29:52.040>judging.

00:29:54.310 --> 00:29:54.320 align:start position:0%
<00:29:54.310>lightweight <00:29:54.312>uh <00:29:54.314>models <00:29:54.316>for <00:29:54.319>judging.

00:29:54.320 --> 00:29:56.310 align:start position:0%
<00:29:54.320>lightweight <00:29:54.447>uh <00:29:54.574>models <00:29:54.701>for <00:29:54.829>judging. <00:29:54.956>So <00:29:55.083>you <00:29:55.210>can <00:29:55.338>see <00:29:55.465>the <00:29:55.592>orch <00:29:55.720>orchestration

00:29:56.310 --> 00:29:56.320 align:start position:0%
<00:29:56.310>So <00:29:56.311>you <00:29:56.312>can <00:29:56.314>see <00:29:56.316>the <00:29:56.317>orch <00:29:56.319>orchestration

00:29:56.320 --> 00:29:57.909 align:start position:0%
<00:29:56.320>So <00:29:56.419>you <00:29:56.520>can <00:29:56.620>see <00:29:56.720>the <00:29:56.820>orch <00:29:56.919>orchestration <00:29:57.020>scripts <00:29:57.120>there <00:29:57.220>are <00:29:57.320>a <00:29:57.419>lot <00:29:57.520>of <00:29:57.620>scripts <00:29:57.720>uh

00:29:57.909 --> 00:29:57.919 align:start position:0%
<00:29:57.909>scripts <00:29:57.910>there <00:29:57.911>are <00:29:57.912>a <00:29:57.914>lot <00:29:57.915>of <00:29:57.916>scripts <00:29:57.918>uh

00:29:57.919 --> 00:30:01.350 align:start position:0%
<00:29:57.919>scripts <00:29:58.006>there <00:29:58.094>are <00:29:58.181>a <00:29:58.269>lot <00:29:58.356>of <00:29:58.444>scripts <00:29:58.531>uh <00:29:58.619>scripts <00:29:58.706>uh <00:29:58.794>so <00:29:58.881>a <00:29:58.969>lot <00:29:59.056>of <00:29:59.144>bash <00:29:59.231>scripts <00:29:59.319>with

00:30:01.350 --> 00:30:01.360 align:start position:0%
<00:30:01.350>scripts <00:30:01.351>uh <00:30:01.352>so <00:30:01.353>a <00:30:01.354>lot <00:30:01.355>of <00:30:01.356>bash <00:30:01.357>scripts <00:30:01.359>with

00:30:01.360 --> 00:30:03.190 align:start position:0%
<00:30:01.360>scripts <00:30:01.500>uh <00:30:01.639>so <00:30:01.780>a <00:30:01.919>lot <00:30:02.060>of <00:30:02.199>bash <00:30:02.340>scripts <00:30:02.479>with <00:30:02.620>each <00:30:02.760>role

00:30:03.190 --> 00:30:03.200 align:start position:0%
<00:30:03.190>each <00:30:03.199>role

00:30:03.200 --> 00:30:05.190 align:start position:0%
<00:30:03.200>each <00:30:03.433>role <00:30:03.666>calculating <00:30:03.900>the <00:30:04.133>matrix <00:30:04.366>the <00:30:04.600>reporting

00:30:05.190 --> 00:30:05.200 align:start position:0%
<00:30:05.190>calculating <00:30:05.192>the <00:30:05.194>matrix <00:30:05.196>the <00:30:05.199>reporting

00:30:05.200 --> 00:30:07.029 align:start position:0%
<00:30:05.200>calculating <00:30:05.340>the <00:30:05.480>matrix <00:30:05.620>the <00:30:05.760>reporting <00:30:05.900>scripts <00:30:06.040>so <00:30:06.180>python <00:30:06.320>scripts <00:30:06.460>and <00:30:06.600>bash

00:30:07.029 --> 00:30:07.039 align:start position:0%
<00:30:07.029>scripts <00:30:07.030>so <00:30:07.032>python <00:30:07.034>scripts <00:30:07.036>and <00:30:07.038>bash

00:30:07.039 --> 00:30:09.990 align:start position:0%
<00:30:07.039>scripts <00:30:07.166>so <00:30:07.293>python <00:30:07.420>scripts <00:30:07.548>and <00:30:07.675>bash <00:30:07.802>scripts <00:30:07.929>uh <00:30:08.057>scoring <00:30:08.184>with <00:30:08.311>myestro <00:30:08.439>so

00:30:09.990 --> 00:30:10.000 align:start position:0%
<00:30:09.990>scripts <00:30:09.991>uh <00:30:09.993>scoring <00:30:09.995>with <00:30:09.997>myestro <00:30:09.999>so

00:30:10.000 --> 00:30:12.789 align:start position:0%
<00:30:10.000>scripts <00:30:10.116>uh <00:30:10.233>scoring <00:30:10.350>with <00:30:10.466>myestro <00:30:10.583>so <00:30:10.700>everything <00:30:10.816>related <00:30:10.933>to <00:30:11.050>mystro <00:30:11.166>uh <00:30:11.283>the <00:30:11.400>stat

00:30:12.789 --> 00:30:12.799 align:start position:0%
<00:30:12.789>everything <00:30:12.790>related <00:30:12.792>to <00:30:12.793>mystro <00:30:12.795>uh <00:30:12.796>the <00:30:12.798>stat

00:30:12.799 --> 00:30:15.350 align:start position:0%
<00:30:12.799>everything <00:30:12.892>related <00:30:12.985>to <00:30:13.079>mystro <00:30:13.172>uh <00:30:13.265>the <00:30:13.359>stat <00:30:13.452>static <00:30:13.545>analysis <00:30:13.639>so <00:30:13.732>a <00:30:13.825>lot <00:30:13.918>of <00:30:14.012>uh <00:30:14.105>tools <00:30:14.199>uh

00:30:15.350 --> 00:30:15.360 align:start position:0%
<00:30:15.350>static <00:30:15.351>analysis <00:30:15.352>so <00:30:15.353>a <00:30:15.354>lot <00:30:15.355>of <00:30:15.356>uh <00:30:15.357>tools <00:30:15.359>uh

00:30:15.360 --> 00:30:17.110 align:start position:0%
<00:30:15.360>static <00:30:15.453>analysis <00:30:15.546>so <00:30:15.639>a <00:30:15.733>lot <00:30:15.826>of <00:30:15.919>uh <00:30:16.013>tools <00:30:16.106>uh <00:30:16.199>related <00:30:16.293>to <00:30:16.386>the <00:30:16.479>frameworks <00:30:16.573>but <00:30:16.666>some <00:30:16.760>of

00:30:17.110 --> 00:30:17.120 align:start position:0%
<00:30:17.110>related <00:30:17.111>to <00:30:17.112>the <00:30:17.114>frameworks <00:30:17.116>but <00:30:17.117>some <00:30:17.119>of

00:30:17.120 --> 00:30:19.990 align:start position:0%
<00:30:17.120>related <00:30:17.236>to <00:30:17.353>the <00:30:17.469>frameworks <00:30:17.586>but <00:30:17.703>some <00:30:17.820>of <00:30:17.936>them <00:30:18.053>were <00:30:18.169>actually <00:30:18.286>uh <00:30:18.403>more <00:30:18.520>crossplatform

00:30:19.990 --> 00:30:20.000 align:start position:0%
<00:30:19.990>them <00:30:19.991>were <00:30:19.993>actually <00:30:19.995>uh <00:30:19.997>more <00:30:19.999>crossplatform

00:30:20.000 --> 00:30:22.310 align:start position:0%
<00:30:20.000>them <00:30:20.107>were <00:30:20.215>actually <00:30:20.323>uh <00:30:20.430>more <00:30:20.538>crossplatform <00:30:20.646>so <00:30:20.753>counting <00:30:20.861>the <00:30:20.969>lines <00:30:21.076>of <00:30:21.184>code <00:30:21.292>or <00:30:21.400>doing

00:30:22.310 --> 00:30:22.320 align:start position:0%
<00:30:22.310>so <00:30:22.311>counting <00:30:22.312>the <00:30:22.313>lines <00:30:22.315>of <00:30:22.316>code <00:30:22.317>or <00:30:22.319>doing

00:30:22.320 --> 00:30:24.789 align:start position:0%
<00:30:22.320>so <00:30:22.413>counting <00:30:22.506>the <00:30:22.600>lines <00:30:22.693>of <00:30:22.786>code <00:30:22.879>or <00:30:22.973>doing <00:30:23.066>calculating <00:30:23.159>the <00:30:23.253>size <00:30:23.346>of <00:30:23.439>the <00:30:23.533>APK <00:30:23.626>Okay. <00:30:23.720>Uh

00:30:24.789 --> 00:30:24.799 align:start position:0%
<00:30:24.789>calculating <00:30:24.790>the <00:30:24.791>size <00:30:24.792>of <00:30:24.794>the <00:30:24.795>APK <00:30:24.796>Okay. <00:30:24.798>Uh

00:30:24.799 --> 00:30:27.750 align:start position:0%
<00:30:24.799>calculating <00:30:24.886>the <00:30:24.974>size <00:30:25.061>of <00:30:25.149>the <00:30:25.236>APK <00:30:25.324>Okay. <00:30:25.411>Uh <00:30:25.499>the <00:30:25.586>layer <00:30:25.674>for <00:30:25.761>the <00:30:25.849>LLM, <00:30:25.936>LLM <00:30:26.024>as <00:30:26.111>judge. <00:30:26.199>So

00:30:27.750 --> 00:30:27.760 align:start position:0%
<00:30:27.750>the <00:30:27.751>layer <00:30:27.752>for <00:30:27.753>the <00:30:27.754>LLM, <00:30:27.755>LLM <00:30:27.756>as <00:30:27.757>judge. <00:30:27.759>So

00:30:27.760 --> 00:30:31.350 align:start position:0%
<00:30:27.760>the <00:30:27.847>layer <00:30:27.935>for <00:30:28.022>the <00:30:28.110>LLM, <00:30:28.197>LLM <00:30:28.285>as <00:30:28.372>judge. <00:30:28.460>So <00:30:28.547>uh <00:30:28.635>some <00:30:28.722>scripts <00:30:28.810>there <00:30:28.897>and <00:30:28.985>some <00:30:29.072>files. <00:30:29.160>Um

00:30:31.350 --> 00:30:31.360 align:start position:0%
<00:30:31.350>uh <00:30:31.351>some <00:30:31.352>scripts <00:30:31.353>there <00:30:31.355>and <00:30:31.356>some <00:30:31.357>files. <00:30:31.359>Um

00:30:31.360 --> 00:30:33.669 align:start position:0%
<00:30:31.360>uh <00:30:31.459>some <00:30:31.560>scripts <00:30:31.659>there <00:30:31.760>and <00:30:31.860>some <00:30:31.959>files. <00:30:32.060>Um <00:30:32.159>profiling <00:30:32.260>I <00:30:32.360>didn't <00:30:32.459>do <00:30:32.560>profiling. <00:30:32.659>I <00:30:32.760>want

00:30:33.669 --> 00:30:33.679 align:start position:0%
<00:30:33.669>profiling <00:30:33.670>I <00:30:33.672>didn't <00:30:33.673>do <00:30:33.675>profiling. <00:30:33.676>I <00:30:33.678>want

00:30:33.679 --> 00:30:36.549 align:start position:0%
<00:30:33.679>profiling <00:30:33.772>I <00:30:33.865>didn't <00:30:33.959>do <00:30:34.052>profiling. <00:30:34.145>I <00:30:34.239>want <00:30:34.332>to <00:30:34.425>do <00:30:34.519>in <00:30:34.612>the <00:30:34.705>uh <00:30:34.799>next <00:30:34.892>version. <00:30:34.985>So <00:30:35.079>uh

00:30:36.549 --> 00:30:36.559 align:start position:0%
<00:30:36.549>to <00:30:36.550>do <00:30:36.551>in <00:30:36.552>the <00:30:36.553>uh <00:30:36.554>next <00:30:36.555>version. <00:30:36.556>So <00:30:36.558>uh

00:30:36.559 --> 00:30:38.789 align:start position:0%
<00:30:36.559>to <00:30:36.641>do <00:30:36.723>in <00:30:36.806>the <00:30:36.888>uh <00:30:36.970>next <00:30:37.053>version. <00:30:37.135>So <00:30:37.217>uh <00:30:37.300>there <00:30:37.382>I <00:30:37.464>have <00:30:37.547>one <00:30:37.629>script <00:30:37.711>that <00:30:37.794>is <00:30:37.876>ready <00:30:37.959>to

00:30:38.789 --> 00:30:38.799 align:start position:0%
<00:30:38.789>there <00:30:38.790>I <00:30:38.791>have <00:30:38.792>one <00:30:38.793>script <00:30:38.794>that <00:30:38.795>is <00:30:38.796>ready <00:30:38.798>to

00:30:38.799 --> 00:30:42.950 align:start position:0%
<00:30:38.799>there <00:30:38.886>I <00:30:38.974>have <00:30:39.061>one <00:30:39.149>script <00:30:39.236>that <00:30:39.324>is <00:30:39.411>ready <00:30:39.499>to <00:30:39.586>do <00:30:39.674>that. <00:30:39.761>Specit <00:30:39.849>the <00:30:39.936>main <00:30:40.024>spec <00:30:40.111>kit <00:30:40.199>um

00:30:42.950 --> 00:30:42.960 align:start position:0%
<00:30:42.950>do <00:30:42.951>that. <00:30:42.952>Specit <00:30:42.953>the <00:30:42.955>main <00:30:42.956>spec <00:30:42.957>kit <00:30:42.959>um

00:30:42.960 --> 00:30:45.750 align:start position:0%
<00:30:42.960>do <00:30:43.067>that. <00:30:43.175>Specit <00:30:43.283>the <00:30:43.390>main <00:30:43.498>spec <00:30:43.606>kit <00:30:43.713>um <00:30:43.821>commands <00:30:43.929>that <00:30:44.036>I <00:30:44.144>used. <00:30:44.252>The <00:30:44.360>official

00:30:45.750 --> 00:30:45.760 align:start position:0%
<00:30:45.750>commands <00:30:45.751>that <00:30:45.753>I <00:30:45.755>used. <00:30:45.757>The <00:30:45.759>official

00:30:45.760 --> 00:30:47.510 align:start position:0%
<00:30:45.760>commands <00:30:45.876>that <00:30:45.993>I <00:30:46.110>used. <00:30:46.226>The <00:30:46.343>official <00:30:46.460>skills <00:30:46.576>as <00:30:46.693>I <00:30:46.810>said <00:30:46.926>for <00:30:47.043>Android, <00:30:47.160>for

00:30:47.510 --> 00:30:47.520 align:start position:0%
<00:30:47.510>skills <00:30:47.511>as <00:30:47.513>I <00:30:47.514>said <00:30:47.516>for <00:30:47.517>Android, <00:30:47.519>for

00:30:47.520 --> 00:30:50.230 align:start position:0%
<00:30:47.520>skills <00:30:47.660>as <00:30:47.800>I <00:30:47.940>said <00:30:48.080>for <00:30:48.220>Android, <00:30:48.360>for <00:30:48.500>Flutter <00:30:48.639>and <00:30:48.780>for <00:30:48.920>Expo.

00:30:50.230 --> 00:30:50.240 align:start position:0%
<00:30:50.230>Flutter <00:30:50.233>and <00:30:50.236>for <00:30:50.239>Expo.

00:30:50.240 --> 00:30:52.070 align:start position:0%
<00:30:50.240>Flutter <00:30:50.356>and <00:30:50.473>for <00:30:50.590>Expo. <00:30:50.706>Uh <00:30:50.823>the <00:30:50.940>build <00:30:51.056>tool <00:30:51.173>chains <00:30:51.290>of <00:30:51.406>course <00:30:51.523>I <00:30:51.640>am

00:30:52.070 --> 00:30:52.080 align:start position:0%
<00:30:52.070>Uh <00:30:52.071>the <00:30:52.072>build <00:30:52.073>tool <00:30:52.074>chains <00:30:52.075>of <00:30:52.076>course <00:30:52.077>I <00:30:52.079>am

00:30:52.080 --> 00:30:53.350 align:start position:0%
<00:30:52.080>Uh <00:30:52.151>the <00:30:52.222>build <00:30:52.294>tool <00:30:52.365>chains <00:30:52.437>of <00:30:52.508>course <00:30:52.580>I <00:30:52.651>am <00:30:52.722>building. <00:30:52.794>So <00:30:52.865>I <00:30:52.937>need <00:30:53.008>the <00:30:53.080>build <00:30:53.151>to <00:30:53.223>change

00:30:53.350 --> 00:30:53.360 align:start position:0%
<00:30:53.350>building. <00:30:53.351>So <00:30:53.352>I <00:30:53.353>need <00:30:53.355>the <00:30:53.356>build <00:30:53.357>to <00:30:53.359>change

00:30:53.360 --> 00:30:56.070 align:start position:0%
<00:30:53.360>building. <00:30:53.467>So <00:30:53.575>I <00:30:53.683>need <00:30:53.790>the <00:30:53.898>build <00:30:54.006>to <00:30:54.113>change <00:30:54.221>for <00:30:54.329>Android <00:30:54.436>flutter <00:30:54.544>and <00:30:54.652>react <00:30:54.760>native

00:30:56.070 --> 00:30:56.080 align:start position:0%
<00:30:56.070>for <00:30:56.071>Android <00:30:56.073>flutter <00:30:56.075>and <00:30:56.077>react <00:30:56.079>native

00:30:56.080 --> 00:30:58.710 align:start position:0%
<00:30:56.080>for <00:30:56.196>Android <00:30:56.313>flutter <00:30:56.429>and <00:30:56.546>react <00:30:56.663>native <00:30:56.780>platform <00:30:56.896>and <00:30:57.013>system <00:30:57.129>tools <00:30:57.246>um <00:30:57.363>uh <00:30:57.480>very

00:30:58.710 --> 00:30:58.720 align:start position:0%
<00:30:58.710>platform <00:30:58.711>and <00:30:58.713>system <00:30:58.714>tools <00:30:58.716>um <00:30:58.717>uh <00:30:58.719>very

00:30:58.720 --> 00:31:00.870 align:start position:0%
<00:30:58.720>platform <00:30:58.847>and <00:30:58.974>system <00:30:59.101>tools <00:30:59.229>um <00:30:59.356>uh <00:30:59.483>very <00:30:59.610>common <00:30:59.738>commands <00:30:59.865>configuration <00:30:59.992>and <00:31:00.120>input

00:31:00.870 --> 00:31:00.880 align:start position:0%
<00:31:00.870>common <00:31:00.872>commands <00:31:00.874>configuration <00:31:00.876>and <00:31:00.879>input

00:31:00.880 --> 00:31:03.510 align:start position:0%
<00:31:00.880>common <00:31:00.980>commands <00:31:01.080>configuration <00:31:01.180>and <00:31:01.280>input <00:31:01.380>files <00:31:01.480>uh <00:31:01.580>that <00:31:01.680>I <00:31:01.780>give <00:31:01.880>to <00:31:01.980>the <00:31:02.080>system. <00:31:02.180>So <00:31:02.280>a

00:31:03.510 --> 00:31:03.520 align:start position:0%
<00:31:03.510>files <00:31:03.511>uh <00:31:03.512>that <00:31:03.513>I <00:31:03.514>give <00:31:03.514>to <00:31:03.516>the <00:31:03.517>system. <00:31:03.518>So <00:31:03.519>a

00:31:03.520 --> 00:31:05.909 align:start position:0%
<00:31:03.520>files <00:31:03.597>uh <00:31:03.675>that <00:31:03.753>I <00:31:03.831>give <00:31:03.908>to <00:31:03.986>the <00:31:04.064>system. <00:31:04.142>So <00:31:04.220>a <00:31:04.297>lot <00:31:04.375>of <00:31:04.453>things <00:31:04.531>that <00:31:04.608>I <00:31:04.686>put <00:31:04.764>into <00:31:04.842>the <00:31:04.920>system

00:31:05.909 --> 00:31:05.919 align:start position:0%
<00:31:05.909>lot <00:31:05.910>of <00:31:05.911>things <00:31:05.912>that <00:31:05.913>I <00:31:05.914>put <00:31:05.915>into <00:31:05.916>the <00:31:05.918>system

00:31:05.919 --> 00:31:08.230 align:start position:0%
<00:31:05.919>lot <00:31:06.012>of <00:31:06.105>things <00:31:06.199>that <00:31:06.292>I <00:31:06.385>put <00:31:06.479>into <00:31:06.572>the <00:31:06.665>system <00:31:06.759>and <00:31:06.852>as <00:31:06.945>an <00:31:07.039>output <00:31:07.132>everything <00:31:07.225>that <00:31:07.319>I

00:31:08.230 --> 00:31:08.240 align:start position:0%
<00:31:08.230>and <00:31:08.231>as <00:31:08.233>an <00:31:08.234>output <00:31:08.236>everything <00:31:08.237>that <00:31:08.239>I

00:31:08.240 --> 00:31:10.549 align:start position:0%
<00:31:08.240>and <00:31:08.347>as <00:31:08.455>an <00:31:08.563>output <00:31:08.670>everything <00:31:08.778>that <00:31:08.886>I <00:31:08.993>create <00:31:09.101>and <00:31:09.209>everything <00:31:09.316>that <00:31:09.424>I <00:31:09.532>produce <00:31:09.640>uh

00:31:10.549 --> 00:31:10.559 align:start position:0%
<00:31:10.549>create <00:31:10.550>and <00:31:10.552>everything <00:31:10.553>that <00:31:10.555>I <00:31:10.556>produce <00:31:10.558>uh

00:31:10.559 --> 00:31:12.710 align:start position:0%
<00:31:10.559>create <00:31:10.666>and <00:31:10.774>everything <00:31:10.882>that <00:31:10.989>I <00:31:11.097>produce <00:31:11.205>uh <00:31:11.312>with <00:31:11.420>the <00:31:11.528>system <00:31:11.635>and <00:31:11.743>finally <00:31:11.851>the <00:31:11.959>devices

00:31:12.710 --> 00:31:12.720 align:start position:0%
<00:31:12.710>with <00:31:12.711>the <00:31:12.713>system <00:31:12.714>and <00:31:12.716>finally <00:31:12.717>the <00:31:12.719>devices

00:31:12.720 --> 00:31:16.149 align:start position:0%
<00:31:12.720>with <00:31:12.820>the <00:31:12.920>system <00:31:13.020>and <00:31:13.120>finally <00:31:13.220>the <00:31:13.320>devices <00:31:13.420>and <00:31:13.520>the <00:31:13.620>environment. <00:31:13.720>So <00:31:13.820>yeah <00:31:13.920>so <00:31:14.020>that's <00:31:14.120>a

00:31:16.149 --> 00:31:16.159 align:start position:0%
<00:31:16.149>and <00:31:16.150>the <00:31:16.151>environment. <00:31:16.152>So <00:31:16.154>yeah <00:31:16.155>so <00:31:16.156>that's <00:31:16.158>a

00:31:16.159 --> 00:31:20.516 align:start position:0%
<00:31:16.159>and <00:31:16.266>the <00:31:16.374>environment. <00:31:16.482>So <00:31:16.589>yeah <00:31:16.697>so <00:31:16.805>that's <00:31:16.912>a <00:31:17.020>lot <00:31:17.128>and <00:31:17.235>that's <00:31:17.343>all. <00:31:17.451>Thank <00:31:17.559>you.

00:31:20.516 --> 00:31:20.526 align:start position:0%
<00:31:20.516>lot <00:31:20.517>and <00:31:20.519>that's <00:31:20.521>all. <00:31:20.523>Thank <00:31:20.525>you.

00:31:20.526 --> 00:31:22.630 align:start position:0%
<00:31:20.526>lot <00:31:20.726>and <00:31:20.926>that's <00:31:21.126>all. <00:31:21.326>Thank <00:31:21.526>you. <00:31:21.726>&gt;&gt; <00:31:21.926>[applause]

00:31:22.640 --> 00:31:23.990 align:start position:0%
<00:31:22.640>&gt;&gt; <00:31:22.883>Thank <00:31:23.126>you <00:31:23.369>very <00:31:23.612>much <00:31:23.855>Elaine.

00:31:23.990 --> 00:31:24.000 align:start position:0%
<00:31:23.990>&gt;&gt; <00:31:23.991>Thank <00:31:23.993>you <00:31:23.995>very <00:31:23.997>much <00:31:23.999>Elaine.

00:31:24.000 --> 00:31:25.830 align:start position:0%
<00:31:24.000>&gt;&gt; <00:31:24.127>Thank <00:31:24.254>you <00:31:24.381>very <00:31:24.509>much <00:31:24.636>Elaine. <00:31:24.763>Unfortunately, <00:31:24.890>we <00:31:25.018>don't <00:31:25.145>have <00:31:25.272>time <00:31:25.400>for

00:31:25.830 --> 00:31:25.840 align:start position:0%
<00:31:25.830>Unfortunately, <00:31:25.831>we <00:31:25.833>don't <00:31:25.835>have <00:31:25.837>time <00:31:25.839>for

00:31:25.840 --> 00:31:28.710 align:start position:0%
<00:31:25.840>Unfortunately, <00:31:25.956>we <00:31:26.073>don't <00:31:26.189>have <00:31:26.306>time <00:31:26.423>for <00:31:26.540>question <00:31:26.656>but <00:31:26.773>uh <00:31:26.889>I <00:31:27.006>encourage <00:31:27.123>the <00:31:27.240>people

00:31:28.710 --> 00:31:28.720 align:start position:0%
<00:31:28.710>question <00:31:28.711>but <00:31:28.713>uh <00:31:28.714>I <00:31:28.716>encourage <00:31:28.717>the <00:31:28.719>people

00:31:28.720 --> 00:31:33.510 align:start position:0%
<00:31:28.720>question <00:31:28.813>but <00:31:28.906>uh <00:31:29.000>I <00:31:29.093>encourage <00:31:29.186>the <00:31:29.280>people <00:31:29.373>who <00:31:29.466>ask <00:31:29.560>to <00:31:29.653>approach <00:31:29.746>you <00:31:29.840>I <00:31:29.933>after <00:31:30.026>um <00:31:30.120>yeah

00:31:33.510 --> 00:31:33.520 align:start position:0%
<00:31:33.510>who <00:31:33.511>ask <00:31:33.512>to <00:31:33.513>approach <00:31:33.514>you <00:31:33.515>I <00:31:33.516>after <00:31:33.517>um <00:31:33.519>yeah

00:31:33.520 --> 00:31:34.549 align:start position:0%
<00:31:33.520>who <00:31:33.612>ask <00:31:33.705>to <00:31:33.797>approach <00:31:33.890>you <00:31:33.983>I <00:31:34.075>after <00:31:34.168>um <00:31:34.260>yeah <00:31:34.353>now <00:31:34.446>basically.

00:31:34.549 --> 00:31:34.559 align:start position:0%
<00:31:34.549>now <00:31:34.558>basically.

00:31:34.559 --> 00:31:35.110 align:start position:0%
<00:31:34.559>now <00:31:34.724>basically. <00:31:34.889>&gt;&gt; <00:31:35.054>Yes.

00:31:35.110 --> 00:31:35.120 align:start position:0%
<00:31:35.110>&gt;&gt; <00:31:35.119>Yes.

00:31:35.120 --> 00:31:37.029 align:start position:0%
<00:31:35.120>&gt;&gt; <00:31:35.247>Yes. <00:31:35.374>&gt;&gt; <00:31:35.501>So <00:31:35.629>um <00:31:35.756>thank <00:31:35.883>you <00:31:36.010>very <00:31:36.138>much. <00:31:36.265>We <00:31:36.392>start <00:31:36.520>with

00:31:37.029 --> 00:31:37.039 align:start position:0%
<00:31:37.029>&gt;&gt; <00:31:37.030>So <00:31:37.031>um <00:31:37.032>thank <00:31:37.033>you <00:31:37.034>very <00:31:37.035>much. <00:31:37.036>We <00:31:37.037>start <00:31:37.038>with

00:31:37.039 --> 00:31:40.230 align:start position:0%
<00:31:37.039>&gt;&gt; <00:31:37.121>So <00:31:37.203>um <00:31:37.286>thank <00:31:37.368>you <00:31:37.450>very <00:31:37.533>much. <00:31:37.615>We <00:31:37.697>start <00:31:37.780>with <00:31:37.862>the <00:31:37.944>next <00:31:38.027>talk <00:31:38.109>in <00:31:38.191>about <00:31:38.274>10 <00:31:38.356>minutes. <00:31:38.439>Um

00:31:40.230 --> 00:31:40.240 align:start position:0%
<00:31:40.230>the <00:31:40.231>next <00:31:40.232>talk <00:31:40.233>in <00:31:40.235>about <00:31:40.236>10 <00:31:40.237>minutes. <00:31:40.239>Um

00:31:40.240 --> 00:31:42.950 align:start position:0%
<00:31:40.240>the <00:31:40.340>next <00:31:40.440>talk <00:31:40.540>in <00:31:40.640>about <00:31:40.740>10 <00:31:40.840>minutes. <00:31:40.940>Um <00:31:41.040>and <00:31:41.140>thank <00:31:41.240>you <00:31:41.340>for <00:31:41.440>sharing <00:31:41.540>your <00:31:41.640>your

00:31:42.950 --> 00:31:42.960 align:start position:0%
<00:31:42.950>and <00:31:42.951>thank <00:31:42.953>you <00:31:42.954>for <00:31:42.956>sharing <00:31:42.957>your <00:31:42.959>your

00:31:42.960 --> 00:31:43.750 align:start position:0%
<00:31:42.960>and <00:31:43.039>thank <00:31:43.118>you <00:31:43.197>for <00:31:43.276>sharing <00:31:43.355>your <00:31:43.434>your <00:31:43.513>insight <00:31:43.592>with <00:31:43.671>us.

00:31:43.750 --> 00:31:43.760 align:start position:0%
<00:31:43.750>insight <00:31:43.754>with <00:31:43.759>us.

00:31:43.760 --> 00:31:47.080 align:start position:0%
<00:31:43.760>insight <00:31:43.993>with <00:31:44.226>us. <00:31:44.460>&gt;&gt; <00:31:44.693>Yes. <00:31:44.926>Thank <00:31:45.160>you.