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# Point. Ask. Answer. Building Vision into AI on Constrained Hardware

Build a privacy-first smart camera that processes visual data entirely on the edge. Discover how to deploy a 4-billion-parameter vision-language model locally on an 8GB Raspberry Pi.

- **Speakers:** [Kavya Sri Chennoju](https://www.wearedevelopers.com/@kavya-sri-chennoju)
- **Event:** World Congress 2026 North America
- **Published:** September 26, 2026
- **Duration:** 21:36
- **URL:** https://www.wearedevelopers.com/videos/100488-point-ask-answer-building-vision-into-ai-on-constrained-hardware
- **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/84d20ac54179e5d107c285d1c0897f32/thumbnails/thumbnail.jpg?time=127634ms

## Access

Playback and chapters for this video are available with a Free account.

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