WeAreDevelopers Logo WeAreDevelopers
Sign in
For You LIVE
World Congress 2025 • Aug 20, 2025 • Session details

APItoolkit: Using Merkle Trees and LLMs to Detect the UnDetectable in Software Monitoring

Anthony Alaribe

Are missing fields during your deployments silently causing massive data disruptions? Discover how combining Merkle trees and LLMs instantly exposes undetectable software anomalies hidden inside your server logs.

Pause
Mute Enter Fullscreen
#1 about 1 min

Introducing Monoscope for intelligent post-deployment system monitoring

Monoscope was created to actively analyze logs, metrics, and systems to automatically assist with post-deployment issue resolution.

#2 about 2 min

Why minor migration errors inspire automated anomaly detection systems

A costly production failure involving missing application fields demonstrates why systems must actively identify unexpected behavioral shifts.

#3 about 1 min

Managing information overload during complex production system incidents

Fast-moving teams often struggle with excess diagnostic data and scattered channel communication when attempting to resolve outages.

#4 about 1 min

Using Merkle trees to compress logs into distinct signatures

Utilizing Merkle trees condenses millions of incoming payloads into unique signatures to immediately flag previously unseen anomalies.

#5 about 1 min

Applying large language models to evaluate real-time system changes

Combining language models with observability data enables context-aware impact analysis and conversational interactions during incident responses.

Matching moments

37 sec

Investigating anomalous operational metric logs directly and securely

Modood Alvi · World Congress 2025

1:50 min

Managing observability using natural language AI agents

Alex Laubscher Alex Laubscher +3 · World Congress 2025

2:12 min

Elevating observability with anomaly detection and root cause analysis

Raz Cohen · LIVE

1:13 min

Monitoring enterprise AI workloads for continuous observability

Maxim Salnikov Maxim Salnikov · World Congress 2025

2:21 min

Using AI for incident summaries and root cause analysis

Jemiah Sius Jemiah Sius +1 · World Congress 2026 Europe

1:21 min

Leveraging generative AI for application observability and security

Jemiah Sius Jemiah Sius · World Congress 2023

More from World Congress 2025

GenAI Security: Navigating the Unseen Iceberg thumbnail
24:33
11 months ago

GenAI Security: Navigating the Unseen Iceberg

Maish Saidel-Keesing

Behind the Code: How Women Are Powering the Future of AI thumbnail
30:28
about 1 year ago

Behind the Code: How Women Are Powering the Future of AI

Alexandra Wudel, Laura Moritz, Madalina Florean

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise? thumbnail
28:12
about 1 year ago

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise?

Justus Lumpe, Konstantin Vinogradov, Nils Eiteneyer, Stephan Wirris

AI in Leadership: How Technology is Reshaping Executive Roles thumbnail
28:19
about 1 year ago

AI in Leadership: How Technology is Reshaping Executive Roles

Bernd Datler, Jasmin Kaiser, Jeff Hausmann, Sonja Alvarez

The AI-Ready Stack: Rethinking the Engineering Org of the Future thumbnail
28:09
about 1 year ago

The AI-Ready Stack: Rethinking the Engineering Org of the Future

Alex Laubscher, Jan Oberhauser, Keno Dreßel, Mirko Novakovic

AI Sovereignty: What Does It Take? thumbnail
29:13
about 1 year ago

AI Sovereignty: What Does It Take?

Boris Hecker, Clemens Wasner, Robin Hermann, Sonja Alvarez

Upcoming sessions on this topic

Open session

World Congress 2026 North America

September 25, 2026 · 09:00–09:30

Stage 1

Test Before Release, Enforce at Runtime: Governance for Tool-Using AI Agents

Sachin Gupta

Technical Leader at eBay

Sachin Gupta
Open session

World Congress 2026 North America

September 25, 2026 · 09:00–09:30

Stage 5

Reinventing Incident Response with AI Agents and MCP

Jayant Tyagi

Lead Member of Technical Staff at Salesforce

Jayant Tyagi
Open session

World Congress 2026 North America

September 25, 2026 · 13:30–14:00

Stage 2

Bluesky's Open Source Moderation Tools: LLM-based Event Detection in Python

Alex Garnett

Developer Relations, Bluesky

Alex Garnett
Open session

World Congress 2026 North America

September 25, 2026 · 15:45–15:55

Outdoor Stage

Closing the Visibility Gap: Lessons from Safety Critical Agentic Systems

Vivek Pandit

Frontier AI Lead at Turing

Vivek Pandit
Open session

World Congress 2026 North America

September 25, 2026 · 13:30–14:00

Stage 7

It’s Alive! Taming the MLOps Franken-Stack: Write, Run, and Serve with Michelangelo

Eric Wang, Paul Zimmerman

Eric Wang
Paul Zimmerman
Open session

World Congress 2026 North America

September 25, 2026 · 16:50–17:20

Stage 7

You Can’t Rerun Sunlight: Designing ML Data Architectures for Physical AI

An Phan

Senior Data Infrastructure Engineer @ Hippo Harvest

An Phan

Related videos

Mastering AI-Driven Problem Solving in Engineering with Observability thumbnail
27:39
World Congress 2024 • about 2 years ago

Mastering AI-Driven Problem Solving in Engineering with Observability

Jemiah Sius

Unlocking the AI Black Box: Building Trust in the Era of Agentic Production thumbnail
27:40
World Congress 2026 Europe • 3 months ago

Unlocking the AI Black Box: Building Trust in the Era of Agentic Production

Jemiah Sius, Harry Kimpel

Better Together: Leveraging Your Observability Tools as a SIEM thumbnail
39:06
Europe 2026 Virtual • 3 months ago

Better Together: Leveraging Your Observability Tools as a SIEM

Mathias Palmersheim

Get security done: streamlining application security with Aikido thumbnail
8:27
World Congress 2025 • about 1 year ago

Get security done: streamlining application security with Aikido

Mia Neethling

Why LLMs Need Observability and How to Do It thumbnail
32:41
Europe 2026 Virtual • 3 months ago

Why LLMs Need Observability and How to Do It

Rahul Gupta

Easy Mode Monitoring and Logging with Shiftmon thumbnail
32:00
Europe 2026 Virtual • 3 months ago

Easy Mode Monitoring and Logging with Shiftmon

Mathias Palmersheim

Related articles

From learning to earning

Jobs that call for the skills explored in this talk.