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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.

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#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 · WWC 2025

1:50 min

Managing observability using natural language AI agents

Alex Laubscher Alex Laubscher +3 · WWC 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 · WWC 2025

2:21 min

Using AI for incident summaries and root cause analysis

Jemiah Sius Jemiah Sius +1 · WWC Europe 2026

1:21 min

Leveraging generative AI for application observability and security

Jemiah Sius Jemiah Sius · WWC 2023

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