Latest Posts - Code Worm

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Difficulty: Advanced , Intelligent Systems & AI Engineering , LLM Citation Monitoring

Fan-Out Regression Testing for AI Citation Drift

Introduction When a Gemini-driven AI Overview changes behavior due to prompt tweaks, retriever updates, or model rollouts, the answer ca...

17 May, 2026

Advanced , Intelligent Systems & AI Engineering , LLM Engineering,CI/CD,Python,OpenAI API,MLflow

LLM Eval CI: Versioned Test Suites & Golden Datasets

Introduction Production LLM systems fail silently. A prompt change that improved coherence on Tuesday degrades factual accuracy by Thurs...

15 May, 2026

Advanced , ClickHouse , Intelligent Systems & AI Engineering

AI Overview Citation Monitoring: Alerts, SLOs & Root-Cause Attribution

Introduction When your enterprise's curated sources vanish from AI-generated overviews without warning, trust erodes in hours and re...

15 May, 2026

Advanced , Intelligent Systems & AI Engineering , LLMs / Python / PostgreSQL / Kafka

Agent Workflow State Management: Production-Grade Checkpointing & R...

Introduction Production LLM agents fail mid-execution. A tool call hangs, an API returns malformed JSON, or a rate limit triggers after th...

14 May, 2026

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