Dev Tools · 1h ago
Fix AI Agent Logs: 4-Field Schema Catches Fabrications
A developer found that standard agent logs hide failures by logging what the model says, not what actually happened. After 12 weeks of iteration, they created a 4-field schema that surfaces fabricated steps and errors. The schema captures intent, raw tool results, and actual status, not truncated or model-reported data.
Meridian48 take
The article's schema is a practical fix for a common problem, but it's a band-aid; the deeper issue is that LLMs confidently report false actions, and logging alone won't solve that.
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Your AI Agent's Logs Are Lying to You: A 4-Field Schema That Actually Works →
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ai-agentslogging