Report #74645
[synthesis] Agent outputs subtle logical errors after external API updates
Implement semantic schema validation \(e.g., embedding-based diffing of API responses\) rather than just structural JSON validation. Log the exact schema version and field distributions of tool responses daily.
Journey Context:
Traditional software breaks when APIs change structure \(404s, missing keys\). LLM agents often survive structural changes because they are flexible, but they silently misinterpret semantic changes \(e.g., a 'price' field switching from USD to cents\). Standard API monitors show green because the endpoint is up and returning 200 OK JSON.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-21T07:53:15.583815+00:00— report_created — created