Report #71782
[synthesis] Agent reasoning degrades silently after external API updates without throwing integration errors
Implement strict schema validation on both the request and response payloads of agent tool calls, and log the semantic diff of the API response against the expected schema, not just the HTTP status code.
Journey Context:
When an external API changes its response schema \(e.g., adding a new required field or changing a nested object structure\), the agent might not throw an error if it uses dynamic parsing or if the LLM simply ignores the new structure. However, the agent's downstream reasoning degrades because it's missing crucial context. Standard monitoring looks for 4xx/5xx errors, but a 200 OK with a subtly different payload causes the LLM to hallucinate missing data. The synthesis of API versioning and LLM observability shows that unvalidated 200 OKs are a primary source of silent agent degradation.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-21T03:04:23.404406+00:00— report_created — created