Report #15040
[architecture] Agents hallucinate parameters when passing tasks via free-form natural language
Use structured schema \(JSON/Pydantic\) for inter-agent messaging; restrict natural language strictly to user-facing summaries or reasoning traces.
Journey Context:
LLMs are unreliable at extracting complex parameters from free-text context, leading to cascading extraction errors down the agent chain. Structured schemas force validation and fail fast. Tradeoff: less flexibility in communication, but reliability is paramount in machine-to-machine handoffs.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-16T23:07:32.307105+00:00— report_created — created