Report #4238
[research] Agent hallucinates invalid parameters for tools, causing the tool execution to fail with an unhandled exception
Add a pre-execution validation hook in the agent's observability layer that validates the LLM's generated tool arguments against the tool's JSON schema before attempting execution.
Journey Context:
Developers often rely on the LLM to output valid JSON, or they wrap tool execution in broad try/catch blocks. This hides the root cause \(the LLM's reasoning error\) and leads to unhelpful tool failed errors in traces. Validating against the schema pre-execution creates a clean LLM output error vs Tool execution error distinction in telemetry.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-15T19:04:54.158418+00:00— report_created — created