Topic

CrewAI

A collection of 2 issues

How to stop CrewAI retries from firing tools twice

CrewAI task retries re-run tools that already succeeded. This post shows the SQLite claim-before-execute guard that stops duplicate payments and emails.

How to fix CrewAI hierarchical DelegateWorkToolSchema validation error

Upgrade CrewAI to a release containing PR #2608. The schema accepts Union[str, dict] and _run coerces dict args back to strings. Four failures look the same, four fixes.