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CrewAI tool failure reporting

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CrewAI 1.15.9 AI agent workflow improvements for QA engineers

CrewAI 1.15.9 Released: Better Failure Visibility and Smarter AI Agent Workflows for QA Engineers

Explore CrewAI 1.15.9, featuring improved tool failure reporting, FlowFailedEvent, and progressive skill disclosure. Learn what changed, upgrade steps, QA insights, and enterprise…

Shahnawaz Khan Jul 30, 2026 19 min read