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The OpenAI provider raised a bare "OPENAI_API_KEY is required", which misdirects CrewAI AMP users who configured an org-wide LLM Connection. The error now explains the remediation (set the OPENAI_API_KEY environment variable or pass api_key to LLM()) and clarifies that org-wide LLM Connections do not apply to code-first AMP deployments, which read keys from deployment environment variables. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>