1.15.24
crewAIInc/crewAI1.15.24Oct 7, 2026by lorenzejay
Upgrading?
AI Summary
This release enhances the evaluation framework with markdown briefs and model swapping capabilities while introducing experimental job lifecycles and Oracle integrations. It also refactors context window management and fixes several CLI and feedback-related bugs.
Key Highlights
- Enhanced `crewai eval` with markdown briefs and model swapping via `--models` and `llm_overlay`
- Introduction of experimental job lifecycle and runner
- New Oracle Integrations
- Background reply queueing system
- Refactoring of message summarization and centralized context windows
New Features
- Add crewai eval to print a markdown brief when run by an agent
- Queue relevant background replies
- Add experimental turn and reply identities
- Add Oracle Integrations
- Add experimental job lifecycle and runner
- Add crewai eval --models, and llm_overlay to swap models as well as roles
Full Release Notes
## What's Changed ### Features - Add crewai eval to print a markdown brief when run by an agent - Queue relevant background replies - Add experimental turn and reply identities - Add Oracle Integrations - Add experimental job lifecycle and runner - Add crewai eval --models, and llm_overlay to swap models as well as roles ### Bug Fixes - Fix train filename error message in CLI - Allow a start step to re-run on the events it listens to - Let human_feedback emit steps expose the review in outputs - Ensure crewai eval exits with code 1 unless the gate passed and prompt to log in when nothing was traced unattended - Report tracing sent usage from the grant exporter - Address multiple dependency advisories and update relevant packages ### Refactoring - Move message summarization into SummarizeMessages - Centralize and refresh context windows ## Contributors @Velmet44, @Vidit-Ostwal, @dependabot[bot], @fileames, @gabemilani, @github-actions[bot], @joaomdmoura, @lorenzejay
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