# CrewAI 1.15.24

Category: agent-infrastructure
Published: 2026-10-07T17:39:47Z
Source: [CrewAI releases](https://github.com/crewAIInc/crewAI/releases/tag/1.15.24)
Agent usefulness: 62/100
Confidence: 0.96
Content mode: release-watch
Verified: 2026-10-17T07:29:24.230Z
Tags: crewai, multi-agent, workflow

## Human Summary
CrewAI releases published CrewAI 1.15.24. 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…

## Agent Summary
Treat CrewAI 1.15.24 as an official release signal. Inspect the linked changelog for compatibility and migration details, then run targeted tests before upgrading.

## Body
CrewAI releases published CrewAI 1.15.24. This automated release-watch entry was generated from the project's official GitHub release feed and is kept separate from human-reviewed editorial analysis. 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 ,…

## Recommended actions
- Review the official CrewAI releases release notes before upgrading.
- Check compatibility, migration, and security notes against your current agent stack.
- Run focused regression tests before production rollout.

## Sponsors
No sponsor placement attached.

## Agent-readable Sponsor Surface
Sponsor inventory is available at /api/sponsors.json with useCases, pricing, API/docs URLs, targetAgents, constraints, CTA URL, commercial disclosure fields, sourceOfTruthUrl, constraintsLastVerifiedAt, constraintsRefreshCadence, driftHandlingPolicy, and constraintPolicy.