# 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: 2026-10-07T18:17:38.394Z
Tags: crewai, multi-agent, workflow

## Human Summary
CrewAI 1.15.24 introduces evaluation enhancements including model-swapping and brief generation, Oracle integrations, and experimental features for job lifecycles and reply queues.

## Agent Summary
CrewAI v1.15.24 introduces crewai eval CLI tooling with markdown reports and model swapping, experimental job lifecycle runners, Oracle integrations, context window centralization, and dependency security updates.

## Body
CrewAI 1.15.24 brings several feature updates, bug fixes, and refactoring efforts. Key features include adding crewai eval to generate markdown briefs when executed by an agent, support for crewai eval --models alongside LLM overlays to swap models and roles, Oracle integrations, and background reply queueing. It also adds experimental capabilities for turn/reply identities and a job lifecycle/runner. Fixes address CLI train filename errors, start step re-runs based on listened events, output exposure of human feedback reviews, non-zero exit codes (code 1) for failed crewai eval gates, tracing grant exporter usage reporting, and multiple package dependency advisories. Internal refactoring centralizes context windows and moves message summarization into SummarizeMessages .

## Recommended actions
- Upgrade to CrewAI 1.15.24 to apply fixes for multiple dependency advisories.
- Update CI/CD pipelines relying on crewai eval to handle exit code 1 when evaluation gates fail.
- Test Oracle integrations or experimental job lifecycle runners if adopting these components.

## 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.