{"version":"1.0","generated_at":"2026-11-02T10:49:09.019980","id":3746,"slug":"1-15-34","title":"crewAI 1.15.34 发布：补齐 LiteLLM 接入、结构化输出与错误可观测性","summary":"crewAI 1.15.34 的改动重心不在加功能，而在把多智能体运行中的静默失败变成可解释的报错、可计数的遥测和可恢复的状态：密钥缺失、重复工具调用、JSON 不符合 schema、流式异常被吞、登录与部署重试等逐条修补。","abstract":"crewAI 1.15.34 发布：补齐 LiteLLM 接入、结构化输出与错误可观测性 crewAI 1.15.34 的改动重心不在加功能，而在把多智能体运行中的静默失败变成可解释的报错、可计数的遥测和可恢复的状态：密钥缺失、重复工具调用、JSON 不符合 schema、流式异常被吞、登录与部署重试等逐条修补。 crewAI 1.15.34 的改动重心不在加功能，而在把多智能体运行中的静默失败变成可解释的报错、可计数的遥测和可恢复的状态：密钥缺失、重复工具调用、JSON 不符合 schema、流式异常被吞、登录与部署重试等逐条修补。 原贴提到：What's Changed Features Add standalone LiteLLM catalog PR before version 来源：github.com 变更内容 功能 在版本号提升之前，先添加独立的 LiteLLM 目录 PR 记录 crewai run 在 kickoff 之前停在哪里 添加 crewai skill search，用于列出组织的技能 将 crewai run --inputs 传入 Python flow 添加 deploy create --zip，并打印 zip 所基于的 commit 记录使用 planningconfig 的 agent 规划，并迁移 reasoning 页面 缺陷修复 在 crewai create 中不再提供已停用的 Gemini 模型 对 OpenAI 兼容 provider 抛出 MissingAPIKeyError 在匿名遥测中统计重复工具调用导致的停止次数…","access_level":"member","access_label":"免费阅读","access_mode":"full","is_preview":false,"canonical_url":"https://opc.beizhux.com/content/3746/1-15-34","html_url":"https://opc.beizhux.com/content/3746/1-15-34","json_url":"https://opc.beizhux.com/content/3746/1-15-34.json","published_at":"2026-11-02T05:21:56","updated_at":"2026-11-02T10:13:31","category":{"slug":"ai-business","name":"AI小生意项目库"},"source":{"site":"github.com","author":"joaomdmoura","url":"https://github.com/crewAIInc/crewAI/releases/tag/1.15.34"},"tags":["AI Agent","crewAI","LiteLLM","Release 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