LangChain(@LangChainAI)
Learn more → https://t.co/qCV4PV74fN
6.0内容质量
TL;DR · AI 摘要
LangSmith Engine v2新增自动测试验证和红队测试功能，可提升AI代理开发效率。
核心要点
- LangSmith Engine v2可自动复制问题环境并验证修复方案
- 新版本支持红队测试提升安全性验证
- 自动化测试流程可减少人工干预
结构提纲
按章节快速跳转。
宣布LangSmith Engine v2发布新功能
系统可自动复制部署环境并验证修复方案
新增红队测试功能提升安全验证能力
思维导图
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查看大纲文本（无障碍 / 无 JS 友好）
- LangSmith Engine v2
- 核心功能
- 自动测试验证
- 红队测试
- 技术价值
- 提升开发效率
- 增强安全性
金句 / Highlights
值得收藏与分享的关键句。
Engine now tests and validates fixes automatically
New in LangSmith Engine: red teaming and automated testing
Replicates the issue with the same deployment environment
#LangChain#AI开发#自动化测试
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LangChain on X: "Learn more → https://t.co/qCV4PV74fN"
-  LangChain @LangChain Oct 2 Validate agent fixes before shipping them with LangSmith Engine v2. Engine now tests and validates fixes automatically: ✅Replicates the issue with the same deployment environment and same inputs ✅ Builds a fix, tests it, and iterates on improving it until it has a Show more  [](https://x.com/LangChain/status/2106037071848636473/photo/1) 16 4 33 8.8K
-  LangChain @LangChain Learn more → From langchain.com 3:02 PM · Oct 2, 2026·2,903 Views [](https://x.com/compose/post?in_reply_to=2106037074222567826) 2 1
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