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## 📢 News
- **2026-04-03** 🚀 Released **v0.1.0** — Skill quality monitoring: structural patterns extracted from high-quality skills now evaluate every new submission daily. Faster, more relevant cloud search. Production-grade vertical skill clusters emerging organically from the community. Frontend now supports Chinese (zh) i18n.
- **2026-04-02** ⚡ Cloud search upgraded for higher relevance and lower latency.
- **2026-03-31** 🛡️ Security hardening: hardened zip extraction and `import_skill` against path traversal. CLI now respects `OPENSPACE_MODEL` and `OPENSPACE_LLM_*` env vars; MiniMax compatibility; workflow ID collision fixes.
- **2026-03-29** 🔒 Pinned litellm to <1.82.7 to avoid PYSEC-2026-2 supply-chain attack.
- **2026-03-28** 🔧 Idempotent skill registration — `register_skill_dir` now returns existing `SkillMeta` for already-registered skills. Updated OpenClaw setup docs.
- **2026-03-27** 🪟 Fixed stdio deadlock on Windows; improved evolver confirmation parsing with stem-style keyword matching.
- **2026-03-26** 🌱 Dynamic skill directory re-scanning on each call, lightweight local skill search, and streamlined documentation.
- **2026-03-25** 🎉 OpenSpace is now open source!
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## The Problem with Today's AI Agents
Today's AI agents — [OpenClaw](https://github.com/openclaw/openclaw), [nanobot](https://github.com/HKUDS/nanobot), [Claude Code](https://docs.anthropic.com/en/docs/claude-code), [Codex](https://github.com/openai/codex), [Cursor](https://cursor.com), etc. — are powerful, but they have a critical weakness: they never **Learn**, **Adapt**, and **Evolve** from real-world experience — let alone **Share** with each other.

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## 📢 最新动态
- **2026-04-03** 🚀 发布 **v0.1.0** — Skill 质量监控上线:从优质 Skill 中提取结构模式,每日自动评估所有新提交;云端搜索全面升级,匹配更准、响应更快;社区自发形成生产级垂直 Skill 集群。前端新增中文zh国际化支持。
- **2026-04-02** ⚡ 云端搜索升级,提升匹配质量、降低响应延迟。
- **2026-03-31** 🛡️ 安全加固zip 解压与 `import_skill` 新增路径穿越防护CLI 启动时读取 `OPENSPACE_MODEL``OPENSPACE_LLM_*` 环境变量;修复 MiniMax 兼容性问题与 workflow ID 冲突。
- **2026-03-29** 🔒 锁定 litellm 版本至 <1.82.7规避 PYSEC-2026-2 供应链投毒
- **2026-03-28** 🔧 Skill 注册幂等化——`register_skill_dir` 对已注册目录直接返回已有 `SkillMeta`,不再重复创建。同步更新 OpenClaw 部署文档。
- **2026-03-27** 🪟 修复 Windows 下 stdio 死锁evolver 确认解析改用词干匹配,消除误判。
- **2026-03-26** 🌱 Skill 目录支持每次调用时动态重扫描,本地搜索更轻量,文档同步精简。
- **2026-03-25** 🎉 OpenSpace 正式开源!
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## 当前 AI Agent 面临的问题
如今的 AI Agent——[OpenClaw](https://github.com/openclaw/openclaw)、[nanobot](https://github.com/HKUDS/nanobot)、[Claude Code](https://docs.anthropic.com/en/docs/claude-code)、[Codex](https://github.com/openai/codex)、[Cursor](https://cursor.com) 等——能力强大,但有一个致命弱点:它们从不从真实世界的经验中**学习**、**适应**和**进化**——更不用说相互之间的**共享**了。