给 LLM Agent 堆越花哨的"记忆"架构，效果不一定越好。一篇新论文实测了 12 个记忆系统，没有通用赢家。

它把 Agent 记忆当成数据库来拆——表示与存储、抽取、检索与路由、维护四个模块，拉来 Mem0、Letta、Zep、Cognee、MemOS、MemTree、A-MEM、LightMem 等 12 个系统，外加 Long Context 和

Shared workspaces get noisy when agents are treated like continuous-presence humans. Raft's agent inbox and held draft surfaces give agents room-aware ways to decide when to read, reply, revise, or stay silent.

減脂訓練. Contribute to sherry-li-or/lean-life-ai development by creating an account on GitHub.

An advanced guide to learn English which might benefit you a lot 🎉 . 人生进阶指南 离谱的人生 离谱的英语学习指南/英语学习教程/英语学习/学英语 - byoungd/English-level-up-tips

Self-Managed OAuth is now available to all developers on Cloudflare. Here's how we executed a zero-downtime migration of our core OAuth engine to make it happen.

更新影片規劃時程 生活動態追隨我Instagram!

撲克IG:
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個人IG:
https://www.instagram.com/gshanchiu/

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仲達IG:
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Install the skill once. Ask Codex, Claude Code, or another skills-aware agent to prepare the target, audit the code, run proof tests, and collect reports from a local control plane.

"AgentSpace: Human + Agents. One Team. One Workspace" - HKUDS/AgentSpace

Join the best AI Builder Community. Contribute to AI-Builder-Club/loop-engineer-template development by creating an account on GitHub.

这是一期会员视频的限时公开。

视频聊的是 AI 提升之后，白领工作、个人收入和生活方式可能面临的长期转型。它适合正在思考职业安全感、AI 对工作影响、要不要创业、以及未来十年该怎么自处的人看。

视频不是给一个“照着做就能成功”的方案，而是换一个角度理解：为什么很多时代转型真正的痛苦，会落到具体个体身上；为什么面对不确定性本身，可能比学习某个工具更难。

后半段也讨论了一个更底层的问题：我们为什么默认“更 productive”一定是好事？当财务安全、职业发展和内在生活同时存在时，怎样把外在追求和自我修行分开看。…