lolspider / notes

Notes · 2024—2026

把读过的东西,
留在这里。

A working notebook on AI systems, databases, and distributed infrastructure.

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Agents Are Going Async

Imagine a chief of staff who disappears every time you hand them a big project and only comes back once it's done. You'd probably fire them ...

x.com· 6 分钟 ·#clippings·#AI·#agentic

Computer Use 主流方案与工具调研

🖥️ Computer Use 主流方案与工具调研(2026-11) [!summary] 一句话结论 Computer Use 已经分成四层:模型层(Claude / GPT / Gemini / UI-TARS / Fara / Qwen-CUA)、Agent Harness 层(Cowork / Agent TARS / Agent S / Browser Use)、环境层(E2B / O…

26 分钟 ·#AI·#Agent·#Computer-Use

Enterprise Evals 101

Imagine your worst nightmare: your agent passes every demo, then a customer asks something you never tested, and it fails in public.In April...

x.com· 9 分钟 ·#clippings·#AI·#LLM

The components of agent memory

For Claude to learn from experience, it has to decide what’s worth remembering before it knows what’s next. Here’s how “dreaming” helps it organize memory and correct mistakes.

anthropic.com· 20 分钟 ·#clippings·#AI·#agent-memory

Designing an Always-On Agent

Chatbots wait for a message. An always-on agent is single-threaded, proactive and situationally aware. Here's how we design them, and what models still lack.

rubriclabs.com· 10 分钟 ·#clippings·#AI·#agentic

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