在前六篇文章中，我们的 Agent 已经拥有了多渠道接入、自主推理、动态技能和长短期记忆。但要让它真正“干活”，还需要一双能操控现实系统的双手——工具。OpenClaw 内置了 Shell 执行、浏览器自动化、HTTP 请求等工具，并通过沙箱保障安全。今天，我们将构建一个企业级工具系统，涵盖工具注册与发现、JSON Schema ...

This file collects research findings and roadmap decisions for evolving the local LLM harness after Step 13A. It is intentionally broader than NEXT_STEPS.md: use it as the research and strategy ...

Getting a depth module in Subnautica 2 increases your tadpole submarine's depth resistance and lets you explore further without having to worry about finding oxygen spots. However, you'll reach the ...