记录那些"智能"系统做出的不太智能的事情，以及我怎么修的。
OpenClaw 的网关不应该因为收到一个请求就挂掉。但它确实会。 握手超时写死 3 秒、loopback 正常关闭当致命错误、预连接零重试—— 这些是真实的、未修复的问题。我做了一个补丁工具。
OpenClaw's gateway should not crash just because it received a request. But it does. Hardcoded 3s handshake timeout, loopback normal closure treated as fatal, zero pre-connect retry — these are real, unfixed issues. I built a patch tool.
DSers 解决了 dropshipping 的大部分痛苦——批量下单、物流同步、供应商替换。 但选品-编辑-推送还是要一个一个手动来，每天几百次点击。 我把 DSers 的商品导入链路封装成 MCP 工具——支持批量导入、多店铺推送、多来源混合。AI 一句话搞定。
DSers solved most dropshipping pain — bulk orders, tracking sync, supplier swap. But product curation (import → edit → push) is still manual, hundreds of clicks daily. I wrapped DSers' import workflow into MCP tools — batch import, multi-store push, multi-source. One sentence to AI, done.
多渠道网关与执行模型架构设想。 渠道归一、意图识别、执行段契约、风险门、运维控制面分离、 可持久化上下文、组合协议、交付不变量—— 一份面向多渠道 AI Agent 系统的完整架构设计文档。
Multi-channel gateway and execution model architecture concept. Transport normalization, intent recognition, execution segment contracts, risk gate, ops control plane separation, durable contexts, composition protocol, delivery invariants — a complete architecture design for multi-channel AI agent systems.
独立开发者。这个博客记录我在使用各种 AI 工具和基础设施时遇到的"智障时刻"—— 那些明明不该出错的地方出了错，以及我是怎么绕过或修复它们的。
Solo developer. This blog documents the "artificially incompetent" moments I encounter with AI tools and infrastructure — things that shouldn't break but do, and how I work around or fix them.