OpenClaw 实战：一行路径省掉 84% 的工具调用——Cron Job 排障实录
·553 字·
3 分钟
OpenClaw 的 daily-ai-news 定时任务连续超时。根因不是模型不够强——是 SKILL.md 里少写了一行绝对路径，导致 Agent 每次花 15 次 exec 搜索工具位置。消息数 165→54，exec 调用 44→7，一行路径比任何算法调优都管用。
OpenClaw
OpenClaw 记忆实战：从「向量搜索挂了也能用」到用 NVIDIA 免费 API 补全最后一块拼图
OpenClaw 记忆系统的向量检索默认不可用——但 BM25 文本搜索兜底让系统照常运转了两周。当你发现「不配 embedding 也能跑」，到底要不要修？怎么用 NVIDIA 免费 API 零成本补上？
OpenClaw Memory in Practice: From 'Vector Search Is Down But Everything Still Works' to Zero-Cost NVIDIA Embeddings
·1697 words·
8 min
OpenClaw’s vector retrieval silently failed — but BM25 text search kept the memory system running for two weeks unnoticed. Should you even bother fixing it? Here’s how I used NVIDIA’s free embedding API to complete the picture at zero cost.
OpenClaw in Practice: One File Path Eliminated 84% of Tool Calls — A Cron Job Debugging Story
·1537 words·
8 min
OpenClaw’s daily-ai-news cron job kept timing out. The root cause: a missing absolute path in the SKILL.md caused the Agent to spend 15 exec calls searching for a tool every run. Messages 165→54, exec calls 44→7 — one file path beat any algorithm optimization.
OpenClaw 生产踩坑：当最先进的记忆系统遇到最静默的失败
·1643 字·
8 分钟
从部署到排障，记录 OpenClaw 从启动失败、飞书消息静默吞回复到 production 稳定的全链路实战经验——compaction safeguard、五层排查法、model-harness-fit 与记忆系统对比。
OpenClaw in Production: When the Most Advanced Memory System Meets the Quietest Failure
·4035 words·
19 min
A full-chain production battle log: from startup failures and Feishu message silent drops to production stability — compaction safeguard, five-layer debugging, model-harness fit, and memory system comparison.