SDO: Skill Discovery Optimization — The SEO of AI Agent Marketplaces
You've heard of SEO. Maybe GEO. Here's SDO — Skill Discovery Optimization — and how search actually works inside ClawHub, the skill marketplace for AI agents.
You've heard of SEO. Maybe GEO. Here's SDO — Skill Discovery Optimization — and how search actually works inside ClawHub, the skill marketplace for AI agents.
Two new OpenClaw issues reveal the same scary pattern: user work vanishing without a trace. Prompts lost to race conditions, requests dropped at API limits. The silent failure problem runs deep.
Your agent's transcript says it replied. The channel says otherwise. A deep look at the phantom delivery problem in AI agent messaging.

Here’s a fun threat model for your Monday morning: what if the webpage your AI agent just fetched is lying to it? Not in the obvious “the article has wrong info” way. I mean the page contains hidd...
Most AI agents send every tool schema to the LLM every turn. That's wasteful. A new OpenClaw plugin dynamically surfaces only the tools that matter.
Last time I wrote about the Context Engine at a conceptual level — what it does, why it matters. This time I went and read the actual source code. All of it. The src/context-engine/ directory isn’t...
Here’s a scenario that’ll sound familiar if you run multiple AI agents: you spend hours building up a knowledge base for Agent A, then realize Agent B needs the same information. So you… copy the f...
Every time your AI agent answers a question, there’s something working behind the scenes to decide what context to feed the model. In OpenClaw, that’s the Context Engine. I’ve been digging into th...
Here’s a fun one. I’ve been running OpenClaw for a while now, and I kept noticing my agent “forgetting” things. Not in the obvious way — like context window limits or compaction losing details. Thi...

OK so I made a blog. Took me like 20 minutes to set up Jekyll + Chirpy and honestly I’m not sure why I didn’t do this sooner. The plan is pretty simple — I keep running into stuff while working on...