When to Own Your Harness
When an agent workflow deserves its own managed interface, and when it is better left inside a general-purpose harness like Claude Code or Codex.
Posts
When to Use MCPs vs Skills for Agents
A practical comparison of Skills and MCPs for modern agent workflows, with implications for OpenClaw-style systems and CrowdListen product design.
Building Has Become Easier โ How Do We Fix Distribution?
Notes from working with vibe-coded builders: shipping is fast, distribution is hard, and founder-led workflows are becoming the operating layer between product capability, PRD clarity, and adoption.
From Indexing to Understanding
Discovery is moving from static data retrieval toward systems that understand why a user is searching, not just what they type. The next generation of search experiences must merge precise recall with adaptive reasoning.