Education
Specialist vs. Generalist Agents: When One Isn't Enough
Why single do-everything agents degrade on real workloads, how context isolation fixes it, and a framework for specialist vs generalist architecture.
Latest
Use Cases
I built an autonomous dev team with 3 AI agents that takes a Linear ticket all the way to a pull request
Ever since OpenClaw launched, I've been obsessed with one question: what does software development actually look like when AI agents can collaborate with each other? Not as autocomplete. Not as chat assistants. As actual teammates that coordinate work between them. Here is how my desktop looks like now:
Troubleshooting
How to Add Self-Monitoring to Your OpenClaw Agent
OpenClaw heartbeat polls confirm your agent is alive but skip everything else. A HEARTBEAT.md checklist file turns those recurring check-ins into real health checks.
Troubleshooting
Why Your OpenClaw Cron Jobs Run But Never Deliver
OpenClaw cron jobs complete successfully but results never arrive. Two delivery failures triggered by adding a second messaging channel, and how to fix them.
Troubleshooting
Why Your OpenClaw Agent Ignores Config Rules (and How to Fix It)
Your OpenClaw agent skips rules in AGENTS.md. Fix it with three layers: identity framing in SOUL.md, instruction positioning, and automated heartbeat verification.