AI Agents
I Used 50% of my Codex Sub in 36 Hours
I didn't get faster by chatting faster. I got faster because I stopped juggling every Codex session myself and let Claude dispatch a crew of them instead.
AI Agents
Notes on agent workspaces, roles, memory, tools, and human-in-the-loop operating patterns.
AI Agents
Same Model, Different Harness
I set out to test a harness I had built. What I found is that the system you wrap around an AI can matter more than the AI inside it. Short answer: The model gets the headlines, but the harness — the system you build around the model — quietly decides what
AI Agents
The Brain, The Job, The App
A plain-language explanation of AI agents as the relationship between a model's brain, a defined job, and the app surface where work gets done.
AI Engineering
Same Brain, Different Tool
Working with AI is less about vibe coding and more about operating a capable system with context, constraints, judgment, and durable workflows.
agentshelf
Rough Edges
The rough first version of AgentShelf mattered because it turned years of Salesforce automation, flow design, and LLM experimentation into a working product direction.