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.
Field notes on prompting, context, agent orchestration, and the systems that turn capable AI models into repeatable work.
AI Agents
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
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
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.
GitHub stopped feeling like developer territory once AI made branches, commits, and diffs useful as a safety net for learning in public.
AI Engineering
Working with AI is less about vibe coding and more about operating a capable system with context, constraints, judgment, and durable workflows.
agentshelf
The rough first version of AgentShelf mattered because it turned years of Salesforce automation, flow design, and LLM experimentation into a working product direction.
Words and Code
Plain Text begins with the path from English degree to Salesforce admin to AI engineer, and how words became the bridge into building software.