Writing about the memory, instructions, tools, and workspace structure that help AI agents understand what matters.
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.
AI Writing
Storyweaver showed that AI writing tools are most useful when they preserve context and help the writer stay in flow.
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.