Why I build agents, not chatbots
Chatbots respond. Agents act. Here's why the distinction matters for your automation strategy and how to think about building systems that actually do things.
Thoughts on AI agents, automation architecture, and building in public.
Chatbots respond. Agents act. Here's why the distinction matters for your automation strategy and how to think about building systems that actually do things.
Prompt engineering seems cheap until you have 200 prompts in production. A framework for managing, testing, and optimizing prompts at scale.
Not every problem needs AI. A mental model for deciding when to automate with rules and when to bring in intelligence.
You can't improve what you can't see. How I approach observability for autonomous AI systems — tracing decisions, measuring outcomes, detecting drift.
Why I prefer many small, specialized agents over one large general-purpose model. Lessons from building production agent systems.