Thoughts on AI engineering, prompt architecture, and building production systems that actually ship.
Most developers never touch temperature settings. This single parameter can be the difference between consistent, production-ready code and unreliable AI output. Here's what I learned optimizing 12 AI agents.
Most people write one-off ChatGPT prompts. I built a systematic prompt architecture for Roo Code with 12 specialized agents, security mandates, and automated TDD. Here's what I learned about prompt engineering at scale.
I spent Discovery Day at the West Gate Tunnel walking through billions of dollars of car infrastructure while waiting 30 minutes for shuttle buses that were supposed to run every 5-10 minutes. Here's what it revealed about Victorian transport policy and what it means for Melton.