How to think
Start from the mechanism, then layer on product constraints and failure modes.
I publish first-principles breakdowns of inference pipelines, prompt architecture, and production AI constraints. Each post is built to be useful for engineers actually shipping model-powered software.
Each post mixes system-level intuition with implementation details, including custom visual components for tricky LLM concepts.
Start from the mechanism, then layer on product constraints and failure modes.
Dense but practical long-form writing focused on AI architecture and engineering craft.
A technical notebook for builders who want clarity beyond API docs and hype cycles.