WRITING

Notes from building AI systems, coding with agents, designing offline tools, and making generative media.

I write about the decisions behind the work, including what succeeded, what failed, and what I would change.

Eight field notes.

Each one starts with a project, decision, failure, or workflow I have had to examine in practice.

A plan first method for coding with AI agents through phased tasks, test driven loops, selective memory, and human validation.

My method for clear agent ownership, narrow permissions, testable handoffs, independent review, and human approval.

How I turned unreliable connectivity into a clear payment, receipt, synchronization, and recovery method.

How I designed career routes that explain their reasoning, respect constraints, and help learners take the next step.

My one day method for turning a learning goal into a focused, usable, and efficient 3D interaction.

How I direct, reject, cut, score, and finish generated footage so separate clips become one film.

How I combine local models, useful tools, structured memory, and isolated workspaces without confusing local inference with privacy.

How I move from a focused experiment to a deployed product that fits the workflow, handles failure, and earns continued use.