AI Is Non-Deterministic
A personal essay on why AI output changes, why that matters for builders and TPMs, and how to work with uncertainty instead of pretending it is a bug.
AIbuildingjudgment
Writing
Writing on software work, AI, and execution.
Personal notes on building with AI, technical work, and the operating habits behind software delivery.
Turning Meeting Notes Into Program Memory
How a cross-team kickoff note became reusable program memory for TPM execution, QA planning, dependency tracking, and future AI-assisted retrieval.
TPMAIdocumentation
Build Something While It Is This Cheap
A personal essay on AI lowering the cost of starting, and why judgment still matters when turning ideas into working artifacts.
buildingnotes