What I learned while building the systems.
AI Systems · August 2026Building Vision Audits That Can Explain Their Work
Room attribution, reference libraries, confidence states, and human review in operational computer-vision workflows.
LLM Operations · August 2026Token Budgets Are an Architecture Decision
Why batching and observability belong in the system design, not in a post-launch cost review.
Workflow Design · August 2026Documents Are Data Products
How canonical data and reproducible generation make PDFs and spreadsheets trustworthy.