Ideas and observations

Writing

My perspectives and working notes on applied AI, data engineering, operational systems, and decision-making.

01 · Considered thinking

Perspectives

Ideas shaped by my research, experience, and point of view.

02 · Ideas in progress

Shorter observations, experiments, and ideas that are still taking shape.

Latest

23 min read

A working record of designing MarkForge for portable local conversion, recoverable document processing, and deterministic testing.

August 23, 2026