These are not essays or public-facing explanations.
They are working notes on systems I’ve spent years inside—
advertising, data infrastructure, and influence under uncertainty.
Some are incomplete.
Some are uncomfortable.
None are optimized for persuasion.
Fragments
Internal note on probabilistic identity, signal systems, and influence under uncertainty.