Portrait of the author
Markets · Systems · Constraints

Trading tools and market mechanics.

I work with markets and build analytical tools for trading and market analysis.

Latest Writing

The Knowledge Nobody Teaches

How AI is breaking incentive structures in education—and why the most valuable knowledge often has nobody incentivized to teach it.

The Awareness Layer

Memory makes Siri persistent. Awareness makes Siri present.

More writing.

Selected Projects

DRI

A multi-manager regime indicator measuring whether discretionary macro managers collectively permit equity risk.

ibkr-borrow-collector

Tracks short-sale borrow fees for 17,000+ securities across 18 markets every 15 minutes.

market-state-detector

Detects high-uncertainty market conditions using volatility spikes, price gaps, and wide trading ranges.

More details at Projects.

About

I work with markets, build analytical tools, and write about the structures that drive behavior. About me.