Journal

Thoughts on machine learning, quantitative finance, and intelligent systems.

Series — Three Essays on AI, Work, and Risk

Essay · Part I

The Model Is Brilliant. The Plan Is Yours.

The biggest improvement in AI output often comes from improving the plan, not changing the model. The missing piece is often not intelligence. It is structure.

Essay · Part II

The Quiet Capture of Expertise

Expertise becomes easier to capture: judgment gradually becomes prompts, evaluation rules, software, and workflow, and the labor market changes without a dramatic moment.

Essay · Part III

What Happens If the Money Stops

What changes in frontier AI during a serious funding contraction. Capital can disappear much faster than infrastructure does.

Notes

Note

Tokens Don't Have Topology

The 1D sequence paradigm is a fundamental mismatch for reasoning about geometry and topology — and tool use partly externalizes the problem.

Note

The Talent Pyramid Is Compressing

Any finance job that is pattern recognition on structured data is exposed — including parts of mine. What remains is trust.

Note

If Your Life Had a Sharpe Ratio

Even if the underlying strategy is good, how often should it still look bad? A toy model of underperformance streaks, and a diversification analogy.