About

What This Publication Is

And why it exists

The Problem

Most AI investment content is either hype-driven newsletters or institutional research behind expensive terminals. Nothing in between for self-directed investors who want data and frameworks.

What You'll Find Here

Visual essays with real numbers. Every claim sourced. Every assumption shown. Interactive tools you apply to your own portfolio.

How We Work

Every essay starts with a question and ends with math. We pull real financial data — SEC filings, earnings reports, historical price series — and build the analysis from there. Assumptions are stated. Models are shown. When we don't know something, we say so.

The analysis is data-driven and math-forward: transparent assumptions, visible methodology, no black boxes. We use AI tools in production — for data processing, visualization, and research acceleration — but every conclusion, every editorial judgment, and every investment framing is human. The tools get faster. The thinking stays mine.

Get in Touch

Questions or ideas? [email protected]

Jesse Walker

Jesse Walker

Individual investor for 30 years. Former poker professional. Spreadsheet person.

One essay a week

The numbers behind the AI investment story. Free, always.

Nothing on this site constitutes investment advice. All content is for informational purposes only. Full terms.