From curiosity to live operations.
A four-tier journey, one unified method.
Every tier in our platform uses the same intellectual spine: human judgment for what matters, GPT acceleration for what doesn’t, and institutional-grade governance for what gets shipped.
Four tiers, one method.
Free Resources
See the method at work before you commit anything. The weekly Free Research Letter, methodology PDFs, sample code templates, and tutorial use cases — all available without a credit card.
GPT-Augmented ML in Finance
The prerequisite for everything that follows. Build ML fluency at GPT-speed: walk-forward validation, leakage controls, feature engineering, model selection — with GPT writing the boilerplate while you verify the math.
GPT-Augmented Momentum Strategy
Build a production-ready momentum trading system in days, not months. Eight notebooks compress six months of strategy work into two weeks of GPT-accelerated development — with governance and audit trail built in.
The Signal Live · Premium
The operational deployment of the same framework. Every Monday at 7am ET: ten ranked picks, integrity check, last week’s realized vs SPY, the full audit block. Subscribed, not built. No technical prerequisites.
What GPT does at each tier.
| Tier | What GPT does |
|---|---|
| Tier 0 · Discovery | GPT-curated tutorial code and sample use cases. Browse what the method looks like in practice before committing. |
| Tier 1 · Foundations | GPT writes the boilerplate. You verify the math. Build ML fluency in one third the time it would take from textbooks alone. |
| Tier 2 · Applied | GPT compresses six months of strategy-building into two weeks. You retain governance, leakage testing, and final judgment on every pick. |
| Tier 3 · Live | The same GPT-augmented pipeline runs every Sunday under your audit. We ship picks; you decide what to do with them. |
Who fits where.
Anyone exploring GPT-augmented quant research, systematic equity strategies, or modern governance practice. No technical prerequisites.
Career changers, junior quants, sophisticated retail. Background in statistics, finance, or programming basics. Wants to understand the framework deeply.
Practitioners with ML fluency (Tier 1 or equivalent). Junior to mid-level quants. Wants to ship a strategy quickly with governance intact.
Investors, allocators, or quants who’d rather subscribe than build. Curious to audit the picks weekly. No technical prerequisites.
Where we’re going.
The Method extends across three axes. Each axis grows independently — subscribers and customers grow with us as new capabilities ship.
Strategies
Models
Assets
Not sure where you fit?
Email me directly. Describe your background and goal — I’ll point you to the right tier and skip the ones that won’t serve you yet.