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Teaching cases & standards

Pattern breakdowns and "what good looks like" pieces — how popular trading products fail, what credible ones do differently, and how the 11-gate work draws the line between them.

Teaching case2026-06-28 · 8 min read

The NURP Blowup Pattern: Why Grid-and-Martingale Forex EAs Self-Destruct

Grid-and-martingale forex robots can post a clean 12–18 month track record, then blow up an account in a single day. Here is the structural reason it keeps happening — and how to spot it before it costs you.

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What good looks like2026-06-28 · 6 min read

What Good Looks Like: Vertus and the Bar for AI Trading

Vertus runs institutional AI trading with a third-party CPA audit, transparent methodology and an adaptive architecture. That is the level retail-facing AI trading should be at — and almost none of it is.

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