Mindforge Labs

Most Risk Signals Confirm Consensus. The Interesting Ones Disagree With It. March 2026 Was an Interesting One.

Most risk signals just confirm the consensus. They have to — they're computed from it.

Jun 1 • Angel Edwards, Mindforge

March 2026

Mindforge’s Market State Detector Flagged the March 2026 Iran Crisis Window and April Recovery

It classified the full regime window, from escalation through recovery.

Mar 9 • Angel Edwards, Mindforge

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February 2026

141:1 - The Math of Restraint

3 banks failed. VIX hit 30. The system stayed below critical escalation. The classification was right.

Feb 10 • Angel Edwards, Mindforge

December 2025

The Complacency Myth: Why Longer Calm Doesn’t Mean Harder Crash

Does extended market quiet really precede more severe volatility episodes?

Dec 23, 2025 • Angel Edwards, Mindforge

April 2025: The Market Wasn’t Fragile Because of Tariffs. Tariffs Hit a Fragile Market.

On April 7, 2025, the VIX hit 60.13 — the highest since COVID. Everyone blamed Trump’s tariff threat. Our data tells a different story.

Dec 15, 2025 • Angel Edwards, Mindforge

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Why Traditional Models Missed the August 2024 VIX Spike (And What Caught It)

Market-only models missed the environmental fragility signal. MSD did not.

Dec 12, 2025 • Angel Edwards, Mindforge