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QuantMogul shows up when people need local/heavy validation: walk-forward matrices, Monte Carlo, research loops.

Honest cons: you still own data quality and human veto. Agentic mandates help write rules; they do not trade risk away.

Compare with Python stacks and MT5 tester before standardising your desk.

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QuantMogul discussions on QuantForum