AI Trading Risk Controls — What 'Risk-Halt Sacrosanct' Actually Means
Most AI trading platforms bolt risk controls onto strategy logic. Serious ones build the risk halt into the framework, where it can't be bypassed. Here's why.
Multi-Agent vs Single-Model AI for Trading — Why Architecture Beats Model Strength
Single-model AI trading platforms share one set of failure modes. Multi-agent systems disagree internally, surfacing uncertainty before it hits P&L.
Backtest Realism — Why Most Backtests Don't Survive Contact with Markets
Why profitable backtests go flat or lose money live: five reasons backtests overstate performance, and how to test for each before deploying capital.