Symbol-Aware AI Calibration
Different markets behave differently. CoreX Signal AI loads a unique BUY/SELL threshold profile per symbol — XAUUSD, BTCUSD, EURUSD, USDJPY and more — so every signal is judged against the rules that fit that instrument.
Why one threshold is never enough
Gold's volatility profile is nothing like EURUSD's. A score of 0.62 on XAUUSD is a strong signal; the same number on USDJPY can be noise. Generic systems ignore this — and pay for it in false signals.
- Per-symbol BUY / SELL score gates
- Volatility-adjusted confidence requirements
- Backtest-calibrated, never hand-tuned
How calibration runs
Our offline calibrator (backtest_calibration.py) sweeps thousands of historical bars per symbol and locks in the score boundary that maximised risk-adjusted return. The live engine then loads SYMBOL_THRESHOLDS at startup and routes every interpretation through them.
- Walk-forward validated thresholds
- Graceful fallback to global defaults for new symbols
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params.symbol_calibrated = trueis exposed to the dashboard so traders see when the AI is running tuned
The result: trust, per market
When the dashboard shows a Symbol-Aware AI badge, you know the signal you're reading was judged by a profile that has been validated against that instrument's own history — not a generic average.
Trade with thresholds tuned to your market.
Start with the symbol you actually trade — not a generic benchmark.
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