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.

Symbol-Aware AI Calibration

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
Per-symbol thresholds

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
  • params.symbol_calibrated = true is exposed to the dashboard so traders see when the AI is running tuned
Calibration pipeline

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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