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LiquidBrain

It reads where
price is drawn.

LiquidBrain maps unswept swing liquidity above and below price, then estimates which pool is reached first. The question, the feature contract and the release test are stated precisely.

Review the resulting evidence

The problem

Raw up or down was not learnable.

Ask a model whether the next H1 or H4 bar moves up or down and it settles near a coin toss. The research did not hide that null. It changed the question to a market-structure event with a defined destination.

Raw direction AUC, the failed thesis
Out-of-fold AUC in the historical label study

The idea

Predict which pool is reached first.

Map the two nearest unswept liquidity pools, the swing high above price and the swing low below, and estimate which one price sweeps first.

How LiquidBrain frames a decisionPrice sits between an unswept liquidity pool above and one below. The model estimates which pool is reached first; in this illustration price travels up and reaches the pool above.POOL ABOVEPOOL BELOWPRICE NOW
ABOVE FIRST
0.68
BELOW FIRST
0.32
The question LiquidBrain answers: which unswept pool does price reach first? Probabilities shown are illustrative.ILLUSTRATION · NOT A TRADE RECORD

The pipeline

From chart to decision, in three steps.

  1. 01

    Rebuild the features in MT5

    Twenty-two closed-bar inputs: fifteen describe regime, movement and time, seven describe price relative to the two nearest pools. The exporter and the live EA compute the same contract.

  2. 02

    Score the draw per market

    A custom ML model is trained per market with leakage-aware validation, exported to ONNX and run locally inside your terminal.

  3. 03

    Act with fixed controls

    Conviction gates, market-specific stop geometry, a fixed reward-to-risk and time controls turn a score into a trade.

Rigour

Nothing ships that has not earned it.

  • MT5 testing is the arbiter

    Releases require MT5 Model 1 backtests on 1-minute OHLC with random delay.

  • Warm-up removed

    The 2019 warm-up is discarded before the 2021 to 2026 measurement window.

  • Every market reported on its own

    Each of the six markets is shown individually, and the recent 2025+ interval is reported separately from the full window.

  • Markets that miss the bar are removed

    USDCAD did not meet the consistency bar and is not carried in the Portfolio.