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TT-Autotune · data 2026-11-15

RAMRAM trading bot: TT-Autotune tuned results by timeframe and regime

Tuned vs default Lorentzian Classification results for RAM across 1 timeframes and six market regimes, and how to automate RAM from TradingView paper first.

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RAM with TT-Autotune

TT-Autotune tunes the Lorentzian Classification strategy separately for every token, chart timeframe and market regime, then switches to that regime's champion settings live inside one TradingView strategy alert. This page summarizes what the optimizer found for RAM: 1 trained timeframe (5m) and 6 regime cells, of which 5 beat the stock default settings.

On tuned ROI averaged across regimes, the strongest RAM timeframe is 5m (+7.6% mean), and its best single regime is Bull+ at +12.8%. ROI here is the sum of per-trade ROI over each cell's walk-forward window, scored with fees and slippage, not a live result.

RAM on the 5m chart

On 5m, 5 of 6 regimes beat the default settings, led by Bull+, which is a strong uptrend: ADX of 25 or more with a strong positive slope, where buyers are in control and pullbacks stay shallow.

Bull+
tuned +12.8% vs default -2.9% (beats default by 15.6 pts)
Bull-
tuned +8.8% vs default -4.7% (beats default by 13.5 pts)
Bear+
tuned +7.7% vs default -8.5% (beats default by 16.3 pts)
Bear-
tuned +12.5% vs default +2.0% (beats default by 10.6 pts)
Chop
tuned +0.9% vs default +0.9% (trails default by 0.0 pts)
Quiet
tuned +2.7% vs default -11.5% (beats default by 14.3 pts)

How to read these RAM numbers

These are optimizer results on historical data, and every champion had to pass gates before publication: positive Sortino and ROI in its regime, beating the default on both, enough trades spread across walk-forward windows, and a plateau rather than a spike. Longer timeframes cover longer calendar windows, so compare timeframes with care. TensorTrader's forward testnet books have not yet shown an edge after fees, so treat any RAM cell as a hypothesis to paper trade, not a forecast.

Trade RAM from TradingView

  1. 1Connect a trade-only key on a live-ready venue that lists RAM perpetuals, on testnet first.
  2. 2Open the TensorTrader extension's TT-Autotune tab, select that key and browse the RAM cells.
  3. 3Enroll the RAM timeframes you want; each becomes one strategy alert with its regime champions injected.
  4. 4Watch fills and closed-trade accounting on paper before any live opt-in.

Not financial advice. Figures are TensorTrader optimizer or backtest results with the method stated; past results do not predict future returns.

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