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PROMETHEUS AI

  • Writer: Sandra Wakefield
    Sandra Wakefield
  • 10 minutes ago
  • 3 min read

PROFESSIONAL USER MANUAL

Plazo Sullivan Roche Capital


1. Core Philosophy


Prometheus AI is not a signal generator. It is a probabilistic regime detection engine.

Instead of reacting to lagging indicators (like MAs), it:

  • Learns from historical price behavior (KNN memory. Pro version uses Neural Networks analysis)

  • Identifies statistical similarity in current conditions

  • Confirms with institutional footprint (SMC + ICT + Volume + Liquidity)

👉 Translation:You are only trading when both the machine AND smart money agree


2. Core Logic (Signal Stack)


Layer 1 — Feature Extraction (Market State Encoding)

Prometheus converts the market into a multidimensional state:

  • Momentum (ret1, ret3, ret5)

  • VWAP deviation (mean reversion vs expansion)

  • CVD slope (order flow pressure)

  • Range expansion (volatility regime)

  • Candle position (close location efficiency)

  • HTF bias encoding


Layer 2 — KNN Probabilistic Engine (Pro version uses Neural Network Probabilistic Engine)

  • Stores N past market states (memory)

  • Finds K nearest historical analogs

  • Weighs them by similarity

  • Outputs:

Output

Meaning

Bull Probability

Likelihood of upward continuation

Bear Probability

Likelihood of downward continuation

Chop Probability

Likelihood of noise / inefficiency

Layer 3 — Institutional Backdrop Filter

The AI is NOT allowed to trade alone


It must align with:

  • Liquidity sweep (Asian / PDH / PDL)

  • Displacement candle (real participation)

  • Fair Value Gap (inefficiency)

  • BOS / structure shift

  • VWAP positioning

  • CVD confirmation

  • HTF bias

  • Session timing


Layer 4 — Signal Trigger

A trade only prints when:

ML Confidence + Institutional Backdrop + Session Alignment = TRUE

3. Trade Logic (Execution Framework)


BUY Conditions

  • Bull probability ≥ threshold (default 0.68)

  • Chop probability ≤ threshold

  • Liquidity sweep LOW → reversal

  • Displacement bullish candle

  • FVG present

  • BOS confirmation

  • Price above VWAP

  • CVD bullish

  • HTF aligned

  • Inside London/NY session


SELL Conditions

Inverse of the above.


4. Best Assets (Where This Prints Money)

Prometheus thrives where liquidity engineering exists:


Tier 1 (Primary Targets)

  • XAUUSD (Gold) ← Best performer

  • NAS100 / US100

  • US30

  • SPX500

Tier 2

  • EURUSD

  • GBPUSD

  • BTC (with caution)

Avoid

  • Low-volume altcoins

  • Exotic FX pairs

  • Illiquid sessions

👉 Why?Because Prometheus depends on institutional footprints, not retail noise.


5. Best Timeframes

Entry Timeframes

  • M5 (Primary)

  • M3 (Aggressive)

  • M15 (Conservative)


HTF Bias

  • H4 + Daily (built into system)

Best Time Windows (NY Time)

Session

Window

Behavior

London Killzone

2:30–4:30 AM

Liquidity sweeps

NY Open

9:30–11:00 AM

Expansion / trend

6. Parameters (How to Tune Like a Fund)


KNN Engine (Pro version uses Neural Network Engine)

  • Memory: 150–250

  • Neighbors: 7–15

👉 More memory = smoother, slower👉 Fewer neighbors = more reactive

Thresholds

Parameter

Default

Aggressive

Conservative

Bull/Bear Threshold

0.68

0.60

0.75

Chop Threshold

0.25

0.35

0.20

Protections (KEEP THESE ON)

  • ✅ Liquidity Sweep

  • ✅ Displacement

  • ✅ FVG

  • ✅ BOS

  • ✅ VWAP Bias

  • ✅ CVD Confirmation

  • ✅ Session Gate


Turning these off = turning institutional edge off. Some parameters are disabled by default- you may re-enable for fund grade protection.


7. Dashboard (How to Read It Fast)

Think of the dashboard like a war room panel:

Component

Meaning

HTF Bias

Directional regime

Session

Are we allowed to trade?

VWAP

Mean or trend?

CVD

Real buying/selling?

Liquidity

Trap triggered?

Displacement

Institutions active?

FVG

Inefficiency present?

Structure

Break confirmed?

ML State

Final decision

Confidence

Probability strength


Golden Rule

If 2–3 elements disagree → NO TRADE


8. Best Practices (This Is Where Traders Separate Themselves)


1. Trade AFTER the trap

  • Wait for liquidity sweep

  • Not before

  • Never chase


2. Let ML lead, not override

If ML says no → skip itEven if price “looks good”


3. Kill chop aggressively

Chop = account killerRespect chop probability


4. One trade per move

System is designed for:

  • Precision entries

  • Not overtrading


5. Stack confluence, not indicators

You already have:

  • ML

  • Volume

  • Structure

  • VWAP

  • Liquidity

Anything more = noise


6. Respect sessions

Outside sessions = fake movesInside sessions = real money


9. Risk Management (Non-Negotiable)

Per Trade

  • Risk: 0.5% – 1%

  • Stop: Below/above sweep

  • TP:

    • 50% at 1:1

    • Runner at 2–4R


Why this works


Prometheus is built for:

  • High win rate entries

  • Low drawdown

  • Explosive continuation


10. Strengths vs Traditional Systems

Traditional

Prometheus AI

Lagging indicators

Predictive modeling

Static rules

Adaptive memory

No context

Full market state awareness

Retail logic

Institutional alignment

11. Limitations (Let’s stay honest)

  • Needs clean data (bad feeds reduce edge)

  • Underperforms in extreme news spikes

  • Requires discipline (not overtrading)


12. Final Insight (The Edge Most Miss)

Most traders ask:

“Where should I enter?”

Professionals ask:

“When is the market statistically aligned for asymmetric opportunity?”

Prometheus answers that question.

 
 
 
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