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Autonomous Execution

Trading Engine

16 Signals · 13 Gates · Honest Ledger

Autonomous ES/MES execution on a live market feed — 16 signal modules, 13 independent risk gates, multi-timeframe consensus, and direction-lock so the engine does not fight itself. Manual signals available separately at $100/mo.

$499 per month · Pro · full automation

Every fill in your vault.

The engine writes session logs to operator storage on hardware you control — not to this public marketing site. The expandable day log below is an empty UI shell showing how reviews work after you deploy.

Session Ledger (UI shell)
Sample layout · connect your deployment for real fills

No session data on the public site. Logs live in your deployment vault only.

Engine showcase →  ·  Backtest report product →

Two tiers. Same engine core.

Starter locks launch access at $500 one-time preorder. Pro is full autonomous execution at $499/mo when you're ready to run live.

Coming Soon
Trading Engine Starter
Preorder · launch access
$500
One-time preorder · locks your spot before general availability
  • Paper-engine deployment + Discord access
  • Signal stack + gate architecture (read-only deck)
  • 6-month backtest report included
  • Credit toward Pro when you upgrade
  • Ships when Starter tier opens — preorder now
Preorder — $500

Manual signals only? Signals — $100/mo →

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Six months of backtest data. 790 trades. Every fill recorded.

Aggregate ledger from the full 6-month direction-locked backtest on real ES/MES market data — Oct 2025 through Apr 2026. Raw signals filtered through multi-TF consensus and direction lock. No curve-fit, no survivorship bias, no cherry-picked windows.

Starting Equity
Ending Equity
Net P&L
Min Equity
Total Trades
Win Rate
Wins / Losses
Best Week
Green Weeks
Avg / Week
Worst Week
$15K+ Weeks
Trading Days
Green Days
Best Day
Worst Day
Verification

Figures verified against raw tick data in Python backtests. Every fill, commission, and slippage estimate is preserved. Want the CSV + equity curve? Grab the Backtest Report ($150) or preorder Trading Engine Starter ($500) — report included.

Every Trade, Every Day
119 trading days · 790 trades · Click any day to expand
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Turn chaos into profit. The institutional trading engine, automated.

Most trading bots fail because they fire on noise. Black Label Bots is different. Every single trade passes through 13 independent risk gatekeepers and a 16-module signal stack before execution — no emotional decisions, and a system that adapts faster than any human trader.

16
Signal Modules
13
Risk Gates
8
Timeframes
4
Broker Adapters
I

2-of-8 Timeframe Consensus

Cut false entries dramatically. A trade fires when at least 2 of 8 timeframes confirm.

Eight independent timeframe bots run simultaneously. A trade fires when at least 2 of those 8 timeframes align across a 5-voter signal stack: StepGMA, EMA 9/21, CVD, VWAP, and Multi-TF agreement. Most retail bots fire on a single timeframe. Black Label requires 2-of-8 timeframe agreement before any capital is deployed.

II

Direction-Lock Architecture

Stop losing $200+ per day to hedging fees. One direction, full conviction.

When any position is open, conflicting entries are blocked at the gate level. This eliminates the self-canceling commissions that quietly destroy retail bot returns. One direction, full conviction, until the trade is resolved.

III

HMM Regime Detection

Trade the regime, not the noise. Automatically switches strategies.

A 3-state Hidden Markov Model classifies every bar into LOW_VOL_TREND, HIGH_VOL_BREAKOUT, or MEAN_REVERTING. Sub-strategies are gated by regime — Sniper is blocked in chop, Reversal is blocked in trends. The engine adapts instead of forcing.

IV

VPIN Conviction Gating

Follow the smart money. Boost signals when institutions move, suppress when retail does.

Volume-Synchronized Probability of Informed Trading (Easley, López de Prado, O'Hara 2012) measures whether current flow is driven by informed institutions or uninformed retail. High VPIN boosts signal confidence. Low VPIN suppresses entries. You only trade when the smart money is moving.

V

Self-Governing Alpha Monitor

Dead signals die fast. The engine auto-disables broken strategies in real time.

Rolling 20-trade expectancy is tracked per signal type. If any signal's edge drops below −0.5R, the monitor disables it automatically. After 50 bars and a regime change, the signal gets a fresh trial window. The engine detects and routes around its own decay — something no human trader can do consistently.

VI

6-Tier Trailing Stop

Lock profits every 1-2 points. Let winners run, protect against reversals.

As each trade moves in your favor, the stop ratchets forward through six locked tiers — +1pt protected at +3, +2 at +4, +3 at +5, +5 at +7, +7 at +10, and the full 25-point target at hit. Winners convert to locked capital instead of reversing to flat.

16-Module Signal Stack

The engine analyzes market flow through 16 independent signal modules, organized by function.

Entry Signals
Sniper
Reversal
Scalper
Micro Scalper
Breakout & Flow
Breakout
Absorption
VPIN
Order Flow
Volume & Macro
Volume Intel
Options Flow
Cross-Asset
Key Levels
Regime & Trend
HMM Regime
Kalman Trend
Trend Intel
Market Intel

13-Module Risk Architecture

After a signal fires, 13 risk gatekeepers validate execution. Any one red light blocks the trade.

Multi-TF Dispatcher
Coordinates across timeframes
Adaptive Scorer
Weights signals by relevance
Alpha Monitor
Auto-disables dead signals
Signal Filter
Rejects conflicting entries
Direction Lock
Blocks hedging trades
Drawdown Guard
Halts after 2 daily stops
Position Sizer
Dynamic scaling +1 per $500
RL Sizer
Reinforcement-learning sizing
Session Manager
Instrument-aware execution
Day Classifier
Identifies market regime
Intraday Calibrator
Real-time parameter tuning
MTF Context
Cross-timeframe alignment
Trade Journal
Records all execution data

Ready to see how this executes live?

See the full 6-month backtest →
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Every session, trade by trade.

The logging shell shows entry, exit, P&L, and running equity per day. Your member deployment writes to vault on your hardware — the public storefront shows layout only, not operator fills.

Session Ledger
UI shell · ES/MES · Click any day to expand when populated locally

No session data on the public site. Logs live in your deployment vault only.

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What the engine sees before it fires a single order.

Every entry is the result of an alignment check across eight independent intelligence layers. If any one of them disagrees, the trade does not fire.

StepGMA
Voter · Proprietary

Gradient momentum acceleration. Measures the rate-of-change of a step-filtered moving average to detect institutional order-flow shifts before they appear in price.

The engine requires StepGMA to be aligned with the intended direction on the active timeframe and on the next timeframe up.

ThresholdSlope > 0 & accel > 0
Lookback21 bars
EMA 9 / EMA 21
Voter · Trend Alignment

Short-vs-medium term trend alignment. Not a crossover signal — a directional gate. The 9 EMA must be above the 21 EMA for a long and below for a short.

The engine checks 9/21 on the active TF and 21/50 on the timeframe above. If they disagree, the vote fails.

RuleEMA9 above EMA21 + trending
GateHigher-TF confirms
CVD — Cumulative Volume Delta
Voter · Order Flow

Tick-level buy vs sell pressure computed from the raw tick feed. The running delta tells you who is pressing the tape.

For a long, CVD must be positive and rising. A bearish CVD with a rising price is absorption — the engine blocks longs even if the chart looks strong.

SourceLive tick stream
AggregationSession-rolling
VWAP
Voter · Institutional Anchor

Above VWAP is a long bias, below is short. The engine uses session VWAP for intraday and anchored VWAP from prior week's open for longer timeframes.

VWAP bands (1σ, 2σ) serve as dynamic S/R. A long above the upper band requires HMM to be in a trending regime.

BiasAbove = long only
Bands1σ, 2σ
Multi-TF Agreement
Voter · Cross-Timeframe

All four voters must align on the active TF and the next TF up. Cross-timeframe agreement is the primary filter against single-TF noise.

Most retail bots fire on a single timeframe. Black Label requires at least 2 of 8 timeframes to agree before any bot acts.

RequiredBoth TFs aligned
ResultFalse signal cut
VPIN
Intelligence · Easley / López de Prado / O'Hara (2012)

Measures whether flow is driven by informed institutions or uninformed retail. 500-contract buckets, 50-bucket rolling average.

High VPIN (>0.70) = 1.25× multiplier. Spike above +0.15 = 1.50×. Below 0.50 = weighted down to 0.85×.

Model50-bucket rolling
Multipliers0.85× – 1.50×
HMM Regime Detector
Intelligence · 3-State Hidden Markov

Three hidden states: LOW_VOL_TREND, HIGH_VOL_BREAKOUT, MEAN_REVERTING. Features: log return, volume ratio, normalized range. Auto-retrains every 200 bars.

The engine gates which sub-strategies fire based on regime. Falls back to rule-based classifier if the library is unavailable.

States3 hidden
RetrainEvery 200 bars
GEX — Gamma Exposure
Intelligence · SPY Options Chain

Net gamma per strike from the SPY chain. Positive GEX walls = market makers sell rallies (tighten targets). Negative GEX voids = market makers chase (extend targets).

Refreshes every 5 minutes on a background thread. Strikes above $5M absolute GEX are mapped as significant levels.

SourceOptions chain API
Refresh5 minutes
DOM Absorption
Intelligence · Tick-Level

Detects large resting orders absorbing market-order flow without letting price through. 500+ contracts in a 30-second window.

Absorption at the ask = bullish. Absorption at the bid = bearish. Signals decay after 5 minutes.

Trigger500+ contracts / 30s
Decay5 minutes
Alpha Monitor
Self-Governance · Auto-Disable

Rolling 20-trade expectancy per signal type. If expectancy drops below −0.5R, the monitor disables that signal and fires an alert.

After 50 bars + regime change, the signal gets a fresh trial window. The engine cannot get stuck firing a broken signal.

TriggerExpectancy < −0.5R
Re-enableAfter regime change
The Entry Checklist
In order. Every condition must be green before a bracket order fires.
  1. HMM Regime Gate
    Is the current regime one where this sub-strategy is allowed? If no → reject.
  2. Alpha Monitor Check
    Is this signal type enabled? If rolling 20-trade expectancy is below −0.5R → reject.
  3. Direction Lock
    Existing positions? New entry must match direction. Opposite-direction blocked at the gate.
  4. 5-Voter Consensus
    StepGMA, EMA 9/21, CVD, VWAP, Multi-TF must all agree on active TF and TF above.
  5. VPIN Conviction
    Signal size multiplied by VPIN bucket (0.85× to 1.50×). Low VPIN = sized down.
  6. DOM Absorption Filter
    Recent bearish absorption? Longs suppressed at this level.
  7. GEX Target Map
    Profit target adjusted — tightened into positive-gamma walls, extended into negative-gamma voids.
  8. Position Size Cap
    Would this push over 100-MES cap? If yes → reject.
  9. Daily Halt Check
    2 full stop-losses today? Engine pauses until next session.
  10. Bracket Order Fires
    All nine gates pass. Bracket order fires — computed size, 10-pt stop, 25-pt target, 6-tier trail — via the included broker adapters (Tradovate, CQG, Rithmic; paper-proven to date).