17 agents running · All systems operational
17 AI agents.
One probability.
Walk-forward ensemble prediction engine built on Lopez de Prado methodology.
Whale flow detection, Monte Carlo validation, and Platt-scaled probability vectors
on every prediction. Patent pending US 63/889,131.
US 63/889,131
Patent Pending
v0.8.2
Live in Production
$497/mo
Institutional Access
The 17-Agent Ensemble
01
Technical Analysis
RSI, MACD, Bollinger, ATR, volume profile signals
02
Momentum
Cross-sectional and time-series momentum factors
03
Bayesian Ensemble
Bayesian model averaging with prior updating
04
Monte Carlo
Path simulation for risk-adjusted probability bounds
05
Reinforcement Learning
FinRL-based adaptive policy agent (PPO/SAC)
06
ML Ensemble
XGBoost, LightGBM, Random Forest blend
07
AGI Reasoner
Multi-step causal chain signal validation
08
FinGPT NLP
LLM-powered financial news sentiment scoring
09
NLP Sentiment
Earnings calls, filings, and analyst report scoring
10
Vol Regime
Volatility regime detection (low/mid/high/crisis)
11
Drift Detector
Concept drift and distribution shift monitoring
12
Seasonal
Calendar effects, earnings cycles, sector rotation
13
Weather / Macro
Macro factor model with exogenous weather inputs
14
OSS Scout
Open-source activity as leading tech equity signal
15
Qlib Strategy
Microsoft Qlib alpha mining and factor library
16
TopHat
Proprietary signal fusion and calibration layer
17
Whale Flow
Institutional dark pool and block trade detection
Methodology
01 / WALK-FORWARD
Lopez de Prado validation
Purged k-fold cross-validation with embargo to prevent data leakage. Every agent is validated walk-forward — no in-sample overfitting.
02 / ENSEMBLE
Hedge + Bayes + Stacked
Five blending methods (Hedge, Bayes, VW, Stacked, Blended) compete per event. The strongest method is selected and recorded in the ledger.
03 / CALIBRATION
Platt scaling + Monte Carlo
All probabilities are Platt-scaled and bounded with Monte Carlo confidence intervals. Every prediction carries an uncertainty estimate.
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- Full S&P 500 signal access
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- Everything in Pro
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Patent Pending · US 63/889,131 · Orlando, FL
Institutional prediction.
Built for production.
v0.8.2 live. 17 agents running. Supabase-backed ledger. Walk-forward validated.