Internal Product Overview

Institutional Quant.
Retail Accessible.

506 quantitative primitives. Natural language interface. What would cost $1M+ to build, accessible via conversation.

Agencio Predict is a decision-intelligence terminal that fuses prediction markets, market derivatives, macro data, and sentiment into one explainable probability layer.

506
DSL Primitives
16
Quant Categories
5
Brokers
6
Asset Classes
40+
Integrations

Not This

"Another AI Trading Bot"
  • Black-box signals you can't understand
  • Basic indicators anyone can implement
  • No backtesting or validation
  • Single strategy, single asset
  • No institutional-grade math
โ†’

This

Quant Research Platform + AI Interface
  • Every decision traceable and auditable
  • GARCH, cointegration, Fama-French, PINN
  • Walk-forward, Monte Carlo, regime stress
  • Multi-asset, multi-strategy, multi-broker
  • What hedge funds use, via natural language

Platform Pillars

Seven integrated systems working together

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Quantitative Engine

Institutional-grade math: volatility models, factor analysis, pairs trading, microstructure.

194 Technical 56 PINN ML 12 Modules
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AI Algorithm Builder

Natural language to trading strategy. LLM Jury system. 9 anti-hallucination defenses.

NLโ†’DSL Backtest Auto-modify
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Multi-Broker Execution

Paper and live trading across 5 brokers. Mock credit default. MFA-gated live.

Alpaca Binance IBKR +2
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All-Seeing Eye

Unified AI orchestration across 16 data source categories. Black swan detection.

Consensus Crisis Alert Probabilities
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AI Fund Manager

Autonomous multi-strategy fund management. NAV tracking. Automatic rebalancing.

5 Regimes 6 Strategies Auto-switch
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Manipulation Detection

Stop-loss hunting, spoofing, wash trading, pump & dump. Real-time L2 monitoring.

7 Types 22 DSL Circuit Break

๐Ÿ”ฌ Institutional Quant Under the Hood

These aren't basic indicators. This is the same math used by quantitative hedge funds and prop trading desks โ€” now accessible via natural language instead of requiring a PhD and $500K in development.

Volatility
GARCH / EGARCH / FIGARCH
Conditional volatility with leverage effects and long memory
Pairs Trading
Johansen Cointegration
Multivariate cointegration with eigenvector weights
Factor Models
Fama-French 5-Factor
MKT, SMB, HML, RMW, CMA with alpha attribution
Correlation
DCC-GARCH
Dynamic conditional correlation with regime switching
Microstructure
VPIN / Kyle's Lambda
Toxicity flow and price impact coefficients
Execution
Almgren-Chriss
Market impact model for optimal execution
Machine Learning
Physics-Informed NN
Trading constraints embedded in loss function
Sizing
Kelly Criterion
Regime-aware adaptive position sizing

40+ Data Integrations

Real-time feeds from prediction markets, exchanges, social platforms, and macro sources

Polymarket Kalshi Metaculus Yahoo Finance Finnhub Polygon.io CoinGecko Binance FRED SEC EDGAR Twitter/X Reddit Telegram Discord NewsAPI FXStreet Deribit Coinglass Alternative.me VIX ... and more

What Makes It Different

The combination that doesn't exist elsewhere

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Natural Language โ†’ Institutional Math

"Buy when NVDA is cointegrated with AMD and the spread z-score is below -2" becomes executable strategy instantly.

โœ…

Every Decision Auditable

LLM Jury records every proposal, critique, and decision. Rejection logs. EOD critic reviews. Full compliance trail.

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Sandboxed Execution

No eval(). No arbitrary code. Primitives are whitelisted. LLMs cannot invent functions. asOf-frozen context prevents look-ahead.

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Prediction Market Integration

Polymarket, Kalshi, Metaculus probability feeds as trading signals. Wallet clustering for fraud detection. Smart money consensus.

Technical Foundation

Production-ready architecture

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Monorepo Architecture

TypeScript clean across 4 packages. Next.js 14 App Router. Vercel + AWS EC2.

0 TS errors
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Database

PostgreSQL 16 with pgvector. 7 schemas. 270+ migrations. Redis caching.

28+ tables
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API Surface

430+ REST endpoints. JWT + Cognito auth. Rate limiting. RBAC with 8 roles.

Documented
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AI Infrastructure

Claude integration. BYOK support. Credit billing. Subscription + credits + BYOK modes.

Cost control

Explore the Details

Dive deeper into specific aspects of the platform