How QuantWise OS Works

From data to decision
in milliseconds.

Market data flows through AI agents, a financial reasoning model, and a quant engine — delivering trading signals to your dashboard in real-time.

All systems operational

The 4-Step Process

How QuantWise OS transforms raw data into actionable signals

STEP 01

Connect Data Sources

QuantWise OS connects to live market data via pre-built MCP servers — Binance, Alpaca, CoinGecko, FRED economic data, and crypto news feeds. All sources stream directly into the agent ecosystem.

5 pre-built MCP servers
Real-time price feeds
On-chain analytics
Economic indicators
STEP 02

AI Agents Analyze

19 AI investor personas (Buffett, Burry, Lynch, Graham, Munger, Taleb and more) independently analyse market data. Each agent has unique memory, tool access, and an investment philosophy — they debate, vote, and reach consensus.

19 unique personas
Independent analysis
Multi-agent consensus
78% avg confidence
STEP 03

FHRM Reasons

Financial Hierarchical Reasoning Model processes agent outputs through a three-level hierarchy: Meta (long-term goals), High (strategic planning), Low (numerical execution). The C-module enforces financial constraints.

M-H-L hierarchy
Conscience module
Constraint enforcement
62.5% FinanceBench
STEP 04

Execute & Monitor

The Rust quant engine runs 120+ stochastic models, computes risk metrics, and executes strategies. Portfolio is monitored in real-time with live P&L, Sharpe tracking, and risk alerts.

120+ quant models
Sub-ms execution
Real-time P&L
Risk monitoring

System Architecture

End-to-end data flow from market sources to your dashboard

QuantWise OS Architecture

Multi-Agent Orchestration

19 AI investor personas debate positions, vote, and reach consensus. Each agent operates independently with its own investment philosophy.

Multi-agent orchestration

FHRM Reasoning Pipeline

Financial Hierarchical Reasoning Model processes signals through M-H-L hierarchy with conscience-constrained validation.

FHRM pipeline

Technology Stack

The infrastructure powering QuantWise OS

Frontend
  • Next.js 14
  • React 18
  • Tailwind CSS
  • Framer Motion
Backend
  • Pulse Runtime
  • FastAPI
  • Node.js
  • API Gateway
AI & Models
  • FHRM (27M)
  • Vinela (7B)
  • 70B Foundation
  • 19 Agent Personas
Infrastructure
  • Rust Quant Engine
  • MCP Protocol
  • Headroom Compress
  • Cloudflare

Ready to try it?

Download QuantWise OS free. No credit card required.