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Insight Hedge

A hedge fund team, minus the hedge fund.

A fundamentals agent, a sentiment agent, and a macro agent walk into your watchlist. They argue. They vote. You get the memo. Built on LangGraph + Polygon. Clone it and run your own fund before breakfast.

Insight Hedge
Year

2025

Stack
Next.jsLangGraphPolygon APIMulti-Agent AI
Tags
AITradingOpen SourceLangGraph

The Hedge Fund Has Seven Brains

Most trading platforms give you one signal from one model and call it a day. Insight Hedge runs seven independent AI agents — each modeled after a legendary investor's strategy — and only surfaces a signal when they reach consensus.

Think of it as a committee of expert analysts that never sleeps, never panics, and never chases a pump.

Multi-Agent Consensus Architecture

Market Data Feed
Value Agent
Momentum Agent
Contrarian Agent
Macro Agent
Quant Agent
Sentiment Agent
Risk Agent

Why This Exists

Retail investors face a rigged game. Hedge funds spend millions on proprietary tools and teams of PhDs. Individual traders get a candlestick chart and a prayer.

Insight Hedge levels the playing field. Not eventually. Not behind a paywall. Right now, open source.

  1. 01Information Asymmetry: Institutions have tools you don't. Until now.
  2. 02Signal Noise: Twitter is not a trading strategy. Neither is your group chat.
  3. 03Complexity Barrier: The best strategies require expertise most people don't have time to acquire.

How It Actually Works

Each agent independently analyzes the market through its own lens. The system aggregates their outputs, weights by historical accuracy, and produces a consensus signal with a confidence score.

No black box. Every agent's reasoning is visible.

Signal Generation Pipeline

Live Market Data
7 AI Agents
Independent Analysis
Consensus Engine
Signal + Confidence
What You Get
Consensus signals with confidence scores
Per-agent reasoning breakdowns
Historical accuracy tracking
Real-time market integration
What It's Not

This is not financial advice. It's not a guaranteed-profit machine. It's a tool that gives you the same analytical firepower as the institutions — what you do with it is up to you.

Open Source, Because Trust Is Earned

The entire codebase is on GitHub. Every decision, every model, every signal — auditable. If you don't trust our signals, read the code. Fork it. Improve it.

That's the whole point.

Insight Hedge is fully open source. The code that generates your signals is the same code running in production. No hidden sauce, no premium-only models.