# Insight Hedge

Bring seven AI perspectives to your market research.

Compare fundamentals, sentiment, and macro views from a team of AI agents. Insight Hedge combines their analysis into a research memo using LangGraph and Polygon market data.

- Author: Mohammed Husamuddin
- Case study: https://projects.ihusam.tech/projects/insight-hedge
- Status: live
- Year: 2025
- Topics: AI, Trading, Open Source, LangGraph
- Technology: Next.js, LangGraph, Polygon API, Multi-Agent AI
- Project URL: https://insight-hedge.ihusam.tech/

## 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.

- Information Asymmetry: Institutions have tools you don't. Until now.
- Signal Noise: Twitter is not a trading strategy. Neither is your group chat.
- Complexity 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.