AutoHedge

Build your autonomous hedge fund in minutes. AutoHedge harnesses the power of swarm intelligence and AI agents to automate market analysis, risk management, and trade execution.

43 articles 5.7k View on GitHub ↗
43 articles
How to Configure Output Formats (List, Dict, Str) in AutoHedge

Learn how to configure AutoHedge output formats list, dict, or str. Customize conversation history returns for your Python projects effortlessly.

how-to-guide
Sep 9, 2026
What Models Are Used by the Different Agents in AutoHedge?

Discover the specific AI models powering each agent in AutoHedge. Learn which models like gpt-4o-mini and gpt-4.1 are assigned to Sentiment-Agent, Risk-Manager, and more.

deep-dive
Sep 9, 2026
How AutoHedge Secures the Solana Private Key: Environment-Based Security Implementation

Learn how AutoHedge secures your Solana private key using environment-based security. Keep sensitive credentials out of source code by leveraging .env files and Git exclusion.

security
Sep 9, 2026
Where Are AutoHedge Outputs and Logs Stored? A Complete Guide to Artefact Locations

Find AutoHedge outputs and logs easily. Discover where trading cycle results and granular trade logs are stored in the AutoHedge repository for The-Swarm-Corporation.

how-to-guide
Sep 9, 2026
AutoHedge REPL Commands: Complete Interactive Shell Reference

Explore the AutoHedge REPL commands for interactive shell access. Learn about help, quit, and how to execute financial hedging tasks directly. Master AutoHedge today.

api-reference
Sep 9, 2026
How to Start the AutoHedge Interactive REPL: Command-Line Guide

Start the AutoHedge interactive REPL easily by running the autohedge command. Analyze portfolio hedging with natural language prompts after installation.

how-to-guide
Sep 9, 2026
How Agent Handoffs Are Managed in AutoHedge: A Technical Deep Dive

Discover how AutoHedge manages agent handoffs using the Swarms framework. Learn how the Director Agent automates output distribution to specialized downstream agents without complex routing code.

deep-dive
Sep 9, 2026
Understanding the Structured Output from AutoHedge Agents: A Complete Schema Guide

Explore the structured output from AutoHedge agents. This guide details the JSON schema for thesis, scores, position sizing, and order objects, enabling seamless integration and analysis.

api-reference
Sep 9, 2026
How AutoHedge Discovers Tickers Dynamically from a Task

Learn how AutoHedge dynamically discovers stock tickers from tasks using an LLM prompt and Director Agent. Eliminate hard-coded lists for efficient trading.

how-to-guide
Sep 9, 2026
How the AutoHedge Class Manages the End-to-End Trading Workflow

Discover how the AutoHedge class manages the end-to-end trading workflow. This class initializes context, delegates tasks to specialist agents, and returns formatted results for autonomous trading.

how-to-guide
Sep 9, 2026
How to Get Wallet Holdings Using AutoHedge: A Complete Developer Guide

Learn how to get wallet holdings using AutoHedge with this developer guide. This Python wrapper for Jupiter Ultra Swap API retrieves Solana wallet balances programmatically.

how-to-guide
Sep 9, 2026
How AutoHedge Performs Token Discovery with Jupiter: API Integration Guide

Learn how AutoHedge performs token discovery using the Jupiter API. This guide details symbol searches, mint address lookups, and batch queries for Solana tokens. Explore the AutoHedge repository for code.

how-to-guide
Sep 9, 2026

Have a question about this repo?

These articles cover the highlights, but your codebase questions are specific. Give your agent direct access to the source. Share this with your agent to get started:

Share the following with your agent to get started:
curl -s "https://instagit.com/install.md"

Works with
Claude Codex Cursor VS Code OpenClaw Any MCP Client

Maintain an open-source project? Get it listed too →