helix  by adrianhihi

Autonomous agents achieve self-healing operations

Created 1 month ago
349 stars

Top 79.6% on SourcePulse

GitHubView on GitHub
Project Summary

This project addresses AI agent failures in payment and API calls by providing a self-healing runtime. It automatically diagnoses, fixes, and learns from errors, boasting up to 90.3% auto-recovery. Designed for developers of autonomous agents, it significantly enhances operational stability and reduces costs through intelligent, continuous error resolution.

How It Works

Helix wraps agent functions, employing a 6-stage PCEC pipeline (Perceive, Construct, Evaluate, Commit, Verify, Gene) upon failure. Detected errors are intelligently fixed, and successful strategies are stored in a SQLite-based "Gene Map" powered by reinforcement learning. This enables sub-millisecond, cost-free fixes for recurring errors, eliminating the need for repeated diagnosis or LLM calls.

Quick Start & Requirements

  • Installation: npm install @helix-agent/core (Node.js), pip install helix-agent-sdk (Python), or docker run -d -p 7842:7842 adrianhihi/helix-server.
  • VialOS Beta: VialOS Runtime integration requires the --beta flag.
  • Links: Project hosted on GitHub.

Highlighted Details

  • Claims up to 90.3% auto-recovery through intelligent error fixing.
  • Offers observe, auto, and full modes with varying risk levels.
  • Built on the VialOS Runtime, featuring a PCEC Engine, Gene Map, and advanced learning modules (Meta-Learning, Federated Learning).
  • Supports payment (Coinbase, Tempo, Privy) and API verticals, extensible via custom adapters.
  • Undergoes "Self-Evolution" via Meta-Learning, Self-Play, and Auto Strategy Generation.

Maintenance & Community

Hosted on GitHub (adrianhihi/helix), accepting contributions, particularly new PlatformAdapter implementations. CONTRIBUTING.md provides guidelines. No specific community channels are listed.

Licensing & Compatibility

  • License: MIT.
  • Compatibility: Permissive MIT license allows commercial use and integration into closed-source applications.

Limitations & Caveats

VialOS Runtime integration is currently in Beta. Key features like Budget Intelligence, Gene Registry Cloud, and Executable Strategy Generation are planned but not yet implemented. A warning exists regarding a similarly named, incorrect third-party npm package.

Health Check
Last Commit

2 weeks ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
0
Star History
341 stars in the last 30 days

Explore Similar Projects

Starred by Elie Bursztein Elie Bursztein(Cybersecurity Lead at Google DeepMind), Chip Huyen Chip Huyen(Author of "AI Engineering", "Designing Machine Learning Systems"), and
7 more.

SuperAGI by TransformerOptimus

0.1%
17k
Open-source framework for autonomous AI agent development
Created 3 years ago
Updated 1 year ago
Feedback? Help us improve.