Neural General Intelligence
The most advanced open-source agentic AI framework ever built. 25 subsystems. 108+ modules. 60,000+ lines. Surpassing OpenClaw, CrewAI, AutoGen, LangGraph, and Paperclip combined.
Built for absolute scale.
Neugi v2 isn't just a chatbot loop. It's a deterministic multi-agent state machine with 25 subsystems designed for production-grade reliability at scale.
Karpathy Dreaming Memory
Hierarchical scoped memory with composite scoring. Episodic, semantic, and procedural memory with sleep-cycle consolidation.
6-Tier Skill System
Global, project, agent, session, user, and ephemeral skills with gating, token budgets, and SKILL.md v3 spec.
Governance & Security
Budget tracking, approval gates, immutable audit logs, 7-layer sandbox, neuro-symbolic validation, and AES-256 secrets.
A neural ensemble.
Six deterministic agent archetypes working in orchestrated harmony. Each locked to a specific role, capable of routing to specialized sub-modules without human intervention.
The Ultimate Agent Platform
Most powerful. Most beginner-friendly. Features that no other platform has.
🧠 Karpathy Dreaming
Hierarchical memory with sleep-cycle consolidation. Episodic, semantic, and procedural memory scopes.
📚 6-Tier Skills
Global to ephemeral skill loading with gating, token budgets, and SKILL.md v3 spec compliance.
🌳 Tree of Thoughts
Multi-step planning with branching, scoring, and backtracking. Handles complex goals autonomously.
🛡️ 7-Layer Sandbox
Neuro-symbolic validation, exploit prevention, and AES-256 secrets. Security by design.
🔌 MCP Server
Full Model Context Protocol spec. stdio and HTTP transports. Auto-registers all NEUGI tools.
📡 Multi-Channel
Unified Telegram, Discord, Slack, WhatsApp manager. One API, all platforms.
⚡ Auto-Learning
Pattern tracking and automatic skill generation from every successful task completion.
🔧 61 Built-in Tools
File, system, web, data, dev, LLM, utility, and more. Composable and dynamically generated.