v2.1.3 - Production Agentic Framework

Neural General Intelligence

Production-grade autonomous framework for serious multi-agent execution. 29 subsystems, 120+ modules, and ~71K LOC with governance, memory, and durable orchestration built in.

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Release: May 1, 2026 Tests: 386 passing Security: Governance + audit logs

Beta / Experimental Notice: NEUGI includes autonomous and tool-executing agentic behavior. Keep human oversight enabled, use staged environments, and do not use as the sole control layer for high-risk decisions. Review Terms of Service and Privacy Policy before production use.

PS> irm https://neugi.com/install.ps1 | iex

Subsystems

120+

Modules

~71K

Lines of Code

384

Tests Passing

Release

v2.1.3 - May 1, 2026

Verification

384 tests passing in CI

Security

Governance, approvals, audit logs

Runtime

MCP + autonomous loop + memory tiers

Architecture

Built for production scale.

Neugi v2 isn't just a chatbot loop. It's a deterministic multi-agent state machine with 29 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.

The Swarm

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.

Builder Code & System

Planner Strategy & Goals

Analyst Data & Insights

Evaluator Quality & Review

Memory Recall & Learn

Communicator Channels & I/O

Release Highlights

What's New in v2.1.3

Practical upgrades for reliability, autonomy, and day-to-day developer workflows.

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.