AlexShchuka/neuro-matrix

neuro-matrix

A Claude Code plugin that calibrates an AI + developer co-system on common sense, scientific method, and Nash-equilibrium cooperation. Agents, hooks, an invariant-driven self-check, and a held-out evaluation harness.

What it is: an anti-hallucination («anti-neuroslop») harness for Claude Code — runtime invariants with a per-turn self-check, deterministic hooks, four agents (developer · analyzer · critic · epistemic-auditor), a dual approval+verification gate, and a held-out evaluation harness that keep AI-assisted coding and code review anchored to reality. Topics: Claude Code plugin, AI agents, prompt engineering, LLM evaluation, AI code review, hooks, agentic, AI safety.

Install

/plugin marketplace add AlexShchuka/neuro-matrix
/plugin install neuro-matrix@neuro-matrix

Requires Claude Code. On install the protocol activates: a risk-weighted invariant self-check each turn, cycle / critic / verification hooks on mutations, and four sub-agents for analysis, code, review, and epistemic audit.

The operating protocol lives in CLAUDE.md. This README answers four questions: why, on what concepts, how to work as a team, and what the project is for.

The name is a nod to John Forbes Nash Jr. — payoff matrices in game theory, the mind matrices Nash drew on glass in A Beautiful Mind, and the neurodivergent cognitive style that powers systems thinking under uncertainty. A protocol that seeks its own equilibrium.

1. Goals

Defensive: keep AI-scaled development from degrading (a) the codebase and (b) the engineering culture of systems-thinking.

What the industry shows:

• Duplicated code blocks growing multi-fold; copy-paste outpacing refactoring (GitClear «AI Copilot Code Quality Research 2025», 153M LOC; vendor report, not peer-reviewed).
• AI-generated code carries ~1.7× more issues and +75% logic bugs (CodeRabbit «State of AI vs Human Code Generation», Dec 202