AlexShchuka/neuro-matrix
3 stars · Last commit 2026-06-14
Claude Code plugin: runtime invariants + hooks (cycle-detector, approval gate, verification gate), four co-system agents (developer · analyzer · critic · epistemic-auditor), and a held-out evaluation harness. Anti-hallucination protocol grounded in game theory and the scientific method.
README preview
# 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 anchored to reality. *Topics: Claude Code plugin, AI agents, prompt engineering, LLM evaluation, AI code review, hooks, agentic, AI safety.* ## Install ```text /plugin marketplace add AlexShchuka/neuro-matrix /plugin install neuro-matrix@neuro-matrix ``` Requires [Claude Code](https://code.claude.com). On install: a risk-weighted invariant self-check each turn, cycle / critic / verification hooks on mutations, four sub-agents for analysis, code, review, and epistemic audit. The operating protocol lives in `CLAUDE.md`. This README answers: **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. ## 1. Goals