RAG 4.0 Production-Ready

Hidden Brain

The expert librarian that never hallucinates

RAG 4.0 system with Agentic Orchestration (Pydantic AI), Knowledge Integrity (Karpathy Linter), Token Optimization (ARONLY -60-90%), Audit & Traceability (Cutufato), Security Firewall (Sentinel-Angie), and Secure Sandbox (Babuino).

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6 Core Differentiators

Agentic RAG (Pydantic AI)

Knowledge Integrity (Karpathy Linter)

Token Optimization (ARONLY)

Audit & Traceability (Cutufato)

Security Firewall (Sentinel-Angie)

Secure Sandbox (Babuino/Monos)

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🚀 Quick Start

Deploy in 10 minutes with Docker Compose

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🏗️ Architecture

Stack: pgvector + Neo4j + ChromaDB + FastAPI

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🤖 Agentic RAG

Intelligent orchestrator with Pydantic AI

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✅ Knowledge Integrity

Karpathy Linter detects contradictions

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⚡ Token Optimization

ARONLY reduces 60-90% tokens without losing context

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🔒 Security Firewall

Sentinel-Angie verifies hallucinations

🎯 Analogy

Hidden Brain is like an **expert librarian** that:
1. Searches multiple sources (pgvector + Neo4j)
2. Verifies contradictions before answering
3. Summarizes intelligently without losing context
4. Never makes up information (anti-hallucination)

💡 Mnemonic Trick

**AKTASS**: **A**gentic **K**nowledge **T**oken **A**udit **S**ecurity **S**andbox

📚 Complete documentation in development...

Available post-launch with images, diagrams, and detailed tutorials.