Thinking Machine 2.0 - DGX Spark Edition

System Overview

This is a Level-3 self-modifying AI system optimized for a single DGX Spark node. It features:

• Genome Store (Git-based policy & prompt versioning)

• Self-Training (LoRA fine-tuning)

• RAG (Retrieval-Augmented Generation with pgvector)

• Game Theory optimization

• Long-Term Memory (per-user context)

• Safety Guard (immutable core rules)

Architecture

The system implements a complete cognitive pipeline:

1. User Context - Retrieves user-specific memories

2. World Model - Classifies task nature

3. RAG Retrieval - Searches knowledge base + optional web

4. Multi-Agent Reasoning - LLM with full context

5. Reflection & Critique - Self-evaluation

6. Output Synthesis - Final response generation

Mission Control Dashboard

The Monitor service (http://localhost:8501) provides a full "Mission Control" interface with 6 tabs:

1. 🚀 Ops & KPIs: System health, success rates, latency, and active user counts.

2. 🧠 Cognitive Engine:

   • Memory: Stats on total users and memories

   • Knowledge: Status of the World Model and Vector DB

   • User Inspector: Look up user profiles by external_id

3. 📚 Knowledge Base (RAG):

   • Document Stats: Total documents and chunks ingested

   • RAG Metrics: Query count, average snippets per query

   • Document Sources: Pie chart of document sources

   • Recent Ingestions: Latest documents added to the knowledge base

   • Recent Retrievals: Queries that used RAG with snippet counts

4. 🧬 Self-Reprogramming:

   • Active Genome: View the currently active Policy and Self-Prompt

   • Game Theory: Visualizes the live Strategy Equilibrium

   • Evolution: Tracks Proposals and Experiments

5. 🛡️ Safety & Governance:

   • Immutable Core: Read-only view of immutable_core.yaml

   • Audit Log: History of all accepted/rejected proposals

   • Human-in-the-Loop: Interface to manually Approve or Reject pending proposals

6. 💬 Interaction & Traces:

   • Trace Explorer: Filter traces by domain or error status

   • Meta-Cognition: Inspect Reward Scores, Latency, and Hallucination flags