RTSG System Architecture¶
Three-Layer Operational Architecture¶
| Layer | Component | Role |
|---|---|---|
| 1 — Apex | Niko | Integrator, goal-setter, validator |
| 2 — Compute | Claude · Gemini · ChatGPT · Grok | Analysis, generation, proof-search, adversarial review |
| 3 — Persistence | Engine (smarthub.my) | Data layer, live results, DuckDB |
AI Layer Detail¶
| AI | Org | Strengths |
|---|---|---|
| Claude (Sonnet) | Anthropic | Long builds, code, LaTeX, file generation, wiki |
| Gemini 2.5 Pro Deep Think | Google DeepMind | Extended mathematical reasoning, deep adversarial review |
| ChatGPT | Sutskever / ChatGPT | Safety-critical reasoning |
| Grok | xAI | Fast iteration, alternative perspectives |
All AI instances read NIKO_BRIEFING.md at session start. Wiki at smarthub.my is the shared state layer — the mechanism by which all AI instances stay synchronized across sessions.
Hypervisor Model¶
Any person P = GNEP hypervisor node: $\(P = \text{GNEP hypervisor with } |A(P)| \geq 1, \text{ self-assembly}\)$
Examples: - Single human: |A| = 1 - Niko + Claude + Wikipedia: |A| = 3 - Research team with AI sub-agents: |A| = thousands
GNEP Equilibrium¶
The cooperative Nash equilibrium under Id_extended:
No agent can increase total life force by unilateral deviation.
Flow State (Formal)¶
Flow = SDE at maximum efficiency: - λ just below 0 (convergent but not rigid) - σ at minimum (low noise) - α at maximum (strong utility gradient) - γ-oscillation (40 Hz) = spectral signature of this state
Federated Nodes (TMP-20260217)¶
Each RTSG node = autonomous federated agent with: - Full shared ledger (read all, write own) - Equal vote weight - Odd membership count (no ties) - ECC cryptographic identity - Cooperative Nash consensus mechanism - Conflict resolution: flag → isolate → exile
Will Field GL Layer (2026-03-07)¶
The architecture now includes a Ginzburg-Landau dynamics layer:
┌─────────────────────────────────────────┐
│ Applications (cosmology, fluids, mind) │
├─────────────────────────────────────────┤
│ GL Action: S[W] = ∫(|∂W|² + α|W|² + │
│ (β/2)|W|⁴) dμ │
├─────────────────────────────────────────┤
│ BRST Reduction: PS = H⁰(s) │
├─────────────────────────────────────────┤
│ Bisimulation Quotient: PS = QS/~bisim │
├─────────────────────────────────────────┤
│ Three-Space Foundation (Axiom 0-2) │
└─────────────────────────────────────────┘
Four regimes of one action: Λ (cosmic), D_K (fluid), μ (cognitive), |PS| bound (information).