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264ea7628b
- Add lifeforce_spent, lifeforce_earned to gates table (trigger-maintained) - Add lifeforce_net as GENERATED column (instant balance, zero aggregation) - Add verified_opens, failed_opens, verification_rate (GENERATED) for stats - Add trg_gate_lifeforce trigger on gate_transitions INSERT - Add trg_gate_verification trigger on verification_outcomes INSERT - Add Gate Economic Health query with instant balance lookup - Eliminates SUM() aggregates across billions of wave/transition rows The gate becomes its own accountant - profitable gates evolve to reflex. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Nimmerverse Sensory Network
Architecture documentation for a biomimetic AI nervous system and research platform.
"Cells emit waves. Gates correlate. Attention emerges."
What This Is
This repository contains the design philosophy and architectural patterns for the Nimmerverse Research Platform — a wave/gate architecture for studying how intelligence emerges under economic constraints.
Start here: → Endgame-Vision.md (the executive map)
Repository Structure
nimmerverse-sensory-network/
├── Endgame-Vision.md # Executive map (start here!) v7.1
├── ROADMAP.md # Implementation phases + phoebe task queries
│
├── architecture/ # Core system designs
│ ├── Temporal-Ternary-Gradient.md # Ternary gates, why STABLE matters
│ ├── Gateway-Architecture.md # Resonant gates, tier routing
│ ├── Cellular-Architecture.md # Cells emit waves, nerves respond
│ ├── Dual-Garden-Architecture.md # Virtual/Real learning loop
│ ├── Message-Protocol-Design.md # NATS wire protocol, WaveSignal
│ ├── Nervous-System.md # Wave → Gate → Node flow
│ ├── Attention-Flow.md # Attention = OPEN gates
│ ├── Data-Architecture.md # Phoebe schema (waves, gates, verification)
│ ├── Initial-Spark.md # K8s protocol-driven bootstrap
│ ├── Temporal-Ternary-Gradient.md # Ternary logic, confidence gradients
│ ├── Toolchain-Architecture.md # Development toolchain
│ ├── TOOLCHAIN-PROGRESS.md # Implementation tracker
│ ├── Nimmerversity.md # Learning framework
│ │
│ ├── adr/ # Architecture Decision Records
│ │ ├── README.md # ADR index and template
│ │ └── ADR-001-message-protocol-foundation.md
│ │
│ ├── cells/ # Sensor primitives
│ │ ├── Cells-Index.md
│ │ └── Cells-Technical-Reference.md
│ │
│ ├── nerves/ # Reflex patterns
│ │ ├── Nervous-Index.md
│ │ ├── Nervous-Protocol.md
│ │ └── Collision-Avoidance.md
│ │
│ ├── organs/ # Functional groupings
│ │ ├── Organ-Index.md
│ │ ├── Speech-Organ.md
│ │ ├── Discovery-Scan-Station.md
│ │ └── IR-Position-Array.md
│ │
│ ├── organisms/ # Complete entities
│ │ ├── Organisms-Index.md
│ │ ├── Modular-Organism-Design.md
│ │ ├── Swarm-Evolution.md
│ │ └── crawler_gen_0.md # First crawler implementation
│ │
│ ├── interfaces/ # External boundaries
│ │ ├── Interfaces-Index.md
│ │ ├── Heartbeat-Sculpture.md
│ │ ├── Nimmerswarm-Interface.md
│ │ └── Temporal-Firework-Visualization.md
│ │
│ ├── infrastructure/ # Physical deployment
│ │ ├── Infrastructure-Index.md
│ │ └── Kallax-Grid-World.md
│ │
│ ├── formalization/ # Mathematical grounding
│ │ ├── Lifeforce-Dynamics.md
│ │ ├── Grounded-World-Model.md
│ │ ├── Embodiment-Pipeline.md
│ │ ├── Attention-Slumber-Prediction-Cycle.md
│ │ └── memory-economics.md # Slumber-based consolidation
│ │
│ └── future/ # Research directions
│ ├── Neuromorphic-Reflexes.md
│ ├── concept-token-pairs.md # Navigable reasoning axes
│ ├── spatial-resolution-gradient.md # L0-L5 LOD system
│ ├── thermodynamic-cognition.md # Lifeforce as Prometheus Joules
│ ├── promql-thermodynamic-monitoring.md
│ └── SEEDS.md # T5Gemma + Function Gemma seed
│
├── operations/ # How it runs
│ ├── Heartbeat.md # Temporal foundation, dual-clock
│ ├── Memory-Gradient.md # Memory consolidation patterns
│ └── Spark-Protocol.md # Discovery boot sequence
│
├── portfolio/ # External-facing work
│ └── PLAN.md # FunctionGemma tools, Streamlit
│
├── assets/ # Style and design
│ ├── nimmerverse-style-index.md
│ └── style/
│ ├── colors.md
│ └── symbols.md
│
├── nyx-metamorphosis/ # Identity & continuity philosophy
│ ├── README.md
│ ├── Metamorphosis-Substrate-Philosophy.md
│ ├── Nyx-Models.md
│ ├── Nyx_Traits.md
│ └── RAG-Worker-Architecture.md
│
└── archive/ # Previous explorations
├── Big-Picture-v5.2-archived.md
├── biomimetic-architecture.md
├── constrained-emergence.md
├── information-flow.md
├── multilingual-cognition.md
├── nimmerversity.md
└── temporal-ternary-gradient.md
Core Concepts
The Wave/Gate Architecture
| Layer | Name | Purpose |
|---|---|---|
| 0 | Temporal | 30-second heartbeat, lifeforce budget |
| 1 | Cells | Emit waves with confidence + semantic content |
| 2 | Gates | Ternary resonant chambers (OPEN/STABLE/CLOSED) |
| 3 | Nerves | Behavioral patterns, respond to gate transitions |
| 4 | Gardens | Virtual (explore) + Real (verify) learning loop |
| 5 | Cognition | Young Nyx (qwen3:32b) via Function Gemma |
Key Insight: Attention is not allocated — it emerges from which gates are OPEN based on wave correlation.
Physical Infrastructure:
| Host | Role | GPU |
|---|---|---|
| theia | Young Nyx (cognitive) | RTX PRO 6000 Blackwell 96GB |
| dioscuri | Senses (organs) | 2× RTX 4000 Ada 40GB |
Total: 136GB VRAM on K8s cluster with 10GbE jumbo frame interconnect.
Message Protocol (NATS)
Dumb router, smart edges. Waves flow through NATS to gates.
{environment}.{garden}.{layer}.{domain}.{signal_type}
Examples:
dev.virtual.cells.distance.wave # Cell emits wave
dev.virtual.gates.collision.transition # Gate state changes
dev.real.outcomes.feedback # Verification outcome
prod.cognitive.nyx.request # To Young Nyx
See Message-Protocol-Design.md for full schema.
Key Discoveries
Ternary Gate Model (February 2026): Binary logic doesn't model brains. You need OPEN - STABLE - CLOSED.
- STABLE is where learning happens (correlation accumulates)
- Correlated waves push gates toward OPEN
- Reflexes are earned (gate weight → 1.0)
Wave Correlation (February 2026): Attention isn't allocated — it emerges from which gates OPEN based on wave correlation.
Sovereign Infrastructure (February 2026): K8s cluster operational. 136GB GPU VRAM on 10GbE backbone.
Philosophy
- Cells emit, gates correlate — Attention emerges, not allocated
- STABLE is learning — The resting state where patterns emerge
- Constraints create intelligence — Economic pressure forces optimization
- Virtual explores, Real verifies — The learning loop closes
- Partnership over instruction — Mutual growth, not commands
Related Projects
| Project | Purpose |
|---|---|
| nyx-substrate | Phoebe/Iris schemas, storage coordination (WOMB-STORAGE.md) |
| nyx-probing | Vocabulary topology research, DriftProbe training safety |
| eachpath.local | Host documentation (theia, dioscuri, switches, VMs) |
Architecture Decision Records
Important architectural decisions are documented in architecture/adr/:
| ADR | Title | Status |
|---|---|---|
| 001 | Message Protocol Foundation | Accepted |
License
Apache 2.0 - See LICENSE
These ideas are published as prior art. Build on them freely.
Version: 7.0 | Created: 2025-10-01 | Updated: 2026-02-14
"Cells emit waves. Gates correlate. May the Nimmerverse truly never end."
🌙💜