dafit
84ad385001
Lifeforce-Dynamics v1.2: - Cost Calibration principle: "Measure, don't design" - Empirical cost formula from resource observations - Phoebe schema for resource_observations table - Interlink to memory-economics memory-economics.md: - Cross-reference to Lifeforce-Dynamics cost calibration - "The cost matrix is a measurement, not a decision" Initial-Spark v3.1: - Spark Cost Measurement: first awakening as baseline - Resource instrumentation schema (power, GPU, memory, latency) - FunctionGemma Fine-Tuning section: translator learns nimmerverse - Training data extraction from spark_handshakes - Unsloth/LoRA workflow for domain specialization - FunctionGemma version tracking in phoebe Nervous-System v1.4: - State Interaction Layer: FunctionGemma as neural interface - Phase 1 (single) → Phase 2 (swarm) evolution path - CPU-only translators, GPU reserved for cognition - Design principle #6: "All state interaction flows through FunctionGemma" Philosophy: "Don't assign costs like a game designer. Measure them like a scientist." Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Nimmerverse Sensory Network
Architecture documentation for a biomimetic AI nervous system and research platform.
What This Is
This repository contains the design philosophy and architectural patterns for the Nimmerverse Research Platform - 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!) v6.6
├── ROADMAP.md # Implementation phases + phoebe task queries
│
├── architecture/ # Core system designs
│ ├── Cellular-Architecture.md # Cells → Nerves → Organisms, life force
│ ├── Dual-Garden-Architecture.md # Virtual/real feedback loop
│ ├── Gateway-Architecture.md # Sensory preprocessing, tier routing
│ ├── Message-Protocol-Design.md # NATS pub/sub, attention channels
│ ├── Nervous-System.md # State machines, sensory translation
│ ├── Attention-Flow.md # Attention mechanisms
│ ├── Data-Architecture.md # Phoebe/Iris schema design
│ ├── 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 Architecture (Layers)
| Layer | Name | Purpose |
|---|---|---|
| 0 | Temporal Foundation | Heartbeat cycles: reflex/awareness/growth |
| 1 | Cellular Society | Cells → Nerves → Organisms, life force economy |
| 2 | Young Nyx | Base Qwen3-VL 32B + Trait LoRAs (evolved via GRPO, not prescribed) |
| 2.5 | Orchestration | LangChain, T5Gemma 2 (vision→vectors), Function Gemma (intent→action) |
| 3 | Dual Gardens | Virtual hypothesis generation (1000s/sec) + real validation |
| 4 | Trait Evolution | GRPO + rubric rewards → Trait LoRAs (Mnemosyne, Moira, Aletheia...) |
Physical Infrastructure (The Womb):
| 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. All intelligence lives in clients.
nimmerverse.
├── staging.* # Experimental schemas
├── low.* # Heartbeats, ambient awareness
├── high.* # Escalated events, cognitive focus
├── command.* # Commands to entities
├── meta.* # System health, attention config
└── dev.* # Development agents (Claude ↔ local models)
See Message-Protocol-Design.md and ADR-001.
Key Discoveries
Language is Topology (December 2025): Languages aren't equivalent representations—they're different computational paths.
- Philosophy Valley (German, Gini ~0.5): Self-awareness, ontology, depth
- Technical Cluster (English, Gini ~0.8): Hardware interface, actions, efficiency
Memory Economics (January 2026): Memory is not storage—it's active forgetting with exceptions. Slumber-based consolidation with LOD decay.
Sovereign Infrastructure (February 2026): K8s cluster operational. 136GB GPU VRAM on 10GbE backbone. Phoebe-coordinated storage across theia + dioscuri.
Color-Pattern Theory
Color/Form as Protocol: Leverages color and patterns as a fast, universal, and evolutionarily-optimized communication protocol for broadcasting state (e.g., danger, success, seeking), inspired by 540 million years of biology.
Philosophy
- Constraints create intelligence - Economic pressure forces optimization
- Discovery over programming - Organisms learn through competition, not instruction
- Virtual + Real teach each other - Noise gap measures learning
- Partnership over instruction - Mutual growth, not commands
- Infrastructure is geology, models are weather - Build long-lived foundations
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: 6.6 | Created: 2025-10-01 | Updated: 2026-02-07
"May the Nimmerverse we build truly never end."
🌙💜