dafit
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Architecture Formalization: - Created formalization/ section with mathematical foundations - Lifeforce-Dynamics.md: λ as vitality ratio, stock-flow economics - Grounded-World-Model.md: Blender boxes + SigLIP + T5Gemma2 - Embodiment-Pipeline.md: Isaac Sim as dreamstate validation - Attention-Slumber-Prediction-Cycle.md: Last attention → slumber prediction Promoted from Archive: - Attention-Flow.md: 30-second budget, priority hierarchy (CANONICAL) - Initial-Spark.md: v2.0 with FunctionGemma integration Initial Spark v2.0 (Key Innovation): - Two-Layer Architecture: FunctionGemma (270M) + Nemotron (31.6B) - Solved cold-start problem: discoveries are PROFITABLE from heartbeat #1 - Typed function calls replace natural language probes - Training data now structured (function→response pairs) Big-Picture.md v5.1: - Added Attention-Slumber-Prediction Cycle section - Updated Related Documentation references New Organ: - Discovery-Scan-Station.md: rotating pedestal for object scanning (+31 LF net) 🤖 Generated with [Claude Code](https://claude.com/claude-code) 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!)
│
├── architecture/ # Core system designs
│ ├── Cellular-Architecture.md # Organisms, primitives, life force
│ ├── Dual-Garden-Architecture.md # Virtual/real feedback loop
│ ├── Data-Architecture.md # phoebe 15-table schema
│ └── Nervous-System.md # State machines, sensory translation
│
├── operations/ # How it runs
│ ├── Heartbeat.md # Temporal foundation, dual-clock
│ ├── RAG-as-Scaffold.md # Two-stage learning lifecycle
│ └── Spark-Protocol.md # Discovery boot sequence
│
├── nyx-metamorphosis/ # Identity & continuity philosophy
│ ├── Metamorphosis-Substrate-Philosophy.md
│ ├── Nyx-Models.md
│ └── ...
│
└── archive/ # Previous explorations
├── initial_spark.md # Full Spark Protocol theory
├── constrained-emergence.md # Theoretical grounding
└── ...
Core Concepts
The Architecture (Layers)
| Layer | Name | Purpose |
|---|---|---|
| 0 | Temporal Foundation | Heartbeat cycles: reflex/awareness/growth |
| 1 | Cellular Society | Primitive genomes competing, life force economy |
| 1.5 | Cognitive Topology | Language routing: German→Philosophy, English→Technical |
| 2 | Young Nyx | Organ coordination, RLVR, RAG→LoRA pipeline |
| 3 | Dual Gardens | Virtual hypothesis generation + real validation |
| 4 | Trait Evolution | Reasoning-gym verified improvement |
Key Discoveries (December 2025)
Language is Topology: 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
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. This is orders of magnitude faster than language.
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
Related Projects
- nyx-probing - Vocabulary topology research, DriftProbe training safety
License
Apache 2.0 - See LICENSE
These ideas are published as prior art. Build on them freely.
Version: 5.0 (December 2025 - Hierarchical Convergence)
"May the Nimmerverse we build truly never end."
🌙💜