dafit
04256e85c4
- Created architecture/Nervous-Protocol.md: comprehensive three-tier autonomous learning architecture (dafit → Chrysalis-Nyx → Young Nyx) - Designed state machine tool interface pattern with LangChain integration - Documented escalation protocols, discovery catalogues, and collaborative tool building - Moved TOOLCHAIN-PROGRESS.md and Toolchain-Architecture.md to architecture/ directory - Updated Endgame-Vision.md with toolchain crosslinks Key architectural patterns: - State machines as universal tool interface (safety + discovery) - Three-tier oversight with OR gate inputs (dafit + Chrysalis) - Message-based continuity via phoebe heartbeat polling - LangChain BaseTool framework (replaced MCP for maturity) - Dual decision tracking (Young Nyx choices + oversight responses) Version: Nervous-Protocol v1.1 (LangChain-based) Context: Phase 1 toolchain complete, variance collection running 🌙💜 Generated with 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
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."
🌙💜