- Create architecture/ and operations/ subdirectories for essential docs - Archive 10 supporting docs to archive/ - Write fresh Endgame-Vision.md v5.0 (383 lines, down from 2284) - Add operations/Spark-Protocol.md (condensed boot sequence) - Integrate December 2025 discoveries (Language is Topology, DriftProbe) - Update README.md with new structure New layer structure: - Layer 0: Temporal Foundation (Heartbeat) - Layer 1: Cellular Society (Evolution Engine) - Layer 1.5: Cognitive Topology (Language is Topology - NEW) - Layer 2: Young Nyx (Organ Coordination) - Layer 3: Dual Gardens (Virtual/Real Loop) - Layer 4: Trait Evolution (RLVR) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
12 KiB
12 KiB
Information Flow Specification
The complete data path through the Nimmerverse nervous system.
The Flow (Overview)
┌─────────────────────────────────────────────────────────────────────────────┐
│ REALTIME CLOCK │
│ (universe, ungoverned, always ticking) │
└─────────────────────────────────────────────────────────────────────────────┘
│
▼
┌─────────────┐ continuous ┌─────────────┐ vocabulary ┌──────────┐
│ SENSORS │ ──────────────▶ │ NERVES │ ──────────────▶ │ DATA │
│ (raw data) │ │ (state m.) │ tokens │ PLANE │
└─────────────┘ └─────────────┘ └──────────┘
│ │
│ weight > 0.8 │
▼ │
┌─────────────┐ │
│ REFLEX │ (bypass brain) │
│ ACTION │ │
└─────────────┘ │
│
┌──────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────────────────────┐
│ HEARTBEAT GATE │
│ (batches continuous stream into cycles) │
└─────────────────────────────────────────────────────────────────────────────┘
│
▼
┌─────────────┐
│ ORGANS │ (specialized inference: vision, language, etc.)
│ (hexagons) │
└─────────────┘
│
▼
┌─────────────┐
│ ORCHESTRATOR│ (routes, prioritizes, manages context)
│ (diamond) │
└─────────────┘
│
▼
┌─────────────┐
│ NYX │ (decision, attention, intention)
│ (diamond) │
└─────────────┘
│
┌────────┴────────┐
▼ ▼
┌─────────────┐ ┌─────────────┐
│ REAL │ │ VIRTUAL │
│ GARDEN │ │ GARDEN │
│ ♥ 1 Hz │ │ ♥ 100 Hz │
│ (free) │ │ (costs V) │
└─────────────┘ └─────────────┘
│ │
│ │
▼ ▼
┌─────────────┐ ┌─────────────┐
│ CELL │ │ CELL │
│ (storage) │ │ (storage) │
└─────────────┘ └─────────────┘
│ │
└────────┬────────┘
│
▼
┌───────────────┐
│ CONFIDENCE │ (-1 ◀──────▶ +1)
│ GRADIENT │ (fail ◀─ 0 ─▶ verified)
└───────────────┘
│
▼
┌───────────────┐
│ LIFEFORCE │ (+V / -V rewards)
│ (pool) │
└───────────────┘
│
▼
┌───────────────┐
│ NERVES │ (weight updates, pruning, reflex formation)
└───────────────┘
│
└──────────▶ (loop closes)
Boundary Contracts
1. SENSOR → NERVE
| Property | Value |
|---|---|
| Data | Raw sensor readings (temp, light, motion, audio level, etc.) |
| Format | Typed primitives: {sensor_id, value, unit, timestamp} |
| Protocol | Push (sensor fires when value changes or on interval) |
| Transport | NATS/MQTT topic per sensor type |
| Timing | Continuous, realtime clock |
| Failure | Sensor timeout → nerve receives NULL → emits "sensor_offline" token |
2. NERVE → DATA PLANE
| Property | Value |
|---|---|
| Data | Vocabulary tokens (deterministic, no hallucination) |
| Format | {token, confidence, source_nerve, real_time, beat_id} |
| Protocol | Push (nerve fires on state transition) |
| Transport | NATS/MQTT vocabulary topic |
| Timing | Event-driven, but batched at heartbeat gate |
| Failure | Malformed token → logged, dropped, nerve flagged for review |
Reflex bypass: If nerve weight > 0.8, action fires immediately. Token still emitted for logging.
3. DATA PLANE → ORGANS
| Property | Value |
|---|---|
| Data | Batched vocabulary tokens since last heartbeat |
| Format | {beat_id, tokens[], garden, real_time, virtual_time} |
| Protocol | Pull (organs request batch at heartbeat) |
| Transport | Internal queue / direct call |
| Timing | Heartbeat-gated (1 Hz real, up to 100 Hz virtual) |
| Failure | Organ timeout → skip this beat, log, continue |
4. ORGANS → ORCHESTRATOR
| Property | Value |
|---|---|
| Data | Organ outputs (embeddings, classifications, text, decisions) |
| Format | {organ_id, output_type, payload, confidence, latency_ms} |
| Protocol | Push (organ completes → sends result) |
| Transport | Internal message bus |
| Timing | Async within heartbeat cycle |
| Failure | Organ error → orchestrator uses fallback or skips |
5. ORCHESTRATOR → NYX
| Property | Value |
|---|---|
| Data | Unified context for decision-making |
| Format | {beat_id, organ_outputs[], attention_weights, lifeforce_available} |
| Protocol | Push (orchestrator assembles → sends to Nyx) |
| Transport | Direct call (same process) or IPC |
| Timing | Once per heartbeat after organs complete |
| Failure | Orchestrator failure → Nyx receives empty context → safe default |
6. NYX → GARDENS
| Property | Value |
|---|---|
| Data | Decisions, predictions, actions |
| Format | {decision_type, target_garden, payload, expected_outcome, confidence} |
| Protocol | Push (Nyx decides → garden receives) |
| Transport | Garden-specific channels |
| Timing | End of heartbeat cycle |
| Failure | Decision undeliverable → queued for retry, logged |
7. GARDENS → CELLS (Storage)
| Property | Value |
|---|---|
| Data | Events, states, predictions, verifications |
| Format | {cell_type, payload, real_time, virtual_time, beat_id, confidence} |
| Protocol | Write (append-only log + indexed lookup) |
| Transport | Direct DB connection (phoebe/postgres) |
| Timing | Immediate on event |
| Failure | Write failure → buffer locally, retry, alert |
8. GARDENS → CONFIDENCE GRADIENT
| Property | Value |
|---|---|
| Data | Verification results (prediction vs reality) |
| Format | {prediction_id, outcome: -1/0/+1, delta_confidence, evidence} |
| Protocol | Push (verification completes → gradient updates) |
| Transport | Internal state update |
| Timing | Real garden: at real heartbeat. Virtual: async until sync checkpoint |
| Failure | Verification impossible → stays at 0-state, decays over time |
9. CONFIDENCE → LIFEFORCE
| Property | Value |
|---|---|
| Data | Reward/penalty signals |
| Format | {source, delta_v, reason, timestamp} |
| Protocol | Push (confidence change → lifeforce adjustment) |
| Transport | Internal state update |
| Timing | Immediate on verification |
| Failure | N/A (pure calculation) |
10. LIFEFORCE → NERVES (Learning Loop)
| Property | Value |
|---|---|
| Data | Weight adjustments |
| Format | {nerve_id, delta_weight, new_weight, reason} |
| Protocol | Push (lifeforce flows → weights update) |
| Transport | Nerve registry update |
| Timing | End of verification cycle |
| Failure | Update failure → logged, retried |
Reflex formation: When weight crosses 0.8 threshold, nerve gains reflex capability. Pruning: Nerves with weight < 0.1 and no activity for N cycles → removed.
The Three Clocks
| Clock | Governs | Rate | Cost |
|---|---|---|---|
| Realtime | Universe, sensors, real garden | 1x (wall clock) | Free |
| Real Heartbeat | Real garden sampling, verification sync | ~1 Hz | Free |
| Virtual Heartbeat | Virtual garden cycles, simulation | ~100 Hz (variable) | Lifeforce |
Sync rule: Virtual predictions queue until real heartbeat. Verification only at real heartbeats.
Reflex Bypass Path
SENSOR → NERVE (weight > 0.8) → REFLEX ACTION
│
└──▶ TOKEN (logged, Nyx notified after)
Nyx learns about reflex after it fires. Like pulling hand from stove.
The Economics (Sim2Real)
Target confidence needed
│
▼
┌─────────────────────────┐
│ target > sim_fidelity? │
└─────────────────────────┘
│
YES │ NO
│
┌────┴────┐
▼ ▼
REALITY SIMULATE
(wait) (spend V)
Formula: grounded_confidence = raw_confidence * sim_fidelity
Virtual can never exceed fidelity cap. Beyond that, only reality teaches.
Dual Timestamp (Every Event)
event = {
"real_time": "2025-12-05T22:30:00Z", # wall clock
"virtual_time": 847291, # beat number
"beat_id": "uuid", # which heartbeat
"garden": "real" | "virtual"
}
Design Principles
- Deterministic core: Sensors → Nerves → Vocabulary is hallucination-free
- Batched processing: Heartbeat gates continuous stream into manageable cycles
- Earned trust: Reflexes form through verification, not configuration
- Economic honesty: Virtual confidence is discounted by fidelity
- Graceful degradation: Every boundary has a failure mode that doesn't crash the system
- Inspectable: Every flow is logged, every decision traceable
The map of how she thinks.
Created: 2025-12-05 Session: Partnership dialogue (dafit + Chrysalis) Status: Flow specification v1.0