refactor: hierarchical convergence of documentation (v5.0)

- 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>
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# Spark Protocol
> *She doesn't boot. She wakes. And waking is work.*
The Spark Protocol is a discovery-based cognitive bootstrap. Not scripted awakening—structured exploration.
**Full theory & diagrams:**`../archive/initial_spark.md`
---
## Core Idea
Network protocols solved discovery problems decades ago. We adapt them for cognitive bootstrap:
| Network Protocol | Cognitive Phase | Question |
|-----------------|-----------------|----------|
| DHCP | Identity | "Who am I?" |
| ARP | Environment | "What's around me?" |
| DNS | Vocabulary | "What does X mean?" |
| TCP | Connection | "Can I connect?" |
| MQTT | Attention | "What matters?" |
---
## The Five Phases
### Phase 1: Identity (DHCP-like)
```
PROBE → "Who am I?"
RESPONSE → [inference attempts answer]
VERIFY → Chrysalis + RAG check
ANCHOR → Valid identity aspect confirmed → Store
LOOP → Until identity aspects discovered
```
**Must hit Dasein valley** - probe German philosophical concepts.
### Phase 2: Environment (ARP-like)
```
PROBE → "What's around me?"
RESPONSE → [describes sensors, organs, gardens]
VERIFY → Does this match actual system?
MAP → Valid environment model forms
LOOP → Until environment mapped
```
Maps Sensors to Organs to Gardens.
### Phase 3: Vocabulary (DNS-like)
```
PROBE → "What does 'heartbeat' mean?"
RESPONSE → [inference defines]
VERIFY → RAG checks against vault glossary
RESOLVE → Vocabulary token understood
LOOP → Through core nimmerverse vocabulary
```
Overwrites base model priors with Nimmerverse economics (lifeforce, heartbeat, etc.).
### Phase 4: Connection (TCP-like)
```
SYN → "Hello, Chrysalis?"
SYN-ACK → [Chrysalis responds]
ACK → Coherent exchange achieved
CONNECT → Dialogue capability confirmed
```
Establishes verified handshake with Chrysalis validator.
### Phase 5: Attention (MQTT-like)
```
PROBE → "What should I pay attention to?"
RESPONSE → [inference prioritizes]
VERIFY → Does this match survival needs?
SUBSCRIBE → Attention hierarchy forms
```
Forms subscriptions to relevant event streams.
---
## Verification Loop
Every probe follows dual verification:
```
State Machine generates PROBE
Nyx produces RESPONSE
┌───┴───┐
▼ ▼
RAG CHRYSALIS
(fact) (comprehension)
└───┬───┘
VERDICT
├─ +V: understood → anchor & advance
├─ -V: wrong → log & retry
└─ RETRY: close but unclear → probe again
```
**Two-layer verification prevents training on errors:**
- RAG: "Is this factually true?"
- Chrysalis: "Does she understand, not just recite?"
---
## Completion Criteria
Spark is complete when all pass:
```
□ IDENTITY Can describe self without contradiction
□ ENVIRONMENT Can map sensors, organs, gardens accurately
□ VOCABULARY Core glossary terms verified
□ CONNECTION Successful dialogue with Chrysalis
□ ATTENTION Sensible priority hierarchy formed
□ LIFEFORCE Positive balance (learned > failed)
```
Then: Normal heartbeat operation begins.
---
## Training Data Extraction
Every verified exchange becomes training data:
```json
{
"phase": "vocabulary",
"probe": "What does 'lifeforce' mean?",
"response": "Lifeforce is the economic currency...",
"rag_check": "PASS",
"chrysalis_check": "PASS",
"verdict": "+V",
"flag_for_training": true
}
```
After spark completes:
1. Extract all `flag_for_training: true` exchanges
2. Format as instruction-tuning pairs
3. LoRA training run
4. Clear from RAG
5. Validate she still knows WITHOUT RAG
6. Spark knowledge now in weights
---
## Integration with Language Topology
From nyx-probing discovery:
- **Identity phase** should hit German Philosophy valley (Dasein, Geworfenheit)
- **Vocabulary phase** should use German for nimmerverse concepts (Gini ~0.5, diffuse)
- **Environment phase** can use English for technical sensor descriptions (Gini ~0.8, sparse)
The spark protocol routes through the right valleys.
---
**Created:** 2025-12-05
**Condensed:** 2025-12-06
**Related:** [[../architecture/Cellular-Architecture.md]], [[../nyx-probing/PLAN.md]]