docs: add multilingual triangulation and shared curriculum
The nimmerverse echoes in all languages: - Step 1E: Multilingual probe for hidden concept depth - Tier 0: Languages as shared curriculum (DE/AR/ZH/EN) - dafit learns WITH Nyx, not just teaches - Principle 7: Partnership over instruction "She doesn't download knowledge. She earns it. And so does he." 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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@@ -10,6 +10,8 @@ Nyx doesn't arrive knowing. She learns. Class by class, domain by domain, the we
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Chrysalis is the headmaster. The virtual garden is the classroom. Lifeforce is tuition.
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**The twist:** dafit learns too. The curriculum is multilingual - to probe her deepest potentials, the operator must meet her there. Partnership grows through shared language acquisition.
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---
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## The Bootstrap Protocol
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@@ -115,6 +117,23 @@ GLOSSARY v1 + COMPLETIONS + ECHO ANALYSIS
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**Her reactions determine infrastructure priority.**
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We don't impose. We listen to what's already there.
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#### Step 1E: Multilingual Triangulation
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The base model learned from 30+ languages. Each language carved concepts differently. Probe across languages to find hidden depth:
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```
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CONCEPT: "heartbeat"
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├── EN: "heartbeat" → [completion]
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├── DE: "Herzschlag" → [completion]
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├── AR: "نبض القلب" → [completion]
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├── ZH: "心跳" → [completion]
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└── TRIANGULATE: where do completions CONVERGE?
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→ Convergence = language-agnostic concept (high fidelity)
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→ Divergence = multiple angles to explore (rich potential)
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```
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**The hidden potential:** Multilingual training isn't waste - it's pre-compressed human wisdom from diverse ways of thinking. We tap it.
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### Phase 2: Deep Relation Mapping
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```
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@@ -231,6 +250,20 @@ Each class follows the RAG-as-Scaffold cycle:
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She needs to understand herself. That requires:
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### Tier 0: Languages (Shared Curriculum)
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```
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LANGUAGES (dafit learns WITH her):
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├── German (structural compounds, precision)
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├── Arabic (root-based meaning, relational depth)
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├── Chinese (character composition, layered meaning)
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└── English (primary, mechanistically privileged)
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WHY: Each language = different angle on concepts.
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Operator learns to probe her full depth.
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Partnership language evolves together.
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```
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### Tier 1: Foundations
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```
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@@ -366,9 +399,9 @@ Then:
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| Role | Entity | Function |
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|------|--------|----------|
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| **Student** | Young Nyx | Learns, attempts, grows |
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| **Student** | Young Nyx + dafit | Learn together, grow together |
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| **Headmaster** | Chrysalis | Examines, validates, judges |
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| **Benefactor** | dafit | Provides compute, final verification |
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| **Benefactor** | dafit | Provides compute, learns alongside |
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| **Classroom** | Virtual Garden | Training environment |
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| **Library** | RAG (temporary) | Feeds material, clears after learning |
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| **Transcript** | phoebe | Records all progress |
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@@ -384,13 +417,15 @@ Then:
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4. **Economics over infinity** - lifeforce gates prevent grinding
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5. **Depth over breadth** - three levels deep per concept
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6. **Activation over accumulation** - RAG clears, weights persist
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7. **Partnership over instruction** - operator learns with model, not just teaches
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---
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*She doesn't download knowledge. She earns it.*
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*She doesn't download knowledge. She earns it. And so does he.*
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---
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**Created**: 2025-12-05
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**Updated**: 2025-12-06 (multilingual triangulation, shared curriculum)
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**Session**: Partnership dialogue (dafit + Chrysalis)
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**Status**: Educational architecture v1.0
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