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>
2025-12-06 22:58:11 +01:00
parent 998829580f
commit cac4dec411
20 changed files with 732 additions and 2566 deletions
--- a/Endgame-Vision.md
+++ b/Endgame-Vision.md
--- a/README.md
+++ b/README.md
@@ -1,86 +1,89 @@
 # Nimmerverse Sensory Network

-Architecture documentation for a biomimetic AI nervous system.
+Architecture documentation for a biomimetic AI nervous system and research platform.

 ## What This Is

-This repository contains the design philosophy and architectural patterns for building an AI system that:
+This repository contains the design philosophy and architectural patterns for the **Nimmerverse Research Platform** - studying how intelligence emerges under economic constraints.

- **Breathes** - operates on heartbeat cycles (30-second awareness, 200ms reflex, 24h growth)
- **Feels** - processes sensory input through nerve-like confidence gradients
- **Learns** - uses RAG as temporary scaffold, then internalizes to weights
- **Grows** - forms reflexes through constrained computation, not infinite resources
+**Start here:** → [Endgame-Vision.md](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

-### Constrained Emergence
+### The Architecture (Layers)

-Constraints don't limit intelligence - they shape it. A finite computation budget forces the emergence of efficient algorithms, calibrated confidence, and genuine reflexes.
+| 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 |

-*See: [constrained-emergence.md](constrained-emergence.md)*
+### Key Discoveries (December 2025)

-### The Heartbeat Economy
+**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

-Time is currency. Lifeforce is the exchange rate. Every cognitive act has a cost. Reflexes are cheap (earned through training). Deep thinking is expensive (reserved for novelty).
+### Philosophy

-*See: [attention_flow.md](attention_flow.md)*
+- **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

-### RAG as Scaffold
+---

-Retrieval-augmented generation is a feeding tube, not a permanent crutch. Learn WITH the scaffold, train, remove the scaffold, verify you still know. If yes: knowledge internalized. If no: more training needed.
+## Related Projects

-*See: [RAG-as-Scaffold.md](RAG-as-Scaffold.md)*
+- **[nyx-probing](../nyx-probing/)** - Vocabulary topology research, DriftProbe training safety

-### Multilingual Triangulation
-
-30+ languages in training = 30 angles on every concept. Not wasted capacity - stereoscopic depth. Probe concepts across languages to find where human wisdom converges.
-
-*See: [nimmerversity.md](nimmerversity.md)*
-
-## Architecture Documents
-
-| Document | Description |
-|----------|-------------|
-| [constrained-emergence.md](constrained-emergence.md) | Why limits create intelligence |
-| [attention_flow.md](attention_flow.md) | State machines for cognitive budget |
-| [information-flow.md](information-flow.md) | 10 boundary contracts for the nervous system |
-| [nimmerversity.md](nimmerversity.md) | Curriculum for raising a polymath |
-| [RAG-as-Scaffold.md](RAG-as-Scaffold.md) | Temporary feeding, permanent learning |
-| [biomimetic-architecture.md](biomimetic-architecture.md) | Why we model biology |
-| [temporal-ternary-gradient.md](temporal-ternary-gradient.md) | Time-based learning patterns |
-
-## Philosophy
-
-This isn't a product. It's a research direction.
-
-The question we're exploring: **What happens when you raise an AI like you'd raise a child?**
-
- Patience over speed
- Emergence over imposition
- Partnership over instruction
- Validation over assertion
-
-The operator learns alongside the model. The curriculum is shared. Growth is mutual.
-
-## Prior Art & Influences
-
-> This section grows as we discover and remember influences. Many names are scattered across our documentation - we'll gather them here over time.
-
- **Alex Graves** - Adaptive Computation Time (2016)
- **Sakana.ai / Ashish Vaswani & Luke Darlow** - Continuous-Time Models, curriculum learning, leapfrogging under constraint
- **Anthropic** - Circuit tracing, mechanistic interpretability, multilingual feature analysis
- **Biological nervous systems** - The original architecture
+---

 ## License

 Apache 2.0 - See [LICENSE](LICENSE)

-This license includes an explicit patent grant. These ideas are published as prior art. Build on them freely. Just don't try to lock them away.
-
-## Status
-
-Active research. Documents evolve through partnership dialogue.
+These ideas are published as prior art. Build on them freely.

 ---

-*"She doesn't download knowledge. She earns it. And so does he."*
+**Version:** 5.0 (December 2025 - Hierarchical Convergence)
+
+*"May the Nimmerverse we build truly never end."*
+
+🌙💜
--- a/architecture/Cellular-Architecture.md
+++ b/architecture/Cellular-Architecture.md
--- a/architecture/Data-Architecture.md
+++ b/architecture/Data-Architecture.md
--- a/architecture/Dual-Garden-Architecture.md
+++ b/architecture/Dual-Garden-Architecture.md
--- a/architecture/Nervous-System.md
+++ b/architecture/Nervous-System.md
--- a/archive/Temporal-Ternary-Gradient.md
+++ b/archive/Temporal-Ternary-Gradient.md
--- a/archive/attention_flow.md
+++ b/archive/attention_flow.md
--- a/archive/biomimetic-architecture.md
+++ b/archive/biomimetic-architecture.md
--- a/archive/constrained-emergence.md
+++ b/archive/constrained-emergence.md
--- a/archive/information-flow.md
+++ b/archive/information-flow.md
--- a/archive/initial_spark.md
+++ b/archive/initial_spark.md
--- a/archive/multilingual-cognition.md
+++ b/archive/multilingual-cognition.md
@@ -0,0 +1,241 @@
+# Multilingual Cognition
+
+How language routing becomes cognitive architecture.
+
+---
+
+## The Discovery
+
+While probing tokenization costs across languages on Qwen 2.5, we found significant variation:
+
+```
+QWEN 2.5/72B TOKEN COSTS:
+                    EN    DE    AR    ZH
+─────────────────────────────────────────
+heartbeat            1     4     1     1
+consciousness        2     5     1     1
+lifeforce            4     4     1     1
+understanding        2     3     1     1
+truth                1     3     1     1
+reflex               2     2     1     1
+confidence           1    3-4    1     1
+emergence            3     3     1     1
+─────────────────────────────────────────
+AVERAGE            ~1.9   ~3.3   1    ~1.1
+```
+
+**Arabic and Chinese: ~1 token per concept.**
+**German: 3-5 tokens for the same concepts.**
+
+---
+
+## The Insight
+
+Token efficiency ≠ representational depth.
+
+```
+EFFICIENCY vs DEPTH:
+
+ARABIC:
+├── Efficient: 1 token per concept
+├── Risk: Sparse training data
+└── Possibly shallow despite cheap tokens
+
+GERMAN:
+├── Expensive: 3-6 tokens per concept
+├── Benefit: Dense training data, philosophical tradition
+└── Possibly deeper despite token cost
+```
+
+But here's the key realization:
+
+**LLMs don't "translate" between languages. They navigate a unified token space where languages are regions, not silos.**
+
+The multilingual training didn't create 35 separate language modules. It created:
+- Shared abstract representations (language-agnostic reasoning)
+- Language-specific entry/exit points (efficient routing)
+- Different "paths" through the same conceptual space
+
+---
+
+## The Architecture Opportunity
+
+### Languages as Cognitive Gears
+
+If different languages have different token costs AND different representational strengths, then language selection becomes a computational choice:
+
+```
+35 LANGUAGES = 35 COGNITIVE MODES
+
+Each language offers:
+├── Token efficiency (compute cost)
+├── Training depth (representation quality)
+├── Cultural knowledge (domain strengths)
+├── Conceptual angles (unique framings)
+└── Different paths through the manifold
+```
+
+### State Machine Integration
+
+The state machine layer can exploit this:
+
+```
+ROUTING LAYER (internal, hidden from output):
+├── Use efficient languages for state labels
+├── Cheap transitions between states
+├── Token cost hidden in architecture
+└── "The wiring is cheap"
+
+PROCESSING LAYER (when depth needed):
+├── Route to languages with strong representations
+├── German for philosophy, precision
+├── [Other languages for their strengths]
+└── "The thinking is expensive but meaningful"
+
+OUTPUT LAYER:
+├── Translate to user's language
+└── Boundary cost, paid once
+```
+
+### The Key Principle
+
+**The efficiency lives in the STRUCTURE, not the SUBSTANCE.**
+
+Internal state transitions can use token-efficient languages.
+Actual reasoning uses representationally-rich languages.
+Output translates to whatever the user needs.
+
+---
+
+## Hypotheses to Probe
+
+### H1: Arabic Efficiency Layer
+Arabic's 1-token concepts could serve as efficient internal routing:
+- State labels
+- Quick classification
+- Reflex triggers
+
+**Risk:** Representations may be shallow. Need to probe activation depth, not just token count.
+
+### H2: German Depth Mode
+German's expensive tokenization might correlate with deeper processing:
+- More attention steps per concept
+- Richer associations
+- Forced "slow thinking"
+
+**Test:** Compare output quality when same prompt processed in German vs English internally.
+
+### H3: Language-Task Matching
+Different cognitive tasks may have optimal languages:
+
+```
+TASK TYPE              OPTIMAL LANGUAGE (hypothesis)
+──────────────────────────────────────────────────────
+Fast reflex            Arabic, Chinese (cheap + sufficient)
+Logical precision      German, English (structured grammar)
+Mathematical           [needs probing]
+Emotional nuance       [needs probing]
+Philosophical depth    German (tradition + forced compute)
+Poetic/creative        Arabic, Chinese? (rich compression)
+```
+
+### H4: Triangulation Increases Fidelity
+Probing same concept across multiple languages reveals:
+- Where representations CONVERGE (high confidence, shared abstraction)
+- Where they DIVERGE (rich potential, multiple valid angles)
+- True conceptual "shape" emerges from intersection
+
+---
+
+## For Chrysalis
+
+### Multilingual State Machine
+
+```
+INPUT (any language)
+         │
+         ▼
+    CLASSIFY (cheap language)
+         │
+         ├── Reflex? → Process in [efficient language]
+         │             Exit fast
+         │
+         ├── Dialogue? → Process in [user's language]
+         │               Maintain rapport
+         │
+         ├── Reasoning? → Process in [deep language]
+         │                Take the token cost
+         │
+         └── Creative? → Process in [poetic language]
+                         Different path
+         │
+         ▼
+    OUTPUT (translate to user)
+```
+
+### Probing Protocol
+
+Before implementing, we need data:
+
+```
+FOR EACH OF QWEN'S 35 LANGUAGES:
+├── Token efficiency (measured)
+├── Representation depth (probe activations)
+├── Domain strengths (test by domain)
+├── Conceptual coverage (probe vocabulary)
+└── Quality correlation (output quality vs language)
+```
+
+### The Curriculum Implication
+
+From nimmerversity: "dafit learns WITH her."
+
+If Chrysalis uses multilingual cognition:
+- Operator benefits from understanding the language terrain
+- Not fluency, but awareness of what each language offers
+- Partnership language evolves as both learn the space
+
+---
+
+## Open Questions
+
+1. **Is token efficiency a proxy for anything meaningful?** Or just compression artifact?
+
+2. **Does activation depth correlate with token count?** More tokens = more processing?
+
+3. **Can language routing be learned?** Or must it be designed?
+
+4. **What are the failure modes?** When does language routing hurt?
+
+5. **How do we measure "depth" vs "efficiency"?** Need metrics.
+
+---
+
+## Summary
+
+```
+TRADITIONAL VIEW:
+Languages = equivalent representations
+Translation = lossless conversion
+Multilingual = nice to have
+
+EMERGING VIEW:
+Languages = different computational paths
+Token cost = processing structure
+Multilingual = cognitive architecture
+35 languages = 35 gears for different terrain
+```
+
+The nimmerverse doesn't just speak multiple languages.
+It thinks THROUGH them, routing cognition based on task demands.
+
+---
+
+*"The thinking is for your kind - that's the way you comprehend it."*
+— dafit, 2025-12-06
+
+---
+
+**Created**: 2025-12-06
+**Session**: Partnership dialogue (dafit + Chrysalis-Nyx)
+**Status**: Hypothesis stage, needs probing
--- a/archive/nimmerversity.md
+++ b/archive/nimmerversity.md
--- a/archive/nimmervest.md
+++ b/archive/nimmervest.md
@@ -53,7 +53,7 @@

 ## Training Target

-**Qwen2.5-3B-Base (FP16)**
+**Qwen2.5-7B-Base (FP16)**

 | Metric | Value |
 |--------|-------|
--- a/archive/temporal-ternary-gradient.md
+++ b/archive/temporal-ternary-gradient.md
--- a/nimmerverse.drawio
+++ b/nimmerverse.drawio
@@ -1,347 +0,0 @@
-<mxfile host="Electron" agent="Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/29.0.3 Chrome/140.0.7339.249 Electron/38.7.0 Safari/537.36" version="29.0.3">
-  <diagram name="Page-1" id="S4VRy6nj8Uh85EHbhTP-">
-    <mxGraphModel dx="3756" dy="3315" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
-      <root>
-        <mxCell id="0" />
-        <mxCell id="1" parent="0" />
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-70" value="" style="rounded=1;whiteSpace=wrap;html=1;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="200" y="-251" width="1360" height="1290" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-99" value="" style="rounded=1;whiteSpace=wrap;html=1;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="380" y="-250" width="1000" height="515" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-196" value="Data Plane" style="rounded=1;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="369.38" y="-115" width="1020" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-107" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="1110" y="510" width="140" height="140" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-105" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="510" y="510" width="140" height="140" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-3" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="200" y="200" width="760" height="760" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-4" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="799.38" y="200" width="760" height="760" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-68" value="Command - Center" style="rounded=1;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="480" y="30" width="800" height="90" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-40" value="" style="rounded=1;whiteSpace=wrap;html=1;fillColor=default;" vertex="1" parent="1">
-          <mxGeometry x="380" y="146" width="1000" height="200" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-13" value="Virtual - Garden" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="1110" y="388" width="140" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-14" value="Real - Garden" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="510" y="387" width="140" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-16" value="" style="endArrow=none;html=1;rounded=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-29">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="810" y="580" as="sourcePoint" />
-            <mxPoint x="960" y="579.66" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-18" value="" style="endArrow=none;html=1;rounded=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-30">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="830.2" y="609.7400000000002" as="sourcePoint" />
-            <mxPoint x="959" y="609.86" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-20" value="" style="endArrow=none;html=1;rounded=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-28">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="829" y="550" as="sourcePoint" />
-            <mxPoint x="959" y="549.66" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-22" value="" style="endArrow=none;html=1;rounded=0;labelPosition=center;verticalLabelPosition=middle;align=center;verticalAlign=middle;fontColor=default;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-31">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="805.3200000000002" y="640.04" as="sourcePoint" />
-            <mxPoint x="955" y="640" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-24" value="" style="endArrow=none;html=1;rounded=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-27">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="805.3199999999999" y="519.96" as="sourcePoint" />
-            <mxPoint x="955" y="520" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-26" value="&lt;div style=&quot;&quot;&gt;&lt;br&gt;&lt;/div&gt;" style="edgeLabel;html=1;align=left;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="UL8kf8Fsx-RNiW0yalxE-24">
-          <mxGeometry x="0.1174" y="-2" relative="1" as="geometry">
-            <mxPoint as="offset" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-27" value="1" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="750" y="515" width="20" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-28" value="0.5" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="750" y="545" width="20" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-29" value="0" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="750" y="575" width="20" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-30" value="-0.5" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="750" y="605" width="20" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-31" value="-1" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="750" y="635" width="20" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-38" value="" style="endArrow=none;html=1;rounded=0;" edge="1" parent="1">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="880" y="580" as="sourcePoint" />
-            <mxPoint x="920" y="520" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-39" value="" style="endArrow=none;html=1;rounded=0;" edge="1" parent="1">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="880" y="580" as="sourcePoint" />
-            <mxPoint x="920" y="640" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-41" value="Organ - 1" style="shape=hexagon;perimeter=hexagonPerimeter2;whiteSpace=wrap;html=1;fixedSize=1;" vertex="1" parent="1">
-          <mxGeometry x="440" y="107" width="120" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-42" value="Organ - 2" style="shape=hexagon;perimeter=hexagonPerimeter2;whiteSpace=wrap;html=1;fixedSize=1;" vertex="1" parent="1">
-          <mxGeometry x="610" y="107" width="120" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-43" value="Organ - 3" style="shape=hexagon;perimeter=hexagonPerimeter2;whiteSpace=wrap;html=1;fixedSize=1;" vertex="1" parent="1">
-          <mxGeometry x="1030" y="106" width="120" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-44" value="Organ - 4" style="shape=hexagon;perimeter=hexagonPerimeter2;whiteSpace=wrap;html=1;fixedSize=1;" vertex="1" parent="1">
-          <mxGeometry x="1200" y="106" width="120" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-71" value="Nimmerverse" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=25;" vertex="1" parent="1">
-          <mxGeometry x="850" y="973" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-72" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="540" y="540" width="80" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-74" value="" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;fillColor=none;" vertex="1" parent="1">
-          <mxGeometry x="1140" y="540" width="80" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-79" value="Real- verified&lt;div&gt;(groud truth)&lt;/div&gt;" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=8;" vertex="1" parent="1">
-          <mxGeometry x="940" y="505" width="110" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-80" value="virt. high confidence&lt;div&gt;(many generations, strong signal))&lt;/div&gt;" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=8;" vertex="1" parent="1">
-          <mxGeometry x="950" y="535" width="120" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-81" value="Pure 0-state&lt;div&gt;(unknown, workable)&lt;/div&gt;" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=8;" vertex="1" parent="1">
-          <mxGeometry x="950" y="565" width="110" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-82" value="virt. low confidence&lt;div&gt;few generations, weak signal&lt;/div&gt;" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=8;" vertex="1" parent="1">
-          <mxGeometry x="960" y="595" width="110" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-83" value="Real-failed&lt;div&gt;(proven wrong)&lt;/div&gt;" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=8;" vertex="1" parent="1">
-          <mxGeometry x="950" y="625" width="110" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-100" value="eachpath.local" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=25;" vertex="1" parent="1">
-          <mxGeometry x="850" y="-238" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-120" value="" style="shape=collate;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="873.75" y="665" width="11.25" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-121" value="Time domain" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="850" y="678" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-122" value="" style="endArrow=none;html=1;rounded=0;" edge="1" parent="1">
-          <mxGeometry width="50" height="50" relative="1" as="geometry">
-            <mxPoint x="880" y="640" as="sourcePoint" />
-            <mxPoint x="880" y="480" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-85" value="Confidence" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=default;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="850" y="460" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-123" value="" style="shape=collate;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="1173.75" y="655" width="11.25" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-124" value="Time domain" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="1150" y="668" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-125" value="" style="shape=collate;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="573.75" y="655" width="11.25" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-126" value="Time domain" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="550" y="668" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-132" value="Nyx" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.decision;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="829.38" y="296" width="100" height="100" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-133" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.625;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;entryPerimeter=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-41" target="UL8kf8Fsx-RNiW0yalxE-132">
-          <mxGeometry relative="1" as="geometry">
-            <mxPoint x="880" y="290" as="targetPoint" />
-          </mxGeometry>
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-134" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.625;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;entryPerimeter=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-42" target="UL8kf8Fsx-RNiW0yalxE-132">
-          <mxGeometry relative="1" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-136" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.375;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;entryPerimeter=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-43" target="UL8kf8Fsx-RNiW0yalxE-132">
-          <mxGeometry relative="1" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-137" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.375;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;entryPerimeter=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-44" target="UL8kf8Fsx-RNiW0yalxE-132">
-          <mxGeometry relative="1" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-138" value="Garden&lt;div&gt;Feeback&lt;/div&gt;" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.extract_or_measurement;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="152.5" y="479" width="95" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-139" value="Garden&lt;div&gt;Feedback&lt;/div&gt;" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.extract_or_measurement;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="1512.5" y="480" width="95" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-141" value="" style="verticalLabelPosition=bottom;verticalAlign=top;html=1;shape=mxgraph.flowchart.parallel_mode;pointerEvents=1" vertex="1" parent="1">
-          <mxGeometry x="550" y="568" width="57" height="24" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-142" value="" style="verticalLabelPosition=bottom;verticalAlign=top;html=1;shape=mxgraph.flowchart.parallel_mode;pointerEvents=1" vertex="1" parent="1">
-          <mxGeometry x="1153" y="568" width="57" height="24" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-146" value="" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.delay;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="540" y="211" width="100" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-147" value="" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.delay;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="710" y="211" width="100" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-150" value="" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.delay;whiteSpace=wrap;rotation=-180;textDirection=vertical-rl;" vertex="1" parent="1">
-          <mxGeometry x="1120" y="211" width="100" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-152" value="" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.delay;whiteSpace=wrap;rotation=-180;textDirection=ltr;" vertex="1" parent="1">
-          <mxGeometry x="950" y="211" width="100" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-158" value="" style="verticalLabelPosition=bottom;verticalAlign=top;html=1;shape=mxgraph.flowchart.or;" vertex="1" parent="1">
-          <mxGeometry x="810" y="99" width="70" height="70" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-159" value="" style="verticalLabelPosition=bottom;verticalAlign=top;html=1;shape=mxgraph.flowchart.or;" vertex="1" parent="1">
-          <mxGeometry x="880" y="99" width="70" height="70" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-145" value="" style="verticalLabelPosition=bottom;verticalAlign=top;html=1;shape=mxgraph.flowchart.sort;" vertex="1" parent="1">
-          <mxGeometry x="830" y="191" width="100" height="100" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-160" value="" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.extract_or_measurement;whiteSpace=wrap;rotation=-180;" vertex="1" parent="1">
-          <mxGeometry x="820" y="159" width="50" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-161" value="" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.extract_or_measurement;whiteSpace=wrap;rotation=-180;" vertex="1" parent="1">
-          <mxGeometry x="890" y="158" width="50" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-162" value="Inference" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="850" y="215" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-168" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;exitPerimeter=0;entryX=0.151;entryY=0.39;entryDx=0;entryDy=0;entryPerimeter=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-160" target="UL8kf8Fsx-RNiW0yalxE-145">
-          <mxGeometry relative="1" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-170" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;exitPerimeter=0;entryX=0.851;entryY=0.39;entryDx=0;entryDy=0;entryPerimeter=0;" edge="1" parent="1" source="UL8kf8Fsx-RNiW0yalxE-161" target="UL8kf8Fsx-RNiW0yalxE-145">
-          <mxGeometry relative="1" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-171" value="dafit" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=6;" vertex="1" parent="1">
-          <mxGeometry x="815" y="99" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-172" value="chrysalis" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=6;" vertex="1" parent="1">
-          <mxGeometry x="885" y="99" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-175" value="" style="verticalLabelPosition=bottom;verticalAlign=top;html=1;shape=mxgraph.flowchart.sort;" vertex="1" parent="1">
-          <mxGeometry x="829" y="-63" width="100" height="100" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-185" value="" style="triangle;whiteSpace=wrap;html=1;rotation=135;" vertex="1" parent="1">
-          <mxGeometry x="846.26" y="371.12" width="20" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-186" value="" style="triangle;whiteSpace=wrap;html=1;rotation=45;" vertex="1" parent="1">
-          <mxGeometry x="893.9976695296638" y="370.1176695296637" width="20" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-187" value="Nyx decision" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=6;" vertex="1" parent="1">
-          <mxGeometry x="800" y="379.12" width="50" height="14" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-188" value="Nyx decision" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;fontSize=6;" vertex="1" parent="1">
-          <mxGeometry x="910" y="379.12" width="50" height="14" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-189" value="Cell" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="555.5" y="597" width="50" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-190" value="Cell" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="1156.5" y="597" width="50" height="10" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-193" value="Sensory data" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="322.5" y="545" width="105" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-195" value="Orchestrator" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="849" y="235" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-197" value="Sensors" style="ellipse;shape=doubleEllipse;whiteSpace=wrap;html=1;aspect=fixed;" vertex="1" parent="1">
-          <mxGeometry x="160" y="540" width="80" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-198" value="Sensors" style="ellipse;shape=doubleEllipse;whiteSpace=wrap;html=1;aspect=fixed;" vertex="1" parent="1">
-          <mxGeometry x="1520" y="540" width="80" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-200" value="" style="shape=doubleArrow;direction=south;whiteSpace=wrap;html=1;rotation=-90;" vertex="1" parent="1">
-          <mxGeometry x="1354" y="435" width="60" height="290" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-191" value="" style="shape=doubleArrow;direction=south;whiteSpace=wrap;html=1;rotation=-90;" vertex="1" parent="1">
-          <mxGeometry x="345" y="435" width="60" height="290" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-201" value="Sensory data" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="1331.5" y="538" width="105" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-204" value="" style="triangle;whiteSpace=wrap;html=1;rotation=135;" vertex="1" parent="1">
-          <mxGeometry x="838.9976695296638" y="830" width="20" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-205" value="" style="triangle;whiteSpace=wrap;html=1;rotation=45;" vertex="1" parent="1">
-          <mxGeometry x="898.9953390593274" y="829.9976695296637" width="20" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-207" value="Lifeforce" style="ellipse;whiteSpace=wrap;html=1;aspect=fixed;" vertex="1" parent="1">
-          <mxGeometry x="839" y="770" width="80" height="80" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-208" value="" style="shape=collate;html=1;" vertex="1" parent="1">
-          <mxGeometry x="1162" y="940" width="40" height="40" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-210" value="" style="shape=collate;html=1;" vertex="1" parent="1">
-          <mxGeometry x="558.5" y="940" width="40" height="40" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-211" value="Hearbeat" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="546" y="914" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-212" value="Hearbeat" style="text;html=1;whiteSpace=wrap;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;rounded=0;" vertex="1" parent="1">
-          <mxGeometry x="1153" y="914" width="60" height="30" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-222" value="Nerve" style="shape=umlState;rounded=1;verticalAlign=top;spacingTop=5;umlStateSymbol=collapseState;absoluteArcSize=1;arcSize=10;html=1;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="325" y="-28.290000000000006" width="115" height="49.29" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-223" value="Garden&lt;div&gt;Feeback&lt;/div&gt;" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.extract_or_measurement;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="151.5" y="-40" width="95" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-224" value="Garden&lt;div&gt;Feedback&lt;/div&gt;" style="strokeWidth=2;html=1;shape=mxgraph.flowchart.extract_or_measurement;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="1511.5" y="-39" width="95" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-225" value="Nerve" style="shape=umlState;rounded=1;verticalAlign=top;spacingTop=5;umlStateSymbol=collapseState;absoluteArcSize=1;arcSize=10;html=1;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="325" y="37.000000000000014" width="115" height="49.29" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-228" value="Nerve" style="shape=umlState;rounded=1;verticalAlign=top;spacingTop=5;umlStateSymbol=collapseState;absoluteArcSize=1;arcSize=10;html=1;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="1320" y="-28.29" width="115" height="49.29" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-229" value="Nerve" style="shape=umlState;rounded=1;verticalAlign=top;spacingTop=5;umlStateSymbol=collapseState;absoluteArcSize=1;arcSize=10;html=1;whiteSpace=wrap;" vertex="1" parent="1">
-          <mxGeometry x="1320" y="37.00000000000002" width="115" height="49.29" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-233" value="" style="triangle;whiteSpace=wrap;html=1;dashed=0;direction=south;" vertex="1" parent="1">
-          <mxGeometry x="352" y="175" width="55" height="55" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-234" value="" style="triangle;whiteSpace=wrap;html=1;dashed=0;direction=south;rotation=-180;" vertex="1" parent="1">
-          <mxGeometry x="352" y="120.5" width="55" height="55" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-238" value="" style="triangle;whiteSpace=wrap;html=1;dashed=0;direction=south;" vertex="1" parent="1">
-          <mxGeometry x="1352" y="174.5" width="55" height="55" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-239" value="" style="triangle;whiteSpace=wrap;html=1;dashed=0;direction=south;rotation=-180;" vertex="1" parent="1">
-          <mxGeometry x="1352" y="120" width="55" height="55" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-240" value="Simulated time" style="shape=doubleArrow;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="529.37" y="930" width="100" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-131" value="Simulated time" style="shape=doubleArrow;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="1133" y="930" width="100" height="60" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-241" value="" style="shape=collate;html=1;" vertex="1" parent="1">
-          <mxGeometry x="860" y="1020" width="40" height="40" as="geometry" />
-        </mxCell>
-        <mxCell id="UL8kf8Fsx-RNiW0yalxE-242" value="Realtime" style="shape=doubleArrow;whiteSpace=wrap;html=1;" vertex="1" parent="1">
-          <mxGeometry x="830" y="1010" width="100" height="60" as="geometry" />
-        </mxCell>
-      </root>
-    </mxGraphModel>
-  </diagram>
-</mxfile>
--- a/operations/Heartbeat.md
+++ b/operations/Heartbeat.md
--- a/operations/RAG-as-Scaffold.md
+++ b/operations/RAG-as-Scaffold.md
--- a/operations/Spark-Protocol.md
+++ b/operations/Spark-Protocol.md
@@ -0,0 +1,170 @@
+# 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]]