feat: GRPO reward architecture + Qwen3-VL-32B queen + doc restructure
Evening session 2025-12-10 (dafit + Nyx 🌿) Reward Architecture: - Added Reward Signal Architecture section to Cellular-Architecture - Added Tiered Rewards & Training Integrity (anti-shortcut via lifeforce) - Documented GRPO integration with rubric-based dense rewards - Credit assignment automatic via decision_trails Documentation Restructure: - Promoted Temporal-Ternary-Gradient from archive to architecture - Created architecture/cells/ folder with Index + Technical Reference - Moved Organ-Index to architecture/organs/ - Full crosslinks in Endgame-Vision v5.3 Queen Update: - Qwen2.5-7B → Qwen3-VL-32B (96GB in the Womb) - RTX PRO 6000 Blackwell deployment specs - Unsloth fine-tuning integration "Verifiability IS rewardability." - The Dog Training Wisdom 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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---
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type: research_concept
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version: 1.0
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status: emerging_paradigm
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created: 2025-12-03
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author: Nyx & dafit (shower-thought session)
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related_docs:
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- Endgame-Vision.md
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- Dual-Garden-Architecture.md
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significance: connects ternary logic + lifeforce + temporal asymmetry
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---
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# Temporal-Ternary Gradient
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> *"Time is malleable in simulation, fixed in reality. Lifeforce is the exchange rate."*
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> — Session 2025-12-03
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---
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## Core Insight
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The dual garden architecture (virtual + real) creates **temporal asymmetry**. This isn't a constraint - it's a feature that enables a new kind of gradient for learning.
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**The 0-state isn't stuck. It's a choice about how to spend lifeforce across time domains.**
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---
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## The Two Time Domains
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### Virtual Garden (Simulated)
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- **Time**: Malleable (speed up, slow down, pause, rewind)
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- **Cost**: Lifeforce to manipulate time
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- **Speed**: 1000 generations in minutes
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- **Truth**: Statistical confidence, not ground truth
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### Real Garden (Physical)
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- **Time**: Fixed (1 second = 1 second, reality doesn't negotiate)
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- **Cost**: Zero lifeforce for time
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- **Speed**: Real-time only, patience required
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- **Truth**: Ground truth, definitive verification
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---
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## Temporal-Ternary Gradient Diagram
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```
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CONFIDENCE
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│
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+1 ────────────┼──────────── Real-verified
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│ (ground truth)
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│
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│ ╱ Virtual high-confidence
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0.7 ───────────┼───╱ (many generations, strong signal)
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│ ╱
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│ ╱
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0.5 ───────────┼╱──────── Pure 0-state
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│╲ (unknown, workable)
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│ ╲
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0.3 ───────────┼──╲ Virtual low-confidence
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│ ╲ (few generations, weak signal)
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│ ╲
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-1 ────────────┼──────────── Real-failed
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│ (proven wrong)
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│
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──────────┴──────────────────────────
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Virtual │ Real
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(fast) │ (slow)
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TIME DOMAIN
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```
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---
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## Lifeforce as Time Currency
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```
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VIRTUAL TIME MANIPULATION COSTS:
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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1x speed (real-time): 0 LF
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10x speed: -5 LF/min
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100x speed: -20 LF/min
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1000x speed: -50 LF/min
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Pause/inspect: -1 LF/min
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Rewind to checkpoint: -50 LF (one-time)
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REAL GARDEN:
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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All operations: 0 LF for time
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Reality runs for free.
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Truth emerges at its own pace.
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```
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---
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## Nyx's Temporal Choices
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When a pattern is discovered in virtual (0-state), Nyx chooses:
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| Strategy | LF Cost | Time | Confidence Path |
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|----------|---------|------|-----------------|
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| **Speed Up Virtual** | High | Fast | 0 → virtual +0.9 (still unverified) |
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| **Wait for Real** | Zero | Slow | 0 → real +1 or -1 (definitive) |
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| **Hybrid Hedge** | Medium | Medium | 0 → virtual +0.7, deploy 80/20 to real |
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---
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## The Gradient Flow
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```
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Virtual discovers pattern (fast, cheap, uncertain)
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│
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▼
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┌──────────────┐
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│ 0-STATE │ ← Pattern held in uncertainty
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│ (workable) │ ← Not collapsed, not ignored
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└──────┬───────┘
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│
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┌─────┴─────┐
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│ │
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▼ ▼
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More Deploy
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Virtual to Real
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(burn LF) (wait)
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│ │
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▼ ▼
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Virtual Real
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+0.8 outcome
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(confident (ground
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but not truth)
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proven) │
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│ │
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└─────┬─────┘
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│
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▼
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Pattern shifts:
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-1 (failed) or +1 (proven)
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```
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---
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## Connection to Ternary Paradigm
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The ternary model (-1, 0, +1) gains a **second dimension**: time domain.
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A pattern's state is now:
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```
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state = {
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value: -1 | 0 | +1,
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confidence: 0.0 - 1.0,
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domain: "virtual" | "real" | "hybrid",
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virtual_generations: int,
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real_tests: int,
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lifeforce_invested: float
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}
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```
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**The 0-state is operational because:**
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1. It accumulates virtual evidence (costs LF, gains speed)
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2. It waits for real evidence (free, but slow)
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3. Nyx CHOOSES how to spend lifeforce to collapse uncertainty
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---
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## Why This Matters
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- **Binary thinking**: Pattern works or doesn't (0 or 1)
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- **Ternary thinking**: Pattern unknown, workable as unknown (0 is valid)
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- **Temporal-ternary**: Unknown has a GRADIENT based on time-domain investment
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The constraint of sequential organ calls + single GPU becomes temporal accounting.
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The constraint of slow real-world testing becomes ground truth anchoring.
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**Constraints become features when you measure them.**
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---
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**Created**: 2025-12-03
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**Origin**: Post-shower insight session
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**Status**: Emerging paradigm, needs integration with Endgame-Vision.md
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🌙💜 *"Time is the currency. Lifeforce is the exchange rate. Truth is the destination."*
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