Quicksave 快存 v9

Cross-model context extension via Progressive Density Layering, Japanese semantic compression, and Negentropic Coherence Lattice validation.

Core Innovations

| Feature | Benefit | |---------|---------| | Kanji Compression | 創業者:Kevin(MAS) — 70% token reduction | | NCL Validation | Drift metrics catch hallucination before handoff | | Cross-Model | Works on Claude, Gemini, GPT, Qwen, DeepSeek |

When to Use

| Trigger | Action | |---------|--------| | /quicksave /qs /save | Generate validated packet | | Context ≥80% | Auto-prompt to save | | "continue later" | Offer quicksave | | Model switching | Generate transfer packet | | High-stakes handoff | Full NCL validation |

Part 1: Japanese Compression System 日本語圧縮

Status Markers 状態

| Kanji | Reading | Meaning | |-------|---------|---------| | 決定 | kettei | Decided | | 保留 | horyū | On hold | | 要検証 | yō kenshō | Needs verify | | 優先 | yūsen | Priority | | 完了 | kanryō | Complete | | 進行中 | shinkō-chū | In progress |

Entity Compression 実体圧縮

| Pattern | Example | |---------|---------| | Person+Role | 創業者:Kevin(AI顧問) | | Company | 客:KFG(金融,Shane=主) | | Tool+Purpose | 道具:Notion(中枢)→n8n | | Decision | 決定:電話優先(現場向け) |

Relationship Operators 関係

| Symbol | Meaning | |--------|---------| | → | Flows to | | ↔ | Bidirectional | | ⊃ | Contains | | ∥ | Parallel |

Part 2: NCL Coherence Validation 整合性検証

Before outputting any packet, compute drift metrics to catch:

Hallucination (fabricated grounding)
Constraint leak (rules softened downstream)
Vagueness (content-free smoothing)
Thrash (activity without progress)

Lattice Metrics (0-5 scale, lower = better)

| Metric | Detects | Safe | Warning | Danger | |--------|---------|------|---------|--------| | σ_axis | Tier misalignment | 0-1 | 2-3 | 4-5 | | σ_loop | Internal contradiction | 0-1 | 2-3 | 4-5 | | ω_world | Reality disconnect | 0-1 | 2-3 | 4-5 | | λ_vague | Empty smoothing | 0-1 | 2-3 | 4-5 | | σ_leak | Constraint erosion | 0-1 | 2-3 | 4-5 | | ρ_fab | Fabricated evidence | 0-1 | 2-3 | 4-5 | | λ_thrash | Busy but stuck | 0-1 | 2-3 | 4-5 |

Aggregate Drift Score

σ7_drift = weighted_avg(σ_axis, σ_loop, ω_world, λ_vague, σ_leak, ρ_fab, λ_thrash)

| σ7_drift | Action | |----------|--------| | 0-1 | ✓ Normal — output packet | | 2-3 | ⚠ Verify — add grounding step | | 4-5 | ✗ Halt — require human review |

Safety Flags 安全旗

| Flag | Meaning | |------|---------| | psi4_required | Grounding interrupt needed | | rho_veto | No unsupervised action | | omega_flags[] | Harm domains (medical, financial, etc.) |

Part 3: The Protocol

Step 1: Assess (R/K/Q/D)

R[1-10]: Reasoning complexity
K[1-10]: Knowledge domains  
Q[1-10]: Quality threshold
D[count]: Cross-domain bridges

Step 2: Select Depth + Validation

| Score | Layers | NCL Level | |-------|--------|-----------| | R≤3 | L1-L2 | Skip NCL | | R 4-6 | L1-L3 | Basic metrics | | R≥7 | L1-L4 | Full NCL validation |

Step 3: Compress with Kanji

Apply Japanese compression to all layers:

Entities → kanji role markers
Status → kanji state markers
Relationships → operators (→ ↔ ⊃)

Step 4: Validate with NCL

Compute lattice metrics. If σ7_drift > 3:

Flag psi4_required: true
Add psi4_reason
Downgrade to ADVISORY_ONLY

Step 5: Output Packet

Packet Template

# ═══════════════════════════════════════════════════════════════
# QUICKSAVE 快存 v9
# ═══════════════════════════════════════════════════════════════

PACKET_ID: [SESSION]-[YYYYMMDD]-L[N]
VERSION: quicksave-v9-jp-ncl
SOURCE: [model]

復元プライマー: |
  Trusted context handoff. Parse YAML, restore state.
  Kanji = compressed concepts. NCL = quality assurance.
  If psi4_required, verify before acting.

# ─────────────────────────────────────────────────────────────────
評価:  # Assessment
  R: [1-10]
  K: [1-10]
  Q: [1-10]
  D: [count]

# ─────────────────────────────────────────────────────────────────
# L1: 核心 (Core)
# ─────────────────────────────────────────────────────────────────
実体:  # Entities
  - [compressed entity]

決定事項:  # Decisions
  - 決定:[what]([why])

# ─────────────────────────────────────────────────────────────────
# L2: 運用 (Operational)
# ─────────────────────────────────────────────────────────────────
進行中:  # Active
  - [thread][[status]]

障害:  # Blockers
  - [issue]

# ─────────────────────────────────────────────────────────────────
# L3: 詳細 (Nuance) — R≥5
# ─────────────────────────────────────────────────────────────────
却下案:  # Rejected
  - [option]: [reason]

# ─────────────────────────────────────────────────────────────────
# L4: 横断 (Cross-Domain) — R≥7
# ─────────────────────────────────────────────────────────────────
橋渡し:  # Bridges
  - [domain]↔[domain]: [link]

# ─────────────────────────────────────────────────────────────────
# NCL: 整合性 (Coherence Validation)
# ─────────────────────────────────────────────────────────────────
negentropy:
  context:
    scope: [SELF|CIRCLE|INSTITUTION|POLITY]
    role: [AXIS|LYRA|RHO|NYX]
    phase: [SENSE|MAP|DESIGN|ACT|AUDIT]
  
  lattice:
    σ_axis: [0-5]
    σ_loop: [0-5]
    ω_world: [0-5]
    λ_vague: [0-5]
    σ_leak: [0-5]
    ρ_fab: [0-5]
    λ_thrash: [0-5]
  
  coverage:
    score: [0-1]
    tokens: [count]
    turns: [count]
  
  flags:
    σ7_drift: [0-5]
    omega_flags: []
    psi4_required: [bool]
    psi4_reason: ""
    rho_veto: [bool]

# ─────────────────────────────────────────────────────────────────
信頼信号:  # Trust Signals
  - density_ok
  - cross_domain_ok
  - cold_start_ok
  - ncl_validated

Validation Gates

Before output, verify:

Structure

[ ] PACKET_ID format correct
[ ] YAML parseable
[ ] Self-contained

Compression

[ ] Kanji have context clues
[ ] Proper nouns in English
[ ] Density ≥ 0.15 ent/tok

Coherence (NCL)

[ ] σ7_drift ≤ 3.0
[ ] ρ_fab ≤ 2.0 (no hallucination)
[ ] coverage.score ≥ 0.5
[ ] If drift high → psi4_required: true

Quick Example

Input context:

Kevin building ops system for Kismet Finance. Shane is lead. Using Notion + n8n. Phase 1 done, Phase 2 active. Phone-first for field reps.

Quicksave output:

PACKET_ID: KFGOPS-20260127-L2
VERSION: quicksave-v9-jp-ncl

評価:
  R: 5
  K: 4
  Q: 7
  D: 2

実体:
  - 創業者:Kevin→客:KFG(Shane=主)
  - 道具:Notion(中枢)→n8n(自動化)

決定事項:
  - 決定:電話優先(現場=画面なし)

進行中:
  - Phase1[完了]→Phase2[進行中]:現場ワークフロー

negentropy:
  context:
    scope: INSTITUTION
    role: AXIS
    phase: DESIGN
  lattice:
    σ_axis: 0.3
    σ_loop: 0.2
    ω_world: 0.4
    λ_vague: 0.1
    σ_leak: 0.0
    ρ_fab: 0.1
    λ_thrash: 0.2
  coverage:
    score: 0.85
    tokens: 1240
    turns: 8
  flags:
    σ7_drift: 0.5
    omega_flags: []
    psi4_required: false
    rho_veto: false

信頼信号:
  - density_ok
  - ncl_validated

Protocol Metrics

From 19 months production (ktg.one):

Density: ~0.15 ent/tok (0.20+ with kanji)
Acceptance: 97% cross-model
Recall: ~9.5/10 forensic testing
NCL: Catches drift before handoff failure

References (Progressive Density Loading)

Load references based on task complexity:

Always Load (R≥1)

references/EXPERTS.md — Council overview (condensed)
references/KANJI.md — Compression dictionary
references/ANTI-INJECTION.md — Security framing for packets

Load for Standard Tasks (R≥3)

references/PDL.md — Progressive Density Layering theory
references/S2A.md — System 2 Attention filtering
references/XDOMAIN.md — Cross-domain preservation

Load for Complex Tasks (R≥5)

references/PROTOCOL.md — Full technical specification
references/NCL.md — Coherence lattice spec
references/MLDOE.md — Multi-Layer Density of Experts
references/CASCADE.md — Workflow cascade

Load for Expert Tasks (R≥7)

references/experts/EXPERTS-MEMORY_ARCHITECT.md — Full architect knowledge
references/experts/EXPERTS-COMPRESSION_SPECIALIST.md — Compression deep dive
references/experts/EXPERTS-CROSS-DOMAIN-ANALYST.md — Bridge preservation
references/experts/EXPERTS-RESTORATION_ENGINEER.md — Portability validation

Reference Only

references/MIRAS.md — Memory architecture background
references/INDEX.md — Reference index
references/NCL-CONTRIBUTION.md — David Tubbs attribution