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N'Ko Inscription System — Design Document

The N'Ko Inscription System compiles embodied dynamics (z-trajectory from DELL) into justified N'Ko statements with cryptographic provenance. Every inscription is traceable to its source evidence through a typed IR pipeline.

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N'Ko Inscription System — Design Document

Version: 1.0.0
Last Updated: 2026-01-03

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Overview

The N'Ko Inscription System compiles embodied dynamics (z-trajectory from DELL) into justified N'Ko statements with cryptographic provenance. Every inscription is traceable to its source evidence through a typed IR pipeline.

Design Principle: The N'Ko surface is a controlled technical register using sigils (single N'Ko characters) as operator markers. This keeps the system deterministic and learnable. Natural-language N'Ko phrasing can be layered on later once the lexicon is settled by usage.

Line Skeleton: `⟨operator-sigil⟩ ⟨time-marker⟩ : ⟨claim-body⟩ ; ⟨slots⟩`

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Architecture

┌─────────────────────────────────────────────────────────────────────┐
│                     INSCRIPTION PIPELINE                             │
├─────────────────────────────────────────────────────────────────────┤
│                                                                      │
│  z_{t-k:t}  ──┬──►  ClaimDetector  ──►  Typed IR  ──►  N'Ko Line    │
│              │           │                  │              │         │
│  place ──────┤     ┌─────▼─────┐      ┌────▼────┐    ┌────▼────┐    │
│              │     │ 10 Claim  │      │ Lexicon │    │ Surface │    │
│  slice_id ───┘     │ Detectors │      │ (vN)    │    │ Render  │    │
│                    └─────┬─────┘      └────┬────┘    └────┬────┘    │
│                          │                 │              │         │
│                    ┌─────▼─────────────────▼──────────────▼────┐    │
│                    │           PROVENANCE CHAIN                │    │
│                    │  Evidence → IR → Surface → Proof Scaffold │    │
│                    └───────────────────────────────────────────┘    │
└─────────────────────────────────────────────────────────────────────┘

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The 10 Claim Types

Each claim has: a typed IR structure, a canonical N'Ko line form, and a specific sigil.

#NameSigilIR TypeWhat It Detects
1Stabilizationߛ`StabilizeClaim`Dispersion decreased measurably
2Dispersionߜ`DisperseClaim`Spread/entropy increased
3Transitionߕ`TransitionClaim`Discrete change point (curvature spike)
4Returnߙ`ReturnClaim`Re-entry to known basin
5Dwellߡ`DwellClaim`Sustained stay in basin
6Oscillationߚ`OscillateClaim`Rapid alternation between basins
7Recoveryߞ`RecoverClaim`Latency to return after disruption
8Noveltyߣ`NovelClaim`New basin discovery
9Place-Shiftߠ`PlaceShiftClaim`Location class change coupled to dynamics
10Echoߥ`EchoClaim`Pattern match to prior episode

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Canonical N'Ko Line Forms

Claim 1: Stabilization (ߛ)

ߛ ⟦t0–t1⟧ : z(σ) ↓ ; ⟦place⟧ ; c=⟦conf⟧

"Within this window, dispersion decreased measurably"

Claim 2: Dispersion (ߜ)

ߜ ⟦t0–t1⟧ : z(σ) ↑ ; ⟦place⟧ ; c=⟦conf⟧

"Spread increased"

Claim 3: Transition (ߕ)

ߕ ⟦t*⟧ : ⟦B_from⟧ → ⟦B_to⟧ ; κ=⟦sharp⟧ ; c=⟦conf⟧

"Curvature spike + state delta at timestamp t*"

Claim 4: Return (ߙ)

ߙ ⟦t*⟧ : ↺ ⟦B⟧ ; last=⟦Δt⟧ ; d=⟦dist⟧

"You re-entered basin B"

Claim 5: Dwell (ߡ)

ߡ ⟦t0–t1⟧ : stay(⟦B⟧)=⟦τ⟧ ; ϕ=⟦stab⟧

"You stayed in basin B long enough to matter"

Claim 6: Oscillation (ߚ)

ߚ ⟦t0–t1⟧ : ⟦B1⟧ ⇄ ⟦B2⟧ ; f=⟦freq⟧ ; a=⟦amp⟧

"Ping-pong between basins"

Claim 7: Recovery (ߞ)

ߞ ⟦t*⟧ : rec→⟦B⟧ ; τ=⟦lat⟧ (×⟦ratio⟧)

"Control theory: how long to recover"

Claim 8: Novelty (ߣ)

ߣ ⟦t*⟧ : new⟦P⟧ ; d*=⟦dist⟧ ; k=⟦support⟧

"We need a new word" - region not covered by existing tokens

Claim 9: Place-Shift (ߠ)

ߠ ⟦t*⟧ : ⟦P_from⟧ → ⟦P_to⟧ ; ↪ ⟦claim_sigil⟧ ; c=⟦conf⟧

"This place shift drove/paired with another claim"

Claim 10: Echo (ߥ)

ߥ ⟦t0–t1⟧ : ≈ ⟦E#⟧ ; sim=⟦s⟧ ; refs=⟦n⟧

"I've seen this movie" - controlled recall within slice

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Basin Lifecycle

Basins are hypotheses the machine bets its consistency on. Each basin has an origin, stability phase, possible refinement, and eventual persistence or retirement.

Basin States

┌──────────────┐     graduation      ┌──────────────┐
│  ProtoBasin  │ ─────────────────►  │    Basin     │
│  (scratch)   │     criteria met    │  (identity)  │
└──────────────┘                     └──────┬───────┘
       │                                    │
       │ expires                            ├─── split ──► [Child₁, Child₂]
       ▼                                    │
┌──────────────┐                            ├─── merge ──► Parent
│   Retired    │ ◄──────────────────────────┤
│  (spurious)  │      retirement            │
└──────────────┘                            │
                                            ▼
                                    ┌──────────────┐
                                    │   Retired    │
                                    │ (real-gone / │
                                    │  coord-shift)│
                                    └──────────────┘

Graduation Criteria

A proto-basin becomes a basin when it earns three independent persistence signals:

1. Re-entry: Return visits across separate sessions/day partitions (min 3)
2. Low Dispersion: Internal dispersion vs global ratio ≤ 0.3
3. Transition Consistency: Entry/exit pattern consistency ≥ 0.7

Split Rules

A split is NOT "I realized there are two kinds." It's:
> "The distribution is demonstrably multi-modal in a way that predicts different downstream dynamics."

Two subclusters that look different but lead to same transition behavior = ornamental complexity, refuse split.

Merge Rules

A merge is NOT "these names feel redundant." It's:
> "Two basin keys have become empirically indistinguishable within measurement resolution."

Reasons: Sensor coverage changed, contexts abandoned, behavior converged.

Retirement Types

TypeMarkerMeaning
Spurious⊘ₛProto-basin never graduated
Real-Gone⊘ᵣAttractor vanished (life changed)
Coordinate-Shift⊘ᵥEmbedding pipeline changed, old region unrepresentable

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Lexicon Versioning

Core Principle: No retroactive rewriting. Old inscriptions remain untouched. Reinterpretation is an optional derived view.

What Evolves vs What's Stable

ComponentStabilityCan Change When
Operator sigils (ߛ, ߜ, ߕ...)LOCKEDNever (breaking change)
Grammar skeletonsSTABLERarely (requires migration)
Basin tokensEVOLVINGSplit/merge/naturalization
Place-class tokensEVOLVINGNew places discovered
Connective tissueEVOLVINGNaturalization improves

Lexicon Change Types

rust
pub enum LexiconChange {
    BasinAdded { id: BasinId, [sensitive field redacted],
    BasinRenamed { id: BasinId, old_token: String, new_token: String },
    BasinSplit { parent: BasinId, children: [BasinId; 2] },
    BasinMerged { absorbed: Vec<BasinId>, into: BasinId },
    BasinRetired { id: BasinId, retirement: RetirementType },
    PlaceClassAdded { class: PlaceClass, [sensitive field redacted],
    PhraseRegistered { phrase: Phrase },
}

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Phrase Emergence

A phrase is a compressible macro over claim sequences. Earned only when it improves description length without loss of predictive structure.

Example: Arrival Turbulence

Old (3 lines):

ߠ ⟦t*⟧ : home → office ; ↪ ߕ ; c=0.8
ߜ ⟦t0–t1⟧ : z(σ) ↑ ; office ; c=0.7
ߚ ⟦t1–t2⟧ : B₁ ⇄ B₂ ; f=3.2 ; a=0.4

New (1 line with phrase):

⟨arrival-turbulence⟩ ⟦t*–t2⟧ : home→office ; B₁⇄B₂

The day becomes a "score" - structured, replayable, compressive.

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Integration Points

### Graph Kernel
- Input: Slice fingerprint for Echo claim evidence
- Output: Admissibility token for provenance
- Governance: Ontology operations declare consulting slice

### RAG++
- Input: Query for pattern matching
- Output: Similar episodes within admissible slice
- Role: Supply nearest-neighbor episodes for ontology evaluation

### DELL
- Input: Subscribe to z-trajectory stream
- Output: z(t) embeddings at consistent intervals
- Role: Source of all claim detection

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Security Model

### Provenance Chain
Every inscription includes:
- `claim_id`: Unique claim identifier
- `evidence_ref`: Source z-window or slice_id
- `lexicon_version`: Which vocabulary was used
- `graph_snapshot_hash`: Immutability proof
- `admissibility_token`: Graph Kernel authorization (for Echo claims)

### Trust Boundaries
- DELL is trusted for z-trajectory
- Graph Kernel is trusted for admissibility
- Inscription system is trusted for detection and rendering
- N'Ko surface is a derived view, not authoritative

Promotion Decision

Attach run IDs, datasets, metrics, and reproduction commands.

Source Anchor

Comp-Core/core/semantic/cc-inscription/docs/DESIGN.md

Detected Structure

Method · Evaluation · Architecture