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deepnsm: SPO→±5→Markov→AriGraph — the endgame fact-building spine#761

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deepnsm: SPO→±5→Markov→AriGraph — the endgame fact-building spine#761
AdaWorldAPI merged 1 commit into
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The operator's endgame, spine-first: text → SPO 2³ facts → ±5 CausalEdge window fill → Markov/NARS reasoning fills the facts no window stated → AriGraph-shaped knowledge graph. The qualia-sign=irony affect layer is the one deferred leg (CONJECTURE, corpus-gated). Additive: one DeepNSM example + one EPIPHANY, no core change. std-only, zero-dep, deterministic, clippy/fmt-clean.

What it composes (all already-proven organs)

stage mechanism finding
collapse SPO 2³ role mask → (lemma, role) E-SURFACE-FORM-COLLAPSE-1
±5 fill CausalEdge window lands direct facts Markov ±5 / temporal.rs
Markov/NARS fill transitive is_a + inheritance down the is_a basin E-ARM-DISCOVERY-REASONING-BRIDGE-1, I-SUBSTRATE-MARKOV
store AriGraph triples grounded on lemRank E-FREQ-IS-COSINE-REPLACEMENT-1

Measured (synthetic COCA-lemma corpus; dog → pet → animal never stated whole)

  • Stage 2 — direct (from the ±5 window): dog r671 —is_a→ pet r2968, pet r2968 —is_a→ animal r780, … each <f=1.0 c=0.9>
  • Stage 3 — deduced (no window stated these): (dog is_a animal) c=0.73 via transitive is_a; (dog need food) c=0.73 via property inheritance — strictly weaker than premises (NARS monotonicity)
  • Query what is dog?pet [direct c=0.90] + animal [reasoned, not read c=0.73]
  • KILL-gated on a fact being reasoned, not read — the gap-fill firing is the claim

The one deferred leg (framed, not faked)

Irony/sarcasm = a signed contradiction between the SPO literal valence and the qualia sign, stored as a committed contradiction per the standing doctrine. triangle_bridge::qualia_distance already computes the magnitude; the sign-inversion reading + its quad storage is the missing piece. Its falsifier needs a labeled ironic corpus (not committed) → CONJECTURE, deliberately not measured.

Changes

  • crates/deepnsm/examples/spo_markov_kg.rs — new example.
  • .claude/board/EPIPHANIES.md — prepends E-SPO-MARKOV-KG-SPINE-1 (with the operator's endgame north-star map).

🤖 Generated with Claude Code


Generated by Claude Code

…ing spine

Composes the proven organs end-to-end on committed data: SPO 2^3 role
collapse -> +-5 CausalEdge window fill -> Markov/NARS reasoning fills the
facts NO window stated -> AriGraph-shaped KG grounded on lemRank.

The synthetic corpus never states dog->pet->animal whole. Stage 2 lands 6
direct facts from the +-5 window (dog r671 is_a pet r2968, ...). Stage 3
DEDUCES (dog is_a animal) via transitive is_a and (dog need food) via
property inheritance down the is_a basin -- both c=0.73, strictly weaker
than premises (NARS monotonicity). Query 'what is dog?' returns pet
[direct c=0.90] + animal [reasoned c=0.73]. KILL-gated on a fact being
reasoned-not-read.

The qualia-sign=irony affect layer is the ONE deferred leg: framed as a
signed contradiction (SPO literal vs qualia sign), stored per the
committed-contradiction doctrine; triangle_bridge::qualia_distance is the
hook; falsifier needs a labeled ironic corpus -> CONJECTURE, not fabricated.

std-only, zero-dep, deterministic, clippy/fmt-clean. Records
E-SPO-MARKOV-KG-SPINE-1 (with the operator's endgame north-star map).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01K3RyLEbuNSHxxB3NTTrGki
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AdaWorldAPI marked this pull request as ready for review July 19, 2026 14:12
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AdaWorldAPI merged commit d628bc7 into main Jul 19, 2026
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