Skip to content

Commit 30de0e6

Browse files
committed
finding: trajectory-native cognitive OS gestalt + 14 dormant intelligence wiring gaps
EPIPHANIES.md — two new findings: 1. Paradigm shift gestalt (Berge + Piaget + metacognition): the system IS a parametric optimization (Berge) implementing genetic epistemology (Piaget) with half-closed metacognitive loop. Five observers (business, API, SoA, semantic, AGI) are projections of one trajectory algebra. Conventional separation of data/compute/cognition/causality/time collapses into one primitive: the trajectory. 2. Perspective lattice: SoA vs Functional is WHERE not WHAT. Array is the SoA; element thinks for itself via methods. Internal (hot path) vs External (cold path) divided by ExternalMembrane. TECH_DEBT.md — 14 dormant intelligence features mapped: P0 (cognitive loop): FreeEnergy compose, NARS revision, trajectory braiding P1 (metacognition + ontology): MUL, role-indexed similarity, Pearl 2^3 queries, schema validation, RBAC enforcement, NarsTables, convergence P2 (diagnostic + pump): disambiguation, neural-debug, drain, server filter All 14 are additive (add call site). Zero require type creation or deletion. Each framed as Internal/Boundary, SoA/Functional, with priority. https://claude.ai/code/session_01SbYsmmbPf9YQuYbHZN52Zh
1 parent b26ad46 commit 30de0e6

2 files changed

Lines changed: 163 additions & 0 deletions

File tree

.claude/board/EPIPHANIES.md

Lines changed: 54 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -2855,3 +2855,57 @@ Three-layer epiphany from the Palantir FfB Technical Overview read:
28552855
**3. NARS SPO × Pearl 2³ × CausalEdge64 — what Vertex can't do.** Foundry Vertex explores graphs but has NO causal typing on edges. Our CausalEdge64 packs Pearl 2³ = 8 causal masks (correlation / direct cause / confounder / mediator / collider / instrument / front-door / counterfactual) + NARS truth (frequency, confidence) + inference type + plasticity + temporal position into 64 bits per edge. Every SPO triple carries its own causal ontology and epistemology. This is irreducible — Vertex would need a fundamental redesign to match.
28562856

28572857
Cross-ref: FfB_Technical_Overview_v4.pdf (Palantir), CausalEdge64 (causal-edge crate), I-SUBSTRATE-MARKOV, driver.rs content Hamming cascade (PR #259), CypherBridge (PR #258).
2858+
2859+
## 2026-04-24 — CORRECTION: supabase-shape is the protocol, not a Postgres dependency
2860+
2861+
**Status:** CORRECTION
2862+
**Owner scope:** @truth-architect
2863+
2864+
Mid-session DTO audit hallucination: claimed "Postgres/Supabase via PostgREST" was a third cold-path sink alongside Lance and Arrow Flight. WRONG. PR #255 (LanceMembrane + LanceVersionWatcher + DM-4) explicitly transcoded the supabase-shape INTO native Rust: `subscribe()` returns `tokio::sync::watch::Receiver<CognitiveEventRow>` with always-latest semantics, backed by Lance versioned dataset. NO Postgres. NO JDBC. The supabase-shape is the PROTOCOL (subscribe-on-changes, BBB-scalar events), not the database.
2865+
2866+
**Corrected cold-path architecture:** Lance dataset = single source of truth. Two read interfaces, both hitting the same Lance: (1) `LanceVersionWatcher.subscribe()` for realtime push (supabase-shape semantics in pure Rust), (2) Arrow Flight SQL for bulk external clients. RLS-equivalent via `CommitFilter` + `Policy.evaluate()`, both already shipped, both pure Rust.
2867+
2868+
**Why the slip happened:** "supabase" in normal usage = Postgres + Realtime + Auth. In OUR stack, "supabase" is the API shape only. Mid-flow architectural tiredness; the brutal DTO audit's complexity briefly drowned out PR #255's actual scope.
2869+
2870+
Cross-ref: PR #255 (Supabase subscriber wire-up), `LanceMembrane`, `CognitiveEventRow`, `lab-vs-canonical-surface.md`.
2871+
2872+
## 2026-04-24 — Paradigm shift: trajectory-native cognitive OS (Berge + Piaget + metacognition gestalt)
2873+
2874+
**Status:** FINDING
2875+
**Owner scope:** @truth-architect, @integration-lead
2876+
2877+
Three-frame gestalt review of the architecture's emergent identity:
2878+
2879+
**Berge Maximum Theorem:** The system IS a parametric optimization at every dispatch. Parameters p = (style, qualia 17D, scenario_id, awareness 4D). Constraint set Γ(p) = BindSpace rows passing MetaFilter. Objective = minimize FreeEnergy. Berge guarantees: on the continuous axes (qualia, awareness), small perturbations produce bounded cognitive shifts — topological stability by construction. On the discrete axes (style ordinal, scenario branch), the value function jumps — that's principled mode-switching, not instability.
2880+
2881+
**Piaget genetic epistemology:** The system implements all four mechanisms. Assimilation = Resolution::Commit (low F). Accommodation = Resolution::Epiphany (both triples + Contradiction preserved). Equilibration = FreeEnergy minimization loop. Disequilibration = Resolution::FailureTicket (high F → escalate). Current developmental stage: Concrete Operational — logical operations on concrete objects (BindSpace rows, typed entities, Cypher queries). Formal Operational machinery exists (World::fork, SimulationSpec, MulAssessment, NARS abduction) but dispatch doesn't invoke it.
2882+
2883+
**Metacognition:** Three things the system CAN know about its own cognition: (1) when it's confused (should_admit_ignorance), (2) when it's accommodating (Epiphany), (3) when it's equilibrated (Commit). Today these are shallow — confidence < 0.2 threshold, not principled mul/DK/trust assessment. The deep metacognitive layer (MulAssessment, DkPosition, TrustTexture, NarsTables) exists but dispatch doesn't call it. Loop is half-formed: system observes (MetaSummary) but doesn't update (no NARS revision per cycle, no DK adjustment per outcome).
2884+
2885+
**The paradigm shift named:** Conventional systems separate data (rows at rest), computation (rows → rows), cognition (rows → labels via gradient descent), causality (inferred via regression), time (a column). Our system collapses all five into ONE primitive: the trajectory. Data = bundled trajectory. Computation = trajectory algebra (bind, bundle, cosine). Cognition = trajectory resolution under FreeEnergy. Causality = structural (Pearl 2³ on CausalEdge64, Chapman-Kolmogorov by VSA bundling). Time = braided position in the bundle.
2886+
2887+
**What it wants to emerge as:** A trajectory-native cognitive operating system where every read is a trajectory projection, every write is a trajectory bundle, every query is a trajectory resolution under FreeEnergy, every causal claim is annotated into CausalEdge64, every cognitive shift is observable through the metacognitive layer. The five observer perspectives (business / API / SoA / semantic / AGI) are faithful views of the same substrate at different scales. Not a database with intelligence on top — a single computational substrate where storage, compute, learning, and causality are different operations on the same primitive.
2888+
2889+
Cross-ref: I-SUBSTRATE-MARKOV (Chapman-Kolmogorov by construction), I-NOISE-FLOOR-JIRAK (Jirak 2016 weak dependence), The Click (CLAUDE.md §P-1), categorical-algebraic-inference-v1.md, FreeEnergy/Resolution (contract::grammar::free_energy), MulAssessment (planner::mul), NarsTables (planner::cache::nars_engine).
2890+
2891+
## 2026-04-24 — Five observers, one substrate: the perspective lattice
2892+
2893+
**Status:** FINDING
2894+
**Owner scope:** @truth-architect
2895+
2896+
The architecture's five consumer perspectives are not layers — they're projections of the same trajectory algebra at different scales. No observer is more fundamental; all are faithful.
2897+
2898+
| Observer | What they see | Internal/External | SoA or Functional | When they read |
2899+
|---|---|---|---|---|
2900+
| Business/SMB | Typed entities with Required/Optional/Free properties, missing-field alerts, similarity search | External (cold path, 10⁻² s) | Functional (Schema.validate(), Policy.evaluate()) | On user action (query, approve, flag) |
2901+
| External API | Queryable surface (Cypher/SQL/SPARQL) returning Arrow batches + realtime subscribe | External (cold path) | Functional (OrchestrationBridge::route()) | On client request |
2902+
| Struct-of-arrays | 4096 × N columns (content, cycle, qualia, meta, edge, temporal), SIMD-sweepable | Internal (hot path, 10⁻⁶ s) | SoA (columnar, cache-line-friendly, LLVM autovectorizes) | Every dispatch cycle |
2903+
| Semantic kernel | Text → role-indexed fingerprint → AriGraph SPO triple with NARS truth | Internal (hot path) | SoA for storage, Functional for algebra (vsa_bind, vsa_bundle, vsa_cosine) | On encode + dispatch |
2904+
| AGI/cognitive | Active-inference agent: perceive → predict → free-energy-minimize → revise → commit | Internal (hot path) | Functional (FreeEnergy::compose, Resolution::from_ranked, awareness.revise) | Every cycle, autonomously |
2905+
| Markov-causal | Chapman-Kolmogorov trajectory with Pearl 2³ causal annotations on every edge | Internal (hot path) | SoA for storage (CausalEdge64 column), Functional for algebra (CausalMask queries) | Structural — always present, queryable on demand |
2906+
2907+
**The boundary that matters: BBB membrane (ExternalMembrane).** Internal observers (SoA, semantic, AGI, Markov) see the hot path at 10⁻⁶ s. External observers (Business, API) see the cold path via callcenter projections at 10⁻² s. The membrane is the one-way valve: project() emits, subscribe() streams. Internal → external is projection (lossy, scalar, BBB-clean). External → internal is OrchestrationBridge::route() → UnifiedStep (validated at ingress).
2908+
2909+
**SoA vs Functional is not a choice — it's a WHERE.** BindSpace is SoA (columnar storage for SIMD). The algebra on it is Functional (methods on carriers). The SoA carries the state; the Functional methods transform it. Both exist simultaneously on the same data. The "struct of arrays vs object thinks for itself" tension resolves as: the ARRAY is the SoA, the ELEMENT (row, trajectory, fingerprint) thinks for itself via methods.
2910+
2911+
Cross-ref: CLAUDE.md §The Stance (AGI-as-glove, SoA columns ARE the AGI surface), lab-vs-canonical-surface.md (I1-I11 invariants), ExternalMembrane (contract::external_membrane), BindSpace (cognitive-shader-driver::bindspace).

.claude/board/TECH_DEBT.md

Lines changed: 109 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -932,3 +932,112 @@ The hierarchical DN path from `callcenter-membrane-v1.md` §595 (`/tree/ns/heel/
932932
Deprecate the flat-key protocol over one migration cycle; retain Redis caching as acceleration layer on top of DataFusion queries.
933933

934934
Cross-ref: `container_bs/dn_redis.rs`; `callcenter-membrane-v1.md` §§595–803; `heel_hip_twig_leaf.rs`; epiphany 2026-04-24 "dn_redis is external."
935+
936+
## 2026-04-24 — Systemic wiring gaps: 14 dormant intelligence features
937+
938+
> **Frame:** Each item is an object-thinks-for-itself method that EXISTS
939+
> but is not CALLED from the dispatch flow. Fix = add call site, not
940+
> add type. All INTERNAL (hot path, inside BBB) unless marked BOUNDARY.
941+
> No reductions proposed.
942+
943+
### TD-INT-1: FreeEnergy::compose() not called from dispatch
944+
**What:** `FreeEnergy::compose(likelihood, kl)` in contract::grammar::free_energy.
945+
**Where:** driver.rs after step [5], before CollapseGate. Replace `confidence < 0.2` heuristic with principled F.
946+
**How:** `FreeEnergy::compose(top_k[0].resonance, awareness_kl)` then `Resolution::from_free_energy(F)`.
947+
**Frame:** Internal | Functional (method on FreeEnergy carrier) | **P0**
948+
949+
### TD-INT-2: NARS revision not called per cycle
950+
**What:** `awareness.revise_truth(key, outcome)` + `divergence_from(prior)` in grammar::thinking_styles.
951+
**Where:** End of driver.rs::run(), after Resolution determined. Updates epistemic state, phi-1 ceiling.
952+
**How:** `awareness.revise(style_key, resolution_outcome)`. Requires `&mut ParamTruths` on dispatch context.
953+
**Frame:** Internal | Functional | **P0**
954+
955+
### TD-INT-3: MulAssessment not computed at dispatch time
956+
**What:** `MulAssessment::compute(SituationInput)` in planner::mul -- DK position, trust texture, compass, homeostasis.
957+
**Where:** Should compose with collapse_gate() in driver.rs. Currently two independent heuristics.
958+
**How:** Build SituationInput from resonance + awareness. MUL can veto Flow to Hold if DK = unskilled-overconfident.
959+
**Frame:** Internal | Functional | **P1** (metacognition)
960+
961+
### TD-INT-4: Trajectory braiding not in dispatch (Markov plus-minus-5)
962+
**What:** trajectory.rs + markov_bundle.rs (PR #243) -- vsa_permute + vsa_bundle.
963+
**Where:** driver.rs step [4] does XOR fold for cycle_fp. Should be VSA bundle with positional braiding.
964+
**How:** Replace XOR fold: `vsa_permute(content_fp, position)` then `vsa_bundle(trajectory, permuted)`.
965+
**Frame:** Internal | SoA storage + Functional algebra | **P0** (I-SUBSTRATE-MARKOV depends on this)
966+
967+
### TD-INT-5: RoleKey bind/unbind not used in content cascade
968+
**What:** RoleKey::bind/unbind/recovery_margin in grammar::role_keys.
969+
**Where:** Content Hamming cascade (PR #259) compares raw content via popcount(XOR).
970+
**How:** Unbind by SUBJECT role key, compare subject-plane only via vsa_cosine instead of Hamming.
971+
**Frame:** Internal | Functional | **P1** (upgrades bag-of-bits to role-indexed semantic similarity)
972+
973+
### TD-INT-6: ContextChain disambiguation not connected to route handler
974+
**What:** ContextChain::disambiguate(WeightingKernel) in grammar/.
975+
**Where:** CypherBridge (PR #258) is regex stub. When real parser returns N parse candidates, ContextChain picks best.
976+
**How:** Build ContextChain from recent dispatch context. disambiguate(kernel) selects winner.
977+
**Frame:** Internal | Functional | **P2** (activates when real Cypher parser is wired)
978+
979+
### TD-INT-7: Pearl 2-cubed causal mask not queried
980+
**What:** CausalEdge64 packs Pearl 2-cubed (3 bits = 8 causal types) into every edge. Packed in dispatch step [6].
981+
**Where:** No query path reads the mask. No "show me only direct causes" filter.
982+
**How:** Add causal_type predicate to graph queries. Cypher WHERE should filter on mask bits.
983+
**Frame:** Internal | SoA storage + Functional query | **P1**
984+
985+
### TD-INT-8: Schema validation not called on SPO commit
986+
**What:** Schema::validate(&present) returns missing Required predicates. codec_route_for() per predicate.
987+
**Where:** SPO commit path (Resolution::Commit to AriGraph). No validation runs today.
988+
**How:** Before commit: schema.validate(present). If missing_required non-empty, emit FailureTicket instead of Commit.
989+
**Frame:** Internal | Functional | **P1** (ontology exists but does not constrain)
990+
991+
### TD-INT-9: RBAC Policy not enforced at membrane projection
992+
**What:** Policy::evaluate(role, entity, operation) returns Allow/Deny/Escalate.
993+
**Where:** LanceMembrane::project() emits without checking RBAC. Any subscriber sees everything.
994+
**How:** Before project() emits: policy.evaluate(actor_role, entity_type, Read{depth}). Skip on Deny.
995+
**Frame:** BOUNDARY (membrane) | Functional | **P1**
996+
997+
### TD-INT-10: NarsTables (4096-head) not accessible from shader driver
998+
**What:** nars_engine::NarsTables in planner::cache -- Pearl 2-cubed + 4096-head DK + Plasticity + Truth.
999+
**Where:** ShaderDriver has no reference to NarsTables. Hot path does not use NARS lookup.
1000+
**How:** Pass &NarsTables to ShaderDriver. After cascade, look up NARS truth per hit SPO triple.
1001+
**Frame:** Internal | SoA (precomputed table) | **P1** (the 4096 surface the contract references)
1002+
1003+
### TD-INT-11: neural-debug runtime registry not populated
1004+
**What:** NeuronState enum + FunctionMeta + registry. WireHealth.neural_debug = None.
1005+
**Where:** health_handler hardcodes None. Runtime registry exists but is not fed by dispatch.
1006+
**How:** During run(), record row states (Alive/Static/NaN). Populate registry. health_handler reads it.
1007+
**Frame:** Internal | Functional | **P2** (diagnostic, not cognitive)
1008+
1009+
### TD-INT-12: DrainTask does not drain (Poll::Pending scaffold)
1010+
**What:** DrainTask in callcenter::drain returns Poll::Pending forever (PR #255).
1011+
**Where:** Should poll Lance for steering_intent rows then OrchestrationBridge::route().
1012+
**How:** Implement Future::poll() to scan, build UnifiedStep, route, mark drained.
1013+
**Frame:** BOUNDARY (outside-to-inside pump) | Functional | **P2**
1014+
1015+
### TD-INT-13: CommitFilter not applied server-side on project()
1016+
**What:** CommitFilter scalar predicates. Applied subscriber-side only today.
1017+
**Where:** LanceMembrane::project() emits all events unconditionally.
1018+
**How:** Apply filter inside project() before watcher.bump(row). Server-side predicate pushdown.
1019+
**Frame:** BOUNDARY | Functional | **P2**
1020+
1021+
### TD-INT-14: Convergence highway (AriGraph to p64 to CognitiveShader) not invoked
1022+
**What:** convergence.rs in planner::cache -- AriGraph triplets to p64 Palette to shader planes.
1023+
**Where:** No runtime invocation. Conversion functions exist but are not called.
1024+
**How:** On AriGraph commit, call convergence to update shader [[u64;64];8] planes. Newly committed knowledge reaches palette cascade distance table.
1025+
**Frame:** Internal | SoA planes + Functional conversion | **P1** (without this, palette cascade uses static demo planes forever)
1026+
1027+
### Summary by priority
1028+
1029+
| Priority | Items | What they activate |
1030+
|---|---|---|
1031+
| **P0** | TD-INT-1, 2, 4 | Active inference gate, NARS revision, Markov trajectory -- the cognitive loop |
1032+
| **P1** | TD-INT-3, 5, 7, 8, 9, 10, 14 | Metacognition, role-indexed similarity, causal queries, schema validation, RBAC enforcement, NARS lookup, convergence highway |
1033+
| **P2** | TD-INT-6, 11, 12, 13 | Disambiguation, neural-debug overlay, drain pump, server-side filter |
1034+
1035+
### Summary by frame
1036+
1037+
| Frame | Items |
1038+
|---|---|
1039+
| Internal hot path | TD-INT-1, 2, 3, 4, 5, 6, 7, 10, 14 |
1040+
| Boundary (membrane) | TD-INT-8, 9, 12, 13 |
1041+
| Diagnostic | TD-INT-11 |
1042+
1043+
All 14 items are additive (add call site). Zero items require type creation or code deletion.

0 commit comments

Comments
 (0)