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plan: BindSpace Columns E/F/G/H integration plan v1 (457 LOC)
Meticulous mapping of 4 new BindSpace SoA columns to deliver Foundry-Vertex parity + 3 architecturally novel capabilities: Column H: EntityTypeId (u16) — Foundry Object Type equivalent Column E: OntologyDelta (32B) — per-cycle structural learning Column F: AwarenessColumn ([u8;256]) — BF16-mantissa-inline Column G: ModelRef (u32) — ONNX style_oracle per-row binding 10 sections: current state, target state (+5.9% overhead, still L3), column specs with scientific constraints, trait hierarchy (Distance → Aware → AwareOp → Annotated<T> product functor), 4-phase build order (H→E→F→G), Foundry-Vertex parity cross-reference (16 features mapped, 3 novel), scientific risk matrix (7 SOUND / 7 CAUTION / 0 WRONG from Jirak/Pearl/NARS/Kleyko/Shaw), corrected Pearl 2³ × semiring mapping (8-to-8 cross-crate), semantic kernel column layout, 24 deliverables. Key scientific mitigations: B2: pearl_rung field gates obs/interventional separation C1: awareness is pre-NARS seed, NOT replacement for <f,c> revision D3: unbind MUST recompute awareness (not inherit pre-bind state) E1: awareness is strict sidecar (Kan extension holds) E2: Annotated<T> is product functor, not natural transformation Registered in INTEGRATION_PLANS.md. https://claude.ai/code/session_01SbYsmmbPf9YQuYbHZN52Zh
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.claude/board/INTEGRATION_PLANS.md

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**Driver:** ICC 0.9999 at 6 B/row on Qwen3-8B (PR #218 bench).
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**Effort:** ~8 person-days.
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**Confidence:** HIGH.
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## v1 — BindSpace Columns E/F/G/H (authored 2026-04-26)
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**Author:** main thread (Opus 4.7 1M), session 2026-04-26
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**Status:** Active
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**Scope:** Extend BindSpace SoA from 4 → 8 column families. Column H (EntityTypeId, Foundry Object Type). Column E (OntologyDelta, per-cycle structural learning). Column F (AwarenessColumn, BF16-mantissa-inline per-word epistemic annotation). Column G (ModelRef, ONNX style_oracle binding). Total overhead +5.9% per row (6212→6578 bytes), still fits L3 cache.
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**Path:** `.claude/plans/bindspace-columns-v1.md`
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**Companions:** EPIPHANIES.md 2026-04-26 (4 entries), TD-AWARENESS-INLINE-1, TD-PALETTE-SENTINEL
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**Scientific review:** 7 SOUND, 7 CAUTION, 0 WRONG (Jirak/Pearl/NARS/Kleyko/Shaw cross-check)
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**Deliverables:** D-H1..4 (Phase 1), D-E1..6 (Phase 2), D-F1..9 (Phase 3), D-G1..5 (Phase 4). 24 total.
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**Cross-ref:** LF integration mapping v1 (Stages 2/5/6), Q2 Foundry plan (Vertex parity), soa-review.md §semantic kernel

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