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Ronald Tse
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docs: TODO 11 done (parity corpus + ruby plane runtime + workflow), 12 specs ready (urdu paused)
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‎TODO.final/11-neural-parity-goldens.md‎

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# 11 — Neural cross-runtime parity goldens
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**Status: pending.** Goldens cover maps (7388/7388 parity). Model
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**Status: DONE** (2026-10-07, minus the ts plane port) — golden-v2 released (both plane models, py-reference); RUBY GAINED A PLANE RUNTIME (gap the corpus exposed: plane existed only in py) with cycling-fixture specs, 314 examples green; neural-parity.yml workflow green on both legs. CONTRACT FINDINGS: (a) int8 artifacts are not byte-reproducible across onnxruntime builds/platforms, not even for the reference runtime; (b) K-pass decoding cascades single flips into clustered per-row divergence. Hence two tiers: tight (per-row 2% + corpus 0.5%) and smoke (corpus 2%), byte-exact reserved for deterministic artifacts. REMAINDER: port PlaneModel to interscript-ts (py->ruby pattern), add the ts leg to the workflow.
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inference (IMF seq2seq + plane K-pass) has no cross-runtime corpus:
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each runtime implements decode independently.
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‎TODO.final/12-plane-family-expansion.md‎

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# 12 — Plane family expansion (Hebrew nikud, Urdu)
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**Status: pending (architecture proven).** The plane factorization is
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**Status: SPECS READY, NOT STARTED** — Urdu arm PAUSED (new corpus arriving per owner 2026-10-06).
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language-agnostic; corpora already sit in the data layer (hewiki,
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rababa-hebrew-distilled, urdu corpora).
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