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Ronald Tse
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docs: TODO.sota 10-16 — all remaining work spec'd
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‎TODO.sota/00-README.md‎

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| 07 | 07-nikud-ipa-rule-layer.md | P3 | — | DONE (py#29, py#30) |
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| 08 | 08-thai-small-tier.md | P3 | #44 | job LAUNCHED (run-025, l4x4) |
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| 09 | 09-hebrew-audio-pseudolabel-probe.md | P3 (parked probe) | — | DONE as parked probe (script only) |
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| 10 | 10-heb-plane-2-release.md | P1 | 04 | pending |
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| 11 | 11-arabic-r8-chain.md | P1 | — | jobs RUNNING (a100) |
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| 12 | 12-thai-tiny-contract.md | P2 | — | job RUNNING (a100) |
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| 13 | 13-thai-lexicon-release.md | P2 | 03 | pending |
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| 14 | 14-ts-plane-port.md | P2 | — | pending |
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| 15 | 15-api-edge.md | P2 | 14 | pending |
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| 16 | 16-parking-lot.md | — | — | parked (not now) |
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## Schedule
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‎TODO.sota/10-heb-plane-2-release.md‎

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# WO10 — heb-diac-plane-2.0 release chain (WO04 remainder)
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**Gate: PASSED** — artifact DER 8.18 (int8, runtime protocol; 1.0=12.48).
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1. GitHub Release `heb-diac-plane-2.0`: zip (416MB) + sha256 sidecar.
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2. `models.yaml` entry (kind: plane, k_passes: 3, int8) with runtime-protocol metrics.
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3. Card `cards/heb-diac-plane-2.0.md` (nakdimon 8.18; heb-g2p-benchmark CER 0.2393/0.1389 no-stress; preserve mode).
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4. Golden rows for neural-parity (50-row py-reference jsonl).
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5. Cut `index-v9` (models-index.yaml release asset) with the new entry.
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6. Pin bumps: interscript-py registry, interscript-ruby-ml, interscript-ts -> index-v9 (pin tests updated).
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7. HF mirror: Interscript/heb-diac-plane-2.0 (zip + card README).

‎TODO.sota/11-arabic-r8-chain.md‎

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# WO11 — Arabic r8 chain (WO06 remainder)
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In flight on HF (a100-large): label job (r7 teacher over arwiki,
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margin>=1nat frac>=0.9) -> train job (r7-init, gold 400K + pseudo 200K,
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WINDOW=600 protocol, in-job SadeedDiac-25 gate).
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1. On LABEL_DONE: launch train_arabic_r8_hf.py (same mounts).
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2. On EVAL_DONE: read DER vs gate 2.2864.
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3. PASS -> export int8 IMF artifact + ship chain (ara-diac-2.1) + index
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bump; FAIL -> RESULTS.md negative verdict with keep-rate stats +
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margin-threshold sensitivity (single-seed caveat applies below 0.15).

‎TODO.sota/12-thai-tiny-contract.md‎

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# WO12 — Thai tiny contract (WO08 remainder)
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run-025 running (a100-large): wiki slice -> umt5 teacher KD -> ~12M
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char encoder-decoder. Gates: PER <= 3.5 AND int8 < 10MB.
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1. Read verdict.json from the bucket.
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2. PASS -> design kind=tiny-g2p zip contract (graph + joint vocab +
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decode params) + py runtime (greedy) + parity leg; ship.
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3. FAIL -> RESULTS.md negative closes the sub-10MB idea cleanly.

‎TODO.sota/13-thai-lexicon-release.md‎

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# WO13 — Thai lexicon release asset
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1. GitHub Release `tha-lexicon-kaikki-1.0`: tha-lexicon-kaikki.json
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(17,434 munch entries) + sha256 sidecar.
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2. CC BY-SA 3.0 attribution to Wiktionary/Kaikki in the release notes
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and the thai_hybrid docstring (data stays OUT of BSD repos).
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3. RESULTS.md + hybrid bench reference the canonical URL.

‎TODO.sota/14-ts-plane-port.md‎

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# WO14 — ts plane runtime (TODO.final 11 remainder)
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1. loader.ts: accept kind=plane zips (metadata contract: members
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sha256s, classes.json, k_passes) alongside imf-v1.
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2. registry: registerModel plane kind -> PlaneModel (K-pass, per-char
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majority vote, render).
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3. Tests: tiny-plane fixture parity with py/ruby; pin test.
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4. Add the ts leg to neural-parity.yml.

‎TODO.sota/15-api-edge.md‎

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# WO15 — API edge on the unified runtime (TODO.final 13)
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1. interscript-api worker consumes interscript-ts; maps resolve from
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bundled assets, models resolve via the index (kind-aware dispatch).
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2. /v1/transliterate surface: {id, text} -> map engine OR neural
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runtime by index kind; /v1/models lists index entries.
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3. Conformance: worker output byte-matches local runtime on the shared
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golden set (bounded: tiny-plane fixture scale).

‎TODO.sota/16-parking-lot.md‎

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# WO16 — parking lot (explicitly NOT now)
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- MILIM (ReNikud spoken benchmark): await public data release; eval
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when obtainable, never estimate (WO05 note).
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- Audio pseudo-labeling campaign: probe script exists (WO09); full
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campaign = 2027 owner decision.
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- Paper venue: parked by owner.
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- pip debut (TODO.final 01): blocked on the previous developer's PyPI
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trusted-publisher environment fix; staged, not actionable by us.

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