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Mandarin community implementation backlog — issue-ready work packages

Status: Proposed follow-up tasks, 2026-10-29. These are not newly opened GitHub Issues or new campaign rows. Primary references: as-built audit, architecture, model policy, validation. Task convention: one concern per PR; exact files + validation + evidence required; keep architecture/privacy/public-interface changes in L3 maintainer review.

How to use this without duplicating work

  1. Read the current code and tests on main, not stale design status tables. The core profile/CLI/Settings/grammar/CJK fixtures/benchmark scorer exist; tasks below target remaining evidence, gaps, and review.
  2. Check existing issues #497, #499, #501, #503, #505 and open PRs before creating work. Name the umbrella issue in each task's source.
  3. Existing campaign inventory already includes four QA tasks, four platform reports and four model evaluation tasks. Their IDs are CHN-QA-*, CHN-COMPAT-* and CHN-MEASURE-*. Reconcile those states first: some underlying tests have subsequently landed. Do not create competing tasks or mark evidence complete without a real result.
  4. For new work, split into a bounded row in campaign/tasks.json only after exact allowed paths, a command that actually exists, explicit negative-test guards, risk/effort, and reviewer evidence are verified. Run uv run python scripts/campaign.py --generate and --check; never edit generated campaign pages manually.
  5. L0 = evidence/hardware, L1 = scoped docs, L2 = bounded code, L3 = maintainer architecture/privacy/API/dependency. L3 cannot be an advertised first task; native/hardware/evaluation tasks must set cloud_agent_ready=false.
  6. A green existing test does not prove a new behavior. The PR must add a failing/negative case that would reject a fake fix; no personal audio, transcripts, secrets, local absolute paths or fabricated hardware results.

Dependency order

Phase 0: reconcile campaign state and confirm ADR-v2-140..144 dispositions
   |
   +-- foundation: runtime-truth tests + Settings failure-mode tests
   |        |
   |        +-- packaged/offline smoke on real target
   |
   +-- commands: independent zh-CN / zh-TW native phrase review
   |        |
   |        +-- narrow reviewed phrase corrections + negative corpus
   |
   +-- CJK compatibility: MCP red test -> bug fix
   |                   notes context token-budget test -> fix
   |                   optional feature audit
   |                   real streaming, file, meeting and 4 platform reports
   |
   +-- model evidence: license manifest -> real Whisper small baseline
   |                                  -> turbo/large comparison; Qwen isolated probe
   |
   +-- native end-to-end workflows -> evidence matrix -> docs -> maintainer release

The original implementation-roadmap.md remains the design-phase task graph. This file is the as-built remainder, not a replacement for a historical ADR.

Work package overview

ID Umbrella Risk Time Goal
CHN-NEXT-101 #497 L1 30 min Reconcile current task inventory against already landed Mandarin code
CHN-NEXT-102 #497 L2 60 min Test configured-versus-running profile after no-restart and restart failure
CHN-NEXT-103 #497 L2 60 min Validate Settings profile errors and preview against the CLI contract
CHN-NEXT-104 #497 L0 45 min Prove cached Mandarin setup works after network isolation
CHN-NEXT-201 #499 L0 60 min Native review of Simplified Mandarin safe-command phrase families
CHN-NEXT-202 #499 L0 60 min Native review of Traditional Mandarin safe-command phrase families
CHN-NEXT-203 #499 L2 45 min Turn native-reviewed phrase decisions into deterministic safe grammar and fixtures
CHN-NEXT-204 #499 L1 45 min Human review of Mandarin numeral naturalness and ranges
CHN-NEXT-301 #501 L2 45 min Capture MCP transcription config propagation defect as a red test
CHN-NEXT-302 #501 L2 60 min Correct MCP recimport language propagation behind existing interface
CHN-NEXT-303 #501 L2 60 min Measure and repair long Mandarin notes context windows
CHN-NEXT-304 #501 L1 45 min Audit optional CJK-affecting text transforms and their opt-in contracts
CHN-NEXT-305 #501 L0 90 min Real Whisper Mandarin streaming/segment seam validation
CHN-NEXT-306 #501 L0 90 min Real Mandarin file transcription and format matrix
CHN-NEXT-307 #501 L0 120 min Real Mandarin Meeting Mode, recovery and quality verdict
CHN-NEXT-401 #503 L1 45 min Prepare immutable weight-license and benchmark manifest inventory
CHN-NEXT-402 #503 L0 120 min Run Whisper small Mandarin reference benchmark
CHN-NEXT-403 #503 L0 120 min Run same-data Whisper turbo/large model comparisons
CHN-NEXT-404 #503 L2 180 min Isolate optional Qwen3-ASR-0.6B probe without adding production dependencies
CHN-NEXT-501 #505 L0 60 min Native Simplified end-to-end workflow review and accessibility check
CHN-NEXT-502 #505 L0 60 min Native Traditional end-to-end workflow review and accessibility check
CHN-NEXT-503 #505 L1 60 min Fill evidence-backed Mandarin surface support matrix
CHN-NEXT-504 #505 L1 60 min Align Simplified/Traditional user docs and README support language
CHN-NEXT-505 #505 L3 90 min Maintainer ADR disposition and measured release authorization

Exact developer contracts

The named validation commands are a minimum smoke and must be supplemented by full pytest/ruff/type/packaging gates when applicable. A command naming a new test file is only executable after the contributor creates it; validate the task contract before advertising it in the campaign.

CHN-NEXT-101 — Reconcile current task inventory against already landed Mandarin code

Source: #497; risk: L1; estimate: 30 minutes; blocked by: current main + audit.

Allowed files (proposal, narrow further before campaign publication): campaign/tasks.json; design/chinese/issue-backlog.md.

Implementation / evidence: For every open CHN task, identify whether its intended deliverable is already on main; propose the correct state/continuation, without deleting contributor history or fabricating a merge.

Given–when–then / negative acceptance: No duplicate task IDs and no task marked merged without an actual merged PR; benchmark results remain held pending approval.

Reviewer command: uv run python scripts/campaign.py --check. Out of scope / human requirement: No claims of model/hardware evidence; separate campaign task-state PR and regenerate generated files.

CHN-NEXT-102 — Test configured-versus-running profile after no-restart and restart failure

Source: #497; risk: L2; estimate: 60 minutes; blocked by: ADR-v2-140 / architecture review before any public IPC change.

Allowed files (proposal, narrow further before campaign publication): tests/test_cli_language_set.py; tests/test_language_service.py.

Implementation / evidence: Add mocked lifecycle tests for committing zh-CN with --no-restart, failed restart, successfully restarted process, and switching back to en. Check user-facing status does not assert a runtime transition it cannot observe.

Given–when–then / negative acceptance: A committed TOML file with old running daemon is not treated as 'active Mandarin'; no rollback of downloaded artifacts is claimed.

Reviewer command: uv run python -m pytest tests/test_cli_language_set.py tests/test_language_service.py -q. Out of scope / human requirement: Do not add/change IPC fields or platform lifecycle Protocols in this task.

CHN-NEXT-103 — Validate Settings profile errors and preview against the CLI contract

Source: #497; risk: L2; estimate: 60 minutes; blocked by: Qt test environment available; language service already merged.

Allowed files (proposal, narrow further before campaign publication): tests/test_settings_language_profiles.py; src/yazses/settingsui/language_view.py.

Implementation / evidence: Test invalid profile, missing optional dependency, declined download, concurrent edit, and noop; require the preview to use the exact canonical plan.

Given–when–then / negative acceptance: Clicking Apply after a decline must not mutate config, install packages or start a download; no divergence between CLI and Settings preview.

Reviewer command: uv run python -m pytest tests/test_settings_language_profiles.py -q. Out of scope / human requirement: No UI redesign or new library; actual platform UI requires a separate human report.

CHN-NEXT-104 — Prove cached Mandarin setup works after network isolation

Source: #497; risk: L0; estimate: 45 minutes; blocked by: P1 packaged build; cached model and OpenCC provisioned; real machine.

Allowed files (proposal, narrow further before campaign publication): docs/research/mandarin-platform/offline-cache.md.

Implementation / evidence: Run dry-run and real dictation with network disabled; capture exact install channel, model revision, messages and result; verify no external access.

Given–when–then / negative acceptance: A missing model must fail with clear message, never silently fetch or fall back to English.

Reviewer command: uv run python -m pytest tests/test_stt_model_cache.py -q. Out of scope / human requirement: Physical network-isolation evidence; cloud_agent_ready=false; do not share audio or personally identifying paths.

CHN-NEXT-201 — Native review of Simplified Mandarin safe-command phrase families

Source: #499; risk: L0; estimate: 60 minutes; blocked by: Mandarin grammar and positive/negative vectors already exist.

Allowed files (proposal, narrow further before campaign publication): design/chinese/reviews/zh-cn-commands.md.

Implementation / evidence: A native reader reviews every current PHRASE_REVIEW family for natural Simplified wording, collision with prose, confirmation and intent mapping; record decisions action by action.

Given–when–then / negative acceptance: Flag any phrase that can accidentally delete content or execute on ordinary prose. Include at least one unambiguous negative example per action family.

Reviewer command: uv run python -m pytest tests/test_chinese_command_grammar.py tests/test_mandarin_command_safety.py -q. Out of scope / human requirement: Native evidence required, cloud_agent_ready=false; no anonymous 'AI translation verified' statement or audio collection.

CHN-NEXT-202 — Native review of Traditional Mandarin safe-command phrase families

Source: #499; risk: L0; estimate: 60 minutes; blocked by: Independent from Simplified review, native Traditional writer.

Allowed files (proposal, narrow further before campaign publication): design/chinese/reviews/zh-tw-commands.md.

Implementation / evidence: Independently review same PHRASE_REVIEW + NUMERAL_REVIEW list, Taiwan terminology, command ambiguity and negative examples; distinguish script conversion from lexical choices.

Given–when–then / negative acceptance: Do not approve a Traditional phrase simply because a Simplified phrase passed OpenCC; include quoted and embedded-command prose.

Reviewer command: uv run python -m pytest tests/test_chinese_command_grammar.py tests/test_mandarin_command_numerals.py -q. Out of scope / human requirement: Native evidence required; cloud_agent_ready=false.

CHN-NEXT-203 — Turn native-reviewed phrase decisions into deterministic safe grammar and fixtures

Source: #499; risk: L2; estimate: 45 minutes; blocked by: CHN-NEXT-201/202 accepted; maintainer approval for semantics.

Allowed files (proposal, narrow further before campaign publication): src/yazses/commands/grammars/zh.py; tests/test_chinese_command_grammar.py; tests/test_mandarin_command_safety.py.

Implementation / evidence: Implement only approved phrase corrections; update PHRASE_REVIEW per-action state with a review-record reference; keep anchored rules and English parity.

Given–when–then / negative acceptance: Negative Mandarin sentences must remain DICTATE, unknown language never English-fallbacks, no English Tier-2 calls; high-impact terminal commands remain absent.

Reviewer command: uv run python -m pytest tests/test_chinese_command_grammar.py tests/test_mandarin_command_safety.py -q. Out of scope / human requirement: One command family per PR; no SLM or command executor refactor.

CHN-NEXT-204 — Human review of Mandarin numeral naturalness and ranges

Source: #499; risk: L1; estimate: 45 minutes; blocked by: CHN-NEXT-201/202 or separate native numeral reviewer.

Allowed files (proposal, narrow further before campaign publication): design/chinese/reviews/mandarin-numerals.md.

Implementation / evidence: Review 一十, 一百一, 两百五 and other abbreviations; recommend explicit bounded forms, preserving count 0-99 and line 0-999 ceilings unless separately approved.

Given–when–then / negative acceptance: Never infer ambiguous numbers or add unbounded repetition; examples outside range must stay dictation.

Reviewer command: uv run python -m pytest tests/test_mandarin_command_numerals.py -q. Out of scope / human requirement: Recommendation only; parser change requires a separate approved L2 task.

CHN-NEXT-301 — Capture MCP transcription config propagation defect as a red test

Source: #501; risk: L2; estimate: 45 minutes; blocked by: Audit F6 in design/chinese/postprocess-compatibility.md.

Allowed files (proposal, narrow further before campaign publication): tests/test_mcp_transcribe_language.py.

Implementation / evidence: Create a minimal server-tool test that selects zh + traditional through the real effective config and asserts the recimport STT section is passed, not the entire Config.

Given–when–then / negative acceptance: The test must fail on the old wrong-config path and must not call a network endpoint or use real audio.

Reviewer command: uv run python -m pytest tests/test_mcp_transcribe_language.py -q. Out of scope / human requirement: This validation command becomes executable when the test file is added; do not change MCP public schema yet.

CHN-NEXT-302 — Correct MCP recimport language propagation behind existing interface

Source: #501; risk: L2; estimate: 60 minutes; blocked by: CHN-NEXT-301 repro accepted; verify L3 if public IPC changes needed.

Allowed files (proposal, narrow further before campaign publication): src/yazses/mcp/server.py; tests/test_mcp_transcribe_language.py.

Implementation / evidence: Route canonical recimport + STT config using existing recimport signatures; verify OpenCC and language reach recognizer on MCP path.

Given–when–then / negative acceptance: Existing English MCP transcription remains unchanged; no new egress, no private transcript logging and no new MCP method.

Reviewer command: uv run python -m pytest tests/test_mcp_transcribe_language.py tests/test_cjk_transcripts.py -q. Out of scope / human requirement: One bug only; if new public methods are required, stop for maintainer/ADR review.

CHN-NEXT-303 — Measure and repair long Mandarin notes context windows

Source: #501; risk: L2; estimate: 60 minutes; blocked by: Han-aware notes splitting exists but token budget remains English-ratio based.

Allowed files (proposal, narrow further before campaign publication): src/yazses/meeting/notes.py; tests/test_cjk_transcripts.py.

Implementation / evidence: Create a long unspaced Han fixture; document model token budget and split at safe semantic boundaries or conservative budget without truncation.

Given–when–then / negative acceptance: No context overflow with test fake, no loss of Han characters; English context behavior unchanged.

Reviewer command: uv run python -m pytest tests/test_cjk_transcripts.py tests/test_minutes_windows_fit_the_model_context.py -q. Out of scope / human requirement: Model-specific tokenizer integration is optional and cannot become a base dependency.

CHN-NEXT-304 — Audit optional CJK-affecting text transforms and their opt-in contracts

Source: #501; risk: L1; estimate: 45 minutes; blocked by: Default-on CJK repairs already in main.

Allowed files (proposal, narrow further before campaign publication): design/chinese/postprocess-compatibility.md.

Implementation / evidence: For Prosody Ink, staged dictation, SRPace, vocab correction, LLM cleanup and spoken punctuation, map code path, default, Han risk, and a precise test recommendation.

Given–when–then / negative acceptance: Do not label a transform safe merely because it is off by default; do not enable any opt-in transform by this documentation task.

Reviewer command: uv run python -m pytest tests/test_cjk_text.py -q. Out of scope / human requirement: Read-only assessment; one follow-up issue per confirmed independent fault.

CHN-NEXT-305 — Real Whisper Mandarin streaming/segment seam validation

Source: #501; risk: L0; estimate: 90 minutes; blocked by: Whisper small cached on a local machine, valid public test phrases.

Allowed files (proposal, narrow further before campaign publication): docs/research/mandarin-platform/streaming.md.

Implementation / evidence: Record partial and final text for multiple segments, long Han-Latin mixes, punctuation and silence, including whether displayed interim text duplicates characters.

Given–when–then / negative acceptance: Any duplicated/omitted Han at chunk boundaries is a failure even if final CER is good.

Reviewer command: uv run python -m pytest tests/test_cjk_transcripts.py tests/test_stt_language.py -q. Out of scope / human requirement: Requires real microphone/model; no cloud agent as sole reviewer, no unconsented audio in repo.

CHN-NEXT-306 — Real Mandarin file transcription and format matrix

Source: #501; risk: L0; estimate: 90 minutes; blocked by: Whisper small cached and authorized short + long files.

Allowed files (proposal, narrow further before campaign publication): docs/research/mandarin-platform/file-transcription.md.

Implementation / evidence: Exercise yazses transcribe with zh-CN and zh-TW and inspect TXT/MD/SRT/VTT/JSON for Han spacing, timestamps, subtitles and exact script.

Given–when–then / negative acceptance: Output containing '你 好' character-separated text, missing timestamps or wrong script fails; keep CLI defaults intact.

Reviewer command: uv run python -m pytest tests/test_cjk_transcripts.py tests/test_file_transcription_honours_the_config.py -q. Out of scope / human requirement: Real audio may not be published; attach aggregate anonymized results.

CHN-NEXT-307 — Real Mandarin Meeting Mode, recovery and quality verdict

Source: #501; risk: L0; estimate: 120 minutes; blocked by: File smoke passes; authorized extended audio; meeting owner.

Allowed files (proposal, narrow further before campaign publication): docs/research/mandarin-platform/meeting-mode.md.

Implementation / evidence: Capture a real Mandarin session and exercise live, stop/finalize, recovery, transcript render, quality gate and notes context. Compare word/character-quality units to human perception.

Given–when–then / negative acceptance: A healthy Han meeting must not be thin due to whitespace-count assumption; a missing batch decode must not falsely pass.

Reviewer command: uv run python -m pytest tests/test_meeting_cjk_word_count.py tests/test_cjk_transcripts.py -q. Out of scope / human requirement: No broad meeting-support claim before actual report; never commit raw private meeting audio.

CHN-NEXT-401 — Prepare immutable weight-license and benchmark manifest inventory

Source: #503; risk: L1; estimate: 45 minutes; blocked by: Choose exact candidate revisions; dataset permissions known.

Allowed files (proposal, narrow further before campaign publication): design/chinese/model-license-inventory.md.

Implementation / evidence: Record each checkpoint URL, commit, model weight license source, redistributable artifacts, dependent aligner/tokenizer licensing, and decision state.

Given–when–then / negative acceptance: A toolkit license alone cannot certify weights; no production recommendation for custom-licensed SenseVoice without separate review.

Reviewer command: uv run python -m pytest tests/test_bench_mandarin.py -q. Out of scope / human requirement: Documentation only; maintainer/legal clearance if the license is non-permissive.

CHN-NEXT-402 — Run Whisper small Mandarin reference benchmark

Source: #503; risk: L0; estimate: 120 minutes; blocked by: Common corpus manifest accepted; CHN-MEASURE-WHISPER-SMALL-001 already in campaign.

Allowed files (proposal, narrow further before campaign publication): paper/results/probes/**; docs/benchmarks.md.

Implementation / evidence: Use real pinned small weights and the frozen corpus; record raw/punct/normalized/script CER, S/D/I, latency, RTF, RSS, core-seconds and exact host.

Given–when–then / negative acceptance: Missing immutable model revision, corpus hash, consent/license provenance or OpenCC fold state invalidates the result.

Reviewer command: uv run python -m pytest tests/test_bench_mandarin.py -q. Out of scope / human requirement: Reuse existing CHN-MEASURE task, do not register a duplicate. No raw private audio.

CHN-NEXT-403 — Run same-data Whisper turbo/large model comparisons

Source: #503; risk: L0; estimate: 120 minutes; blocked by: CHN-NEXT-402 baseline frozen; separate existing CHN-MEASURE-TURBO/LARGE3 tasks.

Allowed files (proposal, narrow further before campaign publication): paper/results/probes/**; docs/benchmarks.md.

Implementation / evidence: Run identical manifest/split/normalizer/threads on the same hardware where feasible; report quality-resource tradeoffs and long-form failures.

Given–when–then / negative acceptance: No comparing numbers from different speakers/corpora as if same sample; never silently promote heavier default.

Reviewer command: uv run python -m pytest tests/test_bench_mandarin.py -q. Out of scope / human requirement: Reuse existing candidate tasks; label hardware not strong enough as not-run.

CHN-NEXT-404 — Isolate optional Qwen3-ASR-0.6B probe without adding production dependencies

Source: #503; risk: L2; estimate: 180 minutes; blocked by: Permissive model-weight revision and benchmark corpus pinned.

Allowed files (proposal, narrow further before campaign publication): paper/benchmark/probes/**; paper/results/probes/**.

Implementation / evidence: Run research-only adapter in isolated environment, emit comparable schema and document CPU load, model size, timestamps/forced aligner and offline cache behavior.

Given–when–then / negative acceptance: A success on GPU or vendor benchmark cannot be used to claim YazSes CPU support. No mandatory imports in src/yazses.

Reviewer command: uv run python -m pytest tests/test_bench_mandarin.py -q. Out of scope / human requirement: Reuse existing CHN-MEASURE-QWEN3-ASR-06B-001, not a production feature PR.

CHN-NEXT-501 — Native Simplified end-to-end workflow review and accessibility check

Source: #505; risk: L0; estimate: 60 minutes; blocked by: Real dictation and language switch installed; human reviewer.

Allowed files (proposal, narrow further before campaign publication): design/chinese/reviews/zh-cn-workflow.md.

Implementation / evidence: Review installation, switching, mixed text, native typography, command scope, restore English, errors and documentation.

Given–when–then / negative acceptance: Native evidence must distinguish successful install from transcription quality; no identifiable audio logs.

Reviewer command: uv run python -m pytest tests/test_cli_language_set.py -q. Out of scope / human requirement: Cloud_agent_ready=false; reviewer consent for public attribution is separate.

CHN-NEXT-502 — Native Traditional end-to-end workflow review and accessibility check

Source: #505; risk: L0; estimate: 60 minutes; blocked by: Independent real Traditional-script Mandarin reviewer.

Allowed files (proposal, narrow further before campaign publication): design/chinese/reviews/zh-tw-workflow.md.

Implementation / evidence: Review all steps as CHN-NEXT-501 independently, including Taiwan terms and Traditional punctuation.

Given–when–then / negative acceptance: A locale/script fold alone does not prove natural Taiwan vocabulary or Cantonese coverage.

Reviewer command: uv run python -m pytest tests/test_cli_language_set.py -q. Out of scope / human requirement: Cloud_agent_ready=false; no private data or forced public identity.

CHN-NEXT-503 — Fill evidence-backed Mandarin surface support matrix

Source: #505; risk: L1; estimate: 60 minutes; blocked by: Hardware + native + model reports completed, release gate reviewed.

Allowed files (proposal, narrow further before campaign publication): design/chinese/surface-support-matrix.md; design/chinese/2026-10-29-validation-and-release-gates.md.

Implementation / evidence: Each surface has outcome supported/experimental/excluded, exact evidence links, model/revision/hardware limits and reviewer signoff.

Given–when–then / negative acceptance: Do not turn missing platform evidence into pass or use a small synthetic corpus for release accuracy claims.

Reviewer command: uv run python -m pytest tests/test_docs_frontmatter.py -q. Out of scope / human requirement: Documentation only, cannot approve release without maintainer.

CHN-NEXT-504 — Align Simplified/Traditional user docs and README support language

Source: #505; risk: L1; estimate: 60 minutes; blocked by: CHN-NEXT-503 approved evidence matrix.

Allowed files (proposal, narrow further before campaign publication): docs/use-cases/chinese-voice-typing.md; docs/zh/chinese-voice-typing.md; docs/zh-CN/**; docs/zh-TW/**.

Implementation / evidence: Update both language-switch commands, setup/rollback, model license, limits, P1 supported surfaces, and link evidence; obtain native translation review.

Given–when–then / negative acceptance: No claim of Cantonese, full commands, all OSes, or real benchmark quality beyond evidence.

Reviewer command: uv run python -m pytest tests/test_docs_frontmatter.py tests/test_citation_hygiene.py -q. Out of scope / human requirement: Follow docs generators for generated locale pages; do not hand-edit generated output.

CHN-NEXT-505 — Maintainer ADR disposition and measured release authorization

Source: #505; risk: L3; estimate: 90 minutes; blocked by: All P0 blockers closed; every claimed surface evidence-backed.

Allowed files (proposal, narrow further before campaign publication): design/adr/adr-v2-140-language-profile-presets.md; design/adr/adr-v2-141-chinese-model-policy.md; design/adr/adr-v2-142-localized-command-grammars.md; design/adr/adr-v2-143-chinese-script-and-locale-semantics.md; design/adr/adr-v2-144-chinese-support-validation-gate.md.

Implementation / evidence: Review accepted vs superseded choices, record deviations and date/owner; authorize support wording only for passing surfaces.

Given–when–then / negative acceptance: A green mock suite, missing native review or missing real OS report is insufficient.

Reviewer command: uv run python -m pytest tests/ -q. Out of scope / human requirement: Maintainer-only, not advertised as open L3 campaign task.

Issue/PR definition of done

Each bounded task or its campaign record must state:

  • Goal: exactly one user-visible, test, or evidence outcome;
  • Why: which release gate/risk it closes and why already-merged tests are inadequate;
  • Entry conditions: prerequisite issue, accepted ADR and exact source revision;
  • Allowed paths: reviewers can mechanically enforce the diff scope;
  • Non-goals: no redesign or second feature disguised in an easy task;
  • Acceptance: Given/When/Then, positive and negative failure vector, expected runtime/error/result;
  • Validation: commands that can run offline and what hardware/native work cannot be automated;
  • Privacy/consent: no raw speech/identifiers, separate consent for research/publication/model training;
  • Review: risk lane, human evidence, exact model/platform provenance where applicable;
  • Docs: user-facing and changelog changes if actual behavior changes, regenerated sources when required.

Review and reporting cadence

Review architecture and public-interface changes first, let independent native reviewers and hardware testers work in parallel, then approve only evidence-backed surface claims. Contributors submit one PR per task and link the umbrella. Update validation matrix after every completed evidence record. Report a blocked task honestly; do not fill its missing result with a synthetic example.