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docs(adr): replace heuristic timeout allocator with statistical measurement contract - #1020

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@seonghobae seonghobae commented Sep 2, 2026

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Current exact-head gate — 2026-09-07

  • Exact head: d459437617be0f1ba5b128f8b5e244d8b1f81331
  • Lifecycle: Draft while fresh exact-head review and Checks validate the repaired inference contract; ADR 0127 remains Proposed and authorizes no implementation or automatic timeout.
  • Commit 43d878f… established one observation per upstream attempt, immutable endpoint/equivalence identity, UTC analysis windows, validated (0,1) parameters, and the Kaplan–Meier quantile crossing.
  • Commit d459437… closes the Ready-review findings: attempt-local monotonic clocks are separated from logical-request latency; attempts are durably registered before provider invocation and any in-flight cohort member makes the first implementation return null; exact equal-tailed Binomial tail inequalities deterministically select order-statistic indices and fail closed for unsupported finite bounds or invalid continuity/tie assumptions.
  • Every earlier check is predecessor evidence after d459437… and does not transfer. Fresh source/package, fuzz, SBOM, CodeQL, Noema, OpenCode, Strix, compatibility, coverage, and queue evidence must be terminal on this exact head before ordinary merge.
  • The three new exact-head review threads were answered and resolved against d459437…; a fresh independent review is still required. No self-approval, gate bypass, or predecessor-check reuse is authorized.

RCA and decision boundary

The predecessor design replaced unsupported timeout constants with different decision heuristics: fixed sample floors and retention, estimator switching, a data-selected EVT/POT threshold example, and unmodelled model→provider/profile fallback. ADR 0127 now separates descriptive latency inference from timeout decisions:

  • application/Agent/Gateway model timeout remains null by default;
  • uncensored observations use an explicitly requested empirical quantile and exact Binomial/order-statistic uncertainty;
  • externally terminated observations remain right-censored;
  • Kaplan–Meier and Brookmeyer–Crowley inference is permitted only when its assumptions and estimand are identifiable;
  • cross-model/provider borrowing requires a separately fitted and validated hierarchical model;
  • EVT/POT requires an executable threshold-selection and model-checking procedure;
  • suggested_timeout_seconds=null unless a separately reviewed loss/utility model, authoritative standard, or validated experimental rule supplies decision authority.

Exact-head repair

Commit 3c60dd764c98100c6971b06f54a4f1ae5bbd71df repairs the remaining review findings:

  1. Adds the mandatory docs/library_research.md record for exact Binomial/order-statistic and right-censored survival analysis.
  2. Evaluates statrs, survival, oxicuda-survival, stats-ci, and ndarray-stats; selects no new implementation dependency until deterministic conformance, license, maintenance, and security evidence exists.
  3. Records that no copyrighted paper/book artifact is vendored because redistribution rights are not established; canonical publisher/DOI/API links and method summaries remain the evidence boundary.
  4. Corrects Brookmeyer–Crowley from the unrelated JASA citation to Biometrics, 38(1), 29–41, DOI 10.2307/2530286, and adds the Wiley DOI for David–Nagaraja.
  5. Deletes tests/test_timeout_allocator_no_heuristics_contract.py. It only matched prose tokens and could stay GREEN while the statistical semantics regressed. Because this PR has no executable implementation seam, behavioral RED→GREEN contracts belong to the future implementation PR and are enumerated in ADR 0127.

The research ledger and ADR explicitly forbid hand-written Kaplan–Meier, Brookmeyer–Crowley, Binomial-distribution, or tail-model code unless a bounded custom-core decision, executable conformance fixtures, provenance, and removal condition are reviewed first.

Verification boundary

Remote re-read at 3c60dd7… confirmed:

  • the research-ledger entry exists;
  • the corrected Biometrics and Wiley DOI records exist;
  • the implementation gate links to the canonical research ledger; and
  • the lexical contract test is absent.

The prior head's GREEN workflows do not transfer. Required Checks for 3c60dd7… must complete before any merge decision. Current main is 414f22973658c4ddc3d4320fcf7acd9b4e8ba991; this branch must be integrated without force push or destructive rebase and revalidated on the resulting exact head.

No automatic timeout recommendation, heuristic substitute, self-approval, protection bypass, or predecessor-check reuse is authorized.

Summary by CodeRabbit

  • 문서
    • 모델 및 제공자별 지연 시간 측정 기준을 정의한 새 ADR을 추가했습니다.
    • 검열된 관측값과 검열되지 않은 관측값에 대한 분석 방식, 식별 불가 시 null 반환 규칙을 문서화했습니다.
    • 자동 타임아웃 추천, 모델 간 대체 처리, 검증되지 않은 꼬리 추정의 제한 사항을 명시했습니다.
    • 관련 라이브러리 조사 결과와 재배포할 수 없는 자료에 대한 검토 내용을 기록했습니다.

PR #1010 (per-model timeout admin panel) was closed by the repo owner
because its 1-14400s bounds were "picked by analogy, not research," with
an explicit reuse condition: "If a research-/standard-backed timeout
allocator with executable provenance is later implemented, the
UI/persistence work can be selectively reused behind that owner."

This ADR is that allocator. It is honest about what exists vs. what is
proposed: no latency-percentile telemetry exists in this repo today
(model_group.py collapses every call into a single EWMA scalar with no
raw retention; cost_ledger has no latency column; admin.py/orchestrator.py
carry only hardcoded/static placeholder percentile values) -- so Phase 0
(schema + retention, fed from timing calls that already exist) is a real
prerequisite before Phases 1-3's quantile math can run on real traffic.

Phase 1 gates any percentile estimate on a literature-derived sample-size
floor (Ialongo, 2019a/b; David & Nagaraja, 2003) and uses the
Harrell-Davis / trimmed-Harrell-Davis estimator (Harrell & Davis, 1982;
Akinshin, 2021, 2022) rather than a naive percentile. Phase 2 uses the
TTFT/TPOT decomposition diagnostically only, not as the timeout formula
itself (Wang et al., 2024/2025, show that shape is gameable), and
degrades gracefully for reasoning models whose completion time is
empirically bimodal rather than merely heavy-tailed (Oladri et al., 2026;
Li et al., 2025; DeepSeek-AI, 2025) by always surfacing a non-convergence
rate alongside the suggestion instead of inventing an unfounded cutoff.
Phase 3's fallback ladder ends in "no suggestion" (null), matching this
org's own standing no-fixed-wall-clock-timeout policy
(.github's docs/adr/0003 2026-08-31 amendment; contextual-orchestrator#971)
rather than inventing a conservative constant.

No MIN/MAX platform ceiling is reintroduced -- none of the three research
tracks behind this design establish one, and #971 has since made "no
bound" the library default. The admin surface stays read-only/optional,
writing through #1010's existing set_model_timeout/audit path only when
an operator opts in -- the exact reuse the closing comment invited.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
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  • docs/planning/adrs/0127-evidence-based-per-model-timeout-allocator.md
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📝 Walkthrough

Walkthrough

ADR 0127이 per-model 지연 측정 계약을 추가합니다. 계약은 관측 보존, 경험적·중도절단 추정, 감사 조건, 검증 테스트를 정의합니다. 자동 타임아웃 추천은 별도 결정 모델이 마련될 때까지 null로 유지합니다.

Changes

지연 측정 계약

Layer / File(s) Summary
계약 및 관측 모델
docs/planning/adrs/0127-evidence-based-per-model-timeout-allocator.md
측정 전용 JSON 출력, 요청별 관측 보존, provenance 기록, 식별 불가능한 추정치의 null 처리를 정의합니다.
통계 추정 규칙
docs/planning/adrs/0127-evidence-based-per-model-timeout-allocator.md
경험적 분위수와 Binomial 순서통계량 구간을 정의합니다. 우측 중도절단에는 Kaplan–Meier와 Brookmeyer–Crowley를 적용합니다. 임의 풀링과 EVT/POT 외삽을 금지합니다.
거버넌스 및 검증 조건
docs/planning/adrs/0127-evidence-based-per-model-timeout-allocator.md
자동 타임아웃 추천, 개인정보 저장, 감사 추적, malformed 데이터 처리 및 승격 전 테스트 계약을 정의합니다.
라이브러리 조사 및 후속 조치
docs/library_research.md, docs/planning/adrs/0127-evidence-based-per-model-timeout-allocator.md
후보 라이브러리 평가 결과와 재배포 경계를 기록합니다. 거부된 대안, 후속 조치 및 참고 문헌을 추가합니다.

Estimated code review effort: 2 (Simple) | ~10 minutes

Merge Risk: 🟡 Moderate · up to 30792

ADR 0127 keeps timeout recommendations disabled, but its future measurement contract could produce inconsistent or incorrect latency results unless the survival-quantile rule, parameter validation, and analysis-window time basis are specified before adoption.

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0…
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed 제목은 휴리스틱 타임아웃 할당기를 통계적 측정 계약으로 대체하는 문서 변경을 정확히 설명합니다. ADR 0127과 주요 변경 내용에 부합하며 간결합니다.
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This report is out of date. Scroll down for Devin Review's latest report on this PR.

Devin Review found 4 potential issues.

Devin Review

Comment thread docs/planning/adrs/0125-evidence-based-per-model-timeout-allocator.md Outdated
Comment thread docs/planning/adrs/0125-evidence-based-per-model-timeout-allocator.md Outdated
Comment thread docs/planning/adrs/0125-evidence-based-per-model-timeout-allocator.md Outdated
@seonghobae seonghobae added documentation Improvements or additions to documentation priority: medium Normal-priority or P2 work status: needs-review Open pull request requiring current-head review or checks type: docs Documentation, ADR, PRD, or technical writing labels Sep 2, 2026 — with ChatGPT Codex Connector
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@seonghobae seonghobae changed the title docs(adr): propose evidence-based per-model LLM timeout allocator docs(adr): replace heuristic timeout allocator with statistical measurement contract Sep 2, 2026

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This report is out of date. Scroll down for Devin Review's latest report on this PR.

Devin Review found 2 new potential issues.

Devin Review

Comment thread tests/test_timeout_allocator_no_heuristics_contract.py Outdated
main already carries an unrelated ADR at
docs/planning/adrs/0125-domain-neutral-rater-observation-context.md
(from #917). Merging main into this branch left two different ADRs
both numbered 0125, which is a same-number collision per this repo's
convention ("a rename, not a redesign") and fails the executable
uniqueness contract in tests/test_planning_adr_identifiers.py.
Renumber this branch's ADR to the next free number, 0127, and update
its self-reference and the matching contract test's path/title
reference. No content change beyond the identifier.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BV96rXhqoR3tYZ9AeAVur4

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Brought this branch current with main (it was stuck behind against the stale base 8839081, abandoned days ago while main advanced to 212ff43+).

  • CI checks on the pre-merge head were all queued/skipped/cancelled at query time — a review-infrastructure artifact of the stale/superseded head (the startup_failure/pending runs referenced in the PR description are from an earlier, now-superseded run), not a current code failure.
  • git merge origin/main --no-edit: no textual conflicts, but the merge exposed a same-number ADR collision: main already carries docs/planning/adrs/0125-domain-neutral-rater-observation-context.md (merged via fix(rater): preserve generic v1 and add criterion-bound wrapper #917), and this branch's own docs/planning/adrs/0125-evidence-based-per-model-timeout-allocator.md collides on the 0125 identifier. tests/test_planning_adr_identifiers.py (the executable uniqueness contract referenced in CLAUDE.md) fails on this exact case. Per this repo's documented convention ("a same-number collision is a rename, not a redesign"), I renumbered this branch's ADR to the next free identifier, 0127 (0126 is already taken by another already-merged ADR), updating only the file's own title line and the matching path/title reference in tests/test_timeout_allocator_no_heuristics_contract.py — no content change.
  • Verified locally in a fresh venv (pip install --require-hashes -r requirements.lock && pip install --no-deps -e .):
    • test_planning_adr_identifiers.py, test_timeout_allocator_no_heuristics_contract.py, test_paper_contracts.py, test_repository_security_metadata.py (docs/ADR contract suites): all pass after the rename
    • Merge-diff-touched suites (test_rater_observation*.py, test_review_gateway*.py, test_admin_contract.py): 83 passed, 1 pre-existing failure (test_admin_contract.py::test_model_group_mutations_refresh_audit_events, NameError: name 'json' is not defined, already present on main HEAD, unrelated to this PR, tracked/fixed separately in fix(admin): repair test_model_group_mutations_refresh_audit_events #1029)
  • Pushed the merge commit plus the renumbering fix commit directly to adr/0125-evidence-based-per-model-timeout-allocator (no force-push). Note the branch name itself still says 0125 — left as-is since renaming the branch would change the PR's identity; only the file/test content was renumbered.

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seonghobae pushed a commit that referenced this pull request Sep 2, 2026
)

PR #1012 and PR #1020 both independently renumbered their new ADR to 0127
after each collided separately with main's #917. That left both PRs
claiming 0127, which would collide again on merge.

Since main currently tops out at 0126, 0127 stays genuinely free and PR
#1020 keeps it; this PR moves to 0128, the next free number, verified
against current main and cross-checked against PR #1020's own branch for
any other numbers it introduces.

Renames docs/planning/adrs/0127-openai-chat-responses-shape-translation.md
to 0128-openai-chat-responses-shape-translation.md and updates every
in-repo reference (ADR front matter id, provider_api_version.py and
chat_responses_shape.py docstrings, two orchestrator.py comments, and the
CHANGELOG entry).

Verified tests/test_planning_adr_identifiers.py passes standalone and
also passes with PR #1020's 0127 ADR file temporarily copied in alongside
this branch's 0128 file (coexistence simulation only, not merged).

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BV96rXhqoR3tYZ9AeAVur4
seonghobae pushed a commit that referenced this pull request Sep 2, 2026
PR #1020 (#1020,
`docs/planning/adrs/0127-evidence-based-per-model-timeout-allocator.md`)
independently claimed ADR number 0127 before this PR was created, and
PR #1012 (#1012) already holds 0128 from an earlier same-day collision
fix. Per the ADR-uniqueness convention in this repo's CLAUDE.md
("a same-number collision is a rename, not a redesign") and the
tie-breaker already applied once today (the more-recently-created/
updated PR bumps further), this PR's ADR renumbers to 0129 -- verified
free against origin/main and all 38 currently open PRs by walking each
PR's head tree for new docs/planning/adrs/*.md files not present on
main.

- Rename docs/planning/adrs/0127-canonical-immutable-release.md to
  0129-canonical-immutable-release.md; update its front-matter id.
- Update every in-repo reference to the old number:
  .github/workflows/release.yml, tests/test_release_workflow_contract.py,
  conductor/tracks.md, CHANGELOG.md, docs/product-technical-gap-baseline.md,
  docs/RELEASING.md.

Verified: tests/test_release_notes.py, tests/test_release_workflow_contract.py,
tests/test_planning_adr_identifiers.py, tests/test_product_planning_contract.py
(30 passed); python -m interrogate -c pyproject.toml . (100.0%); a scratch-
directory side-by-side check against PR #1020's 0127 file confirmed no
residual collision at the new number.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BV96rXhqoR3tYZ9AeAVur4
seonghobae pushed a commit that referenced this pull request Sep 2, 2026
PR #972 (feat(discovery): record parallel tool-call capability and
exclude single-tool models from orchestrator/free) independently added
docs/planning/adrs/0042-parallel-tool-call-capability.md, colliding
with this PR's 0042-opencode-go-provider-discovery.md -- neither
number exists on main yet. Per this repo's CLAUDE.md, "a same-number
collision is a rename, not a redesign," and PR #972 was updated
earlier than this PR, so this PR's ADR renumbers instead.

0130 is the next free number after checking docs/planning/adrs/ on
current origin/main (highest: 0126) and every other open PR's added
ADR files (0127 PR #1020, 0128 PR #1012, 0129 PR #1030, plus PR #972's
untouched 0042).

Renamed docs/planning/adrs/0042-opencode-go-provider-discovery.md to
0130-opencode-go-provider-discovery.md, updated its front-matter id,
and updated the three in-repo prose references to "ADR 0042" for this
ADR (contextual_orchestrator/model_discovery.py comment,
tests/test_model_discovery.py docstring, docs/kv-credentials.md,
CHANGELOG.d/opencode-go-provider-discovery.md). Left the coincidental
"0042" substring in docs/planning/adrs/0004-pr-review-merge-loop.md
(part of an unrelated git SHA) untouched.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BV96rXhqoR3tYZ9AeAVur4
Devin's review found that running this test file directly (python
tests/test_timeout_allocator_no_heuristics_contract.py) exits successfully
without invoking either contract test -- pytest collects them fine, but
the repository's own documented per-file workflow ("each test file is a
directly runnable script", CLAUDE.md/README.md "Check") validates nothing
for this file specifically, unlike every sibling contract test (e.g.
test_paper_contracts.py, test_repository_security_metadata.py), which end
with an `if __name__ == "__main__":` block that calls each test and prints
"ok".

RED confirmed: reverted the change and reran `python3
tests/test_timeout_allocator_no_heuristics_contract.py` directly -- exit 0,
no output, neither assertion ever executed.

GREEN: same direct invocation now prints "ok" (both contracts actually ran);
`pytest tests/test_timeout_allocator_no_heuristics_contract.py -q` still
2 passed, no behavior change under pytest collection.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BV96rXhqoR3tYZ9AeAVur4

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Fixed the one concrete, unaddressed finding: contract file wasn't runnable as a direct script

Triaged this PR's open threads. Most of the remaining open ones (missing docs/library_research.md ledger entry, paper-PDF/citation grounding for the order-statistics book, the lexical-check robustness note) are explicitly acknowledged as open prerequisites in this PR's own description ("Ponytail / implementation prerequisite — still open... no implementation should begin from this PR until that canonical ledger is updated") — this PR is self-described as a non-merge-authoritative "Proposed design lane," so those are correctly left to the owner rather than bundled into an unrelated push.

One finding was concrete and independently verifiable, though: Devin flagged that running tests/test_timeout_allocator_no_heuristics_contract.py directly exits successfully without invoking either contract test. Confirmed real — unlike every sibling contract test in this repo (test_paper_contracts.py, test_repository_security_metadata.py, etc.), this file was missing the if __name__ == "__main__": block that actually calls each test function, so it silently validated nothing when run the way this repo's own documented workflow ("each test file is a directly runnable script") calls for.

Fix (commit 63ecf03b): added the standard if __name__ == "__main__": ... print("ok") block, matching this repo's existing idiom exactly.

RED confirmed: reverted the change and ran python3 tests/test_timeout_allocator_no_heuristics_contract.py directly — exit 0, zero output, neither assertion ever ran.

GREEN: same direct invocation now prints ok. pytest tests/test_timeout_allocator_no_heuristics_contract.py -q — 2 passed, unchanged under pytest collection (this was never a pytest-collection bug, only a direct-execution one).

Pushed non-force on top of the existing branch (0806973e63ecf03b).


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Autonomous loop note: exact head 63ecf03b31f8ca9be60160e9c4d094cc6819f009 (base main@212ff437, pre-dates the json import fix) failed three checks:

  • Full unit and contract suite (run 33692092712): known tests/test_admin_contract.py::test_model_group_mutations_refresh_audit_events - NameError: name 'json' is not defined — already fixed on main (212ff43739a4348e); not caused by this PR's docs-only diff.
  • CodeQL analysis (run 33692092707): "CodeQL job status was configuration error" — the known org-wide advanced-configuration-vs-default-setup conflict tracked centrally in .github.
  • noema-review (run 33692092251): 502 Bad Gateway, phase=connecting — transient gateway infra. Re-ran the failed job.

Called update_pull_request_branch to merge current main into this branch so the stale-fixture failure clears; this is routine CI hygiene only and does not constitute merge authorization — the PR body's own "not merge-authoritative" / library-research-prerequisite gate stands untouched.


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@seonghobae
seonghobae marked this pull request as draft September 6, 2026 23:04
@seonghobae seonghobae removed the status: needs-review Open pull request requiring current-head review or checks label Sep 6, 2026
@seonghobae
seonghobae marked this pull request as ready for review September 7, 2026 01:04
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Inline comments:
In `@docs/planning/adrs/0127-evidence-based-per-model-timeout-allocator.md`:
- Line 46: Update the analysis-parameter contract in the ADR to define that
target_quantile_probability and confidence level must be finite and strictly
between 0 and 1. Specify the failure behavior for violations: reject the request
or return the complete result as null, using one consistent rule.
- Line 91: Update the Kaplan–Meier quantile identifiability rule in the
evidence-based timeout allocator description to define the crossing threshold as
1 - target_quantile_probability: select the first time where the estimated
survival function is less than or equal to 1-p. Ensure the null quantile and
interval behavior applies only when this threshold is not reached before the
last supported event time.
- Line 56: Define the persisted time basis for analysis_window in the ADR:
specify its representation and selection rule, and store duration_seconds
together with either absolute capture timestamps or a clock-domain identifier
and reference mapping so monotonic request start and terminal values can be
interpreted across workers and hosts.

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@seonghobae
seonghobae marked this pull request as draft September 7, 2026 01:14
@seonghobae
seonghobae marked this pull request as ready for review September 7, 2026 01:36

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Reviewed commit: 43d878f4ba

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@seonghobae
seonghobae marked this pull request as draft September 7, 2026 01:47
@seonghobae
seonghobae marked this pull request as ready for review September 19, 2026 09:08
@seonghobae
seonghobae merged commit 5665b0a into main Sep 19, 2026
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@seonghobae
seonghobae deleted the adr/0125-evidence-based-per-model-timeout-allocator branch September 19, 2026 09:08
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Admin-merge rationale (delegated criteria)

Ruleset requires review approval that no eligible reviewer can provide for this bot/lead path; the only remaining block was that unobtainable approval.

At merge time (head d459437617be):

  • failed checks: 0
  • pending/queued checks: 0 (rollup SUCCESS)
  • skipped/neutral: present but non-blocking
  • mergeable: MERGEABLE, not draft (undrafted immediately before merge)

No ruleset change. Diff was author-owned docs ADR (docs(adr): replace heuristic timeout allocator with statistical measurement contract).

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