Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-23 13:36 UTC

ValeevGroup / tiledarray

A massively-parallel, block-sparse tensor framework written in C++

C++GPL-3.0★ 323 зірки⑂ 62 форкиз серп. 2013 р.Переглянути на GitHub ↗

ValeevGroup/tiledarray має індекс здоров’я 64 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (84/100), найнижчий — Security (47/100). Останнє оновлення було 5 днів тому. Більшість нещодавньої роботи виконують 2 учасники.

64
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

64
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Власність

Valeev GroupОрганізація
31 підписник30 публічних репозиторіївз серп. 2013 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

64Помірний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 5 дн. тому
14.5/36Ритм комітів — 21/52 тижнів із комітами
18/18Обсяг комітів — 180 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year180
human_commit_share1
days_since_last_push5
active_weeks_last_year21

Дисципліна релізів

44У зоні ризику
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 13 релізів
7.2/36Свіжість релізів — останній реліз 616 дн. тому
5.4/27Ритм релізів — реліз кожні ~385,7 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count13
latest_release_tagv1.1.0
releases_from_tagsні
days_since_latest_release616
mean_days_between_releases385,7
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

57Помірний · 18% загального індексу
Як обчислюється оцінка
40.7/60Зірки — 323 зірок
14.9/25Форки — 62 форків
7.1/15Спостерігачі — 20 спостерігачів
Використані вхідні дані
forks62
stars323
watchers20
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (GPL-3.0)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

66Помірний · 24% загального індексу
Як обчислюється оцінка
25.2/54Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів
12.2/22.5Розподіл комітів — головний контриб’ютор — автор 46% комітів
13.5/13.5Широта контриб’юторів — 26 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations
Використані вхідні дані
bus_factor2
contributors_sampled26
top_contributor_share0,457
Як обчислюється оцінка
36.4/46.8Вирішення issue — закрито 78% issue
35.5/38.3Прийняття PR — злито 364/392 вирішених PR
1.5/15OpenSSF Scorecard: Code-Review — Found 1/6 approved changesets -- score normalized to 1
Використані вхідні дані
merged_prs364
open_issues38
closed_issues134
issue_closed_ratio0,779
closed_unmerged_prs28
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
10.8/25Охоплення власника — 31 підписників у ValeevGroup
22.9/25Послужний список — 30 публічних репозиторіїв, вік облікового запису ~12 р.
Використані вхідні дані
followers31
owner_typeOrganization
is_verified
owner_loginValeevGroup
public_repos30
account_age_days4 727

Інженерна якість

Чи наявні базові інженерні практики та документація?

84Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 1 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 5 out of 6 merged PRs checked by a CI test -- score normalized to 8
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
0/10Теми
10/10Wiki
Використані вхідні дані
topics
has_wikiтак
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

47У зоні ризику · 16% загального індексу

Стан безпеки

47У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2/2.5CI-Tests — 5 out of 6 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 1/6 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 11 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4,7
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

64Помірний · 0% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — AGENTS.md, CLAUDE.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 98 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,98
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes35 799
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — C++ (статично типізована)
0/10Відтворюване середовище
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageтак
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
45/45Типізований код — C++ (статично типізована)
52.9/55Керовані розміри файлів — 15/402 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageC++
largest_source_bytes169 576
source_files_sampled402
oversized_source_files15
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalні
api_schema_files

Ключові факти

323зірок GitHub
26контриб'юторів
180комітів за останні 12 місяців
5днів від останнього пушу
13релізів
2бас-фактор
38відкритих issue
пакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Докладніше

Історія зірок і форків 0 ★ / 62 ⇿
0Зірки
62Форки
13Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

013253850636222013-122020-032026-06
Мажорні 1Мінорні 2Патчі 0

Кожна точка охоплює 12 днів.

OpenSSF Scorecard 4.7 / 10
4.7сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-23 13:36 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
8CI-Tests5 out of 6 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/6 approved changesets -- score normalized to 1
10Contributorsproject has 11 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Усі залежності 0

Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 0 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
Сповіщення про залежності не оцінено

Звірка сповіщень не відбулася для цього звіту: No resolved dependencies to assess

Звіт у форматі JSON машиночитний
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          "published_at": "2015-06-20T10:55:32Z"
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          "oid": "c4a8927845e0c4503ecacf85ce8e73243ab48a62",
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          "is_bot": false,
          "headline": "Merge pull request #570 from ValeevGroup/zhihao/fix/single_arena_page",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-30T11:48:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35e96b5272232465d16ba2e25dac42a81db2e2ed",
          "body": "The up-front arena_outer_init path pre-walks every cell's range via\nrange_fn; cache the source cell it finds per ordinal so the fill loop\nreuses it instead of repeating the (cached, but non-trivial) source\nlookup -- restoring the single source-lookup-per-cell property the\ncomment claimed. Also pass zero_init=false, since every non-null cell\nis fully overwritten by the copy loop, matching the old builder default.",
          "is_bot": false,
          "headline": "arena ToT retile: cache source cell, skip redundant zero-init",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-30T11:11:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ffe9580b8c60f22ce6caec12503c8090ebc9e833",
          "body": "TA_ASSERT_SINGLE_PAGE (env, off by default) makes arena_outer_init and\nArenaToTBuilder::finish check Arena::page_count() <= 1, throw a\nTiledArray::Exception on a multi-page tile, and print a checked/violations\nsummary at exit. Uses page_count() rather than classify_run so it stays\nvalid for tiles with null or non-uniform inner cells. Zero overhead when\nunset.",
          "is_bot": false,
          "headline": "arena ToT: add opt-in single-page invariant assert",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-06-30T11:02:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "624538eabe3cb4a944966109691dd007752f2d3b",
          "body": "make_with_new_trange rebuilt each retiled arena-ToT tile incrementally,\nthough the source cell ranges are known up front. Use arena_outer_init so\nTA::retile keeps arena ToT tiles single-page.",
          "is_bot": false,
          "headline": "arena ToT: retile builds single-page target tiles via arena_outer_init",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-06-30T11:02:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36beb321cdd1f246d889879ca565209c5daf56a4",
          "body": "init_tiles_nested's range/fill callbacks are random-access, so the tile\nsize is known up front. Build via arena_outer_init (one contiguous page)\ninstead of the incremental ArenaToTBuilder, whose multi-page spill reverts\nthe strided-BLAS fast path to per-cell AXPY. Reverts the 176df8a2 switch;\nArenaToTBuilder stays the single-pass init_tiles fall-back.",
          "is_bot": false,
          "headline": "arena ToT: make_nested_tile builds single-page via arena_outer_init",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-06-30T11:02:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35c1d52ca181f12845eb1de263421c8df2963785",
          "body": "…-offset\n\nSumma: fix broadcast-root world rank to include the grid offset",
          "is_bot": false,
          "headline": "Merge pull request #571 from ValeevGroup/evaleev/fix/summa-bcast-root…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-30T10:53:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a04f56787720de11615a54499396dd2197a3a4d7",
          "body": "get_row_group_root/get_col_group_root reconstructed the broadcast root's world\nrank by hand as rank_row*proc_cols + group_root (row) / symmetric (col),\nomitting ProcGrid::rank_offset_. make_group inserts the root via\nProcGrid::map_col/map_row, which DO add rank_offset_, so on an offset grid\n(proc_h_\n[…]\nol/map_row primitive make_group uses, so\nthe root is guaranteed to be the in-group owner; TA_ASSERT(group_root >= 0) to\nfail at the source. Adds tests/proc_grid.cpp regression summa_bcast_root_offset.",
          "is_bot": false,
          "headline": "Summa: fix broadcast-root world rank to include the grid offset",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-30T04:32:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f20abfb442bee0111c662b79f8bc767d9aef40b1",
          "body": "…fused-broadcast-right\n\ngeneral product: handle fused-broadcast-on-the-right (rank-0 right operand)",
          "is_bot": false,
          "headline": "Merge pull request #568 from ValeevGroup/evaleev/fix/general-product-…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-17T04:59:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30310905ccd32dc7d9db7eb06563aa38128abc65",
          "body": "…erand)\n\nA general product whose RIGHT operand is entirely fused with no contraction\n(a fused broadcast on the right, e.g. C(\"b,k\") = A(\"b,k\") * B(\"b\")) folds to a\nrank-0 right operand, which the batched GEMM cannot host (TA rank-0 ranges are\nnull/volume-0, and gemm asserts operand.rank()==gemm_help\n[…]\noperand order, unlike\neinsum's reordering); dot_inner gains a ->T denest fused-broadcast-right case.\nThis was surfaced by MPQC PNO/CSV-CCk denest products evaluated via the native\nToT*ToT->T dispatch.",
          "is_bot": false,
          "headline": "general product: handle fused-broadcast-on-the-right (rank-0 right op…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-17T04:27:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5333c33e39438e18a868ea05df3c0a641572c2df",
          "body": "Add dot_inner: native ToT*ToT->T inner-dot expression",
          "is_bot": false,
          "headline": "Merge pull request #567 from ValeevGroup/evaleev/feature/dot-inner",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-16T00:03:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08c1dc388cceceb258e5749b32bf09fbf830b81c",
          "body": "The dot_inner design spec and implementation plan were internal planning\nartifacts; remove them from the repo while keeping them locally (ignored via\n.git/info/exclude).",
          "is_bot": false,
          "headline": "docs: stop tracking superpowers planning artifacts [skip ci]",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T23:30:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "605e1a4e3acb9f422fb2c2b3efb7c51e749c3941",
          "body": "Routes the einsum DeNest::True branch through the native dot_inner expression\nunless TA_EINSUM_LEGACY_SUBWORLD forces the legacy phantom-unit + squeeze path,\nwhich is retained as the cross-check oracle. dot_inner.cpp now forces the legacy\npath for its einsum reference so every case is a genuine dot_inner-vs-legacy\ncross-check, plus a new contracted-outer inner-extent case.",
          "is_bot": false,
          "headline": "einsum: dispatch ToT*ToT->T denest to dot_inner by default, gate legacy",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T22:23:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cad117fd3d40131db7ea6a82ad5fb7ec58e7d8b9",
          "body": "…ands\n\nThe result scalar was numeric_t<left_eval_type>, so a mixed-precision inner dot\n(e.g. int-inner dot_inner double-inner) accumulated in the left operand's type\nand silently narrowed the product. Deduce it as the type of the product of the\ntwo operands' inner numerics instead. Adds a mixed_inner_numeric_type regression\ntest (compile-time scalar-type check + double-oracle value check) that fails\nunder the old left-only deduction. Reported by Copilot review on PR #567.",
          "is_bot": false,
          "headline": "dot_inner: deduce result scalar as promoted product type of both oper…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T21:04:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b68d6a9f73ee121bede48aa223f846eb94f8a356",
          "body": "nbatches::operator=(Int) assigned this->n but fell off the end without\nreturning *this -- undefined behavior for a non-void function. Pre-existing\nlatent bug, surfaced while reviewing the dot_inner gemm nbatches usage; fixed\nhere since this PR introduced new nbatches{} call sites.",
          "is_bot": false,
          "headline": "tensor: add missing return in nbatches::operator=",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T20:40:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7e7ea329a10b41567abf8014221fabd34f8d0ab",
          "body": "…egimes\n\nAdd three cases to tests/dot_inner.cpp:\n- conjugated_contraction_outer: conj + contracted outer index, exercising\n  the ContractReduce/element_nonreturn_op_ accumulating path.\n- conjugated_permuted_outer: conj + Hadamard outer with transposed result,\n  reaching DotInnerEngine::make_tile_op(\n[…]\nest dot); no engine fix was\nneeded -- conj reaches flat_dot already applied in the accumulating\npath, and the outer permutation is applied to the plain-T result the\nsame way einsum's denest path does.",
          "is_bot": false,
          "headline": "dot_inner: cover conj composition across contraction/permuted outer r…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T19:49:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fe43bb76fd9792f3f7881779bf506ca552878daf",
          "body": null,
          "is_bot": false,
          "headline": "cont_engine: guard arena strided-op installs symmetrically (cosmetic)",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T19:29:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f49ae2c8ce55f144da5f368fc46623869be3802",
          "body": "Add a complex-valued ToT test verifying that conjugating inner_product\nsemantics compose via a lazy .conj() on the LEFT dot_inner operand:\nA.conj().dot_inner(B) == sum_ab conj(A_ab) * B_ab per outer cell. The\noracle conjugates A eagerly and runs the non-conjugating einsum denest.\n\nNo engine change w\n[…]\nand\nthe conjugated left inner cells reach flat_dot unchanged. Comparison is\nexact bit-for-bit (are_equal, ShapeComp::True): both paths do the same\nreal arithmetic in the same per-cell summation order.",
          "is_bot": false,
          "headline": "dot_inner: cover conjugated-left inner_product semantics",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T18:38:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "04cca4b4bc70df9f57cbddf1043da7de919f0ab8",
          "body": "Add a sparse_policy case to tests/dot_inner.cpp verifying that the\nSparseShape produced by dot_inner's denest contraction matches the\neinsum<DeNest::True> oracle. The contraction engine's norm-GEMM shape\npropagation already covers the denest result-shape path (scalar result\ntiles derived from ToT operand norms), so no engine change was needed.\nThe test truncates both result and oracle and compares with\nShapeComp::True (shapes AND exact integer element values).",
          "is_bot": false,
          "headline": "dot_inner: cover SparsePolicy result shape",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T18:34:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe362a20336ad8be17d6ad533b8eab6c7cf33d8f",
          "body": null,
          "is_bot": false,
          "headline": "dot_inner: cover non-uniform and empty inner cells",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T18:31:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "299be9a8492fbe3705ede38179a4c2dc2189bebc",
          "body": "The old !is_tensor predicate was also false for tensors-of-tensors;\nis_numeric_v is the precise positive test. Behavior unchanged for all\nreachable types.",
          "is_bot": false,
          "headline": "tensor: use is_numeric_v for denest gemm scalar-result predicate",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T18:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fbd6e2ff32744a5b8664643ac388992442d72b0e",
          "body": "Append two TDD cases to tests/dot_inner.cpp:\n- permuted_inner: ijk;abc,jk;bca->ki, inner modes contracted across a\n  non-identity inner permutation (A inner a,b,c vs B inner b,c,a);\n- no_hadamard_contraction: ij;ab,jl;ab->il, a pure outer contraction\n  over j with no Hadamard outer mode.\n\nBoth initi\n[…]\n. Confirmed by\ncomparing output values element-by-element against the\neinsum<DeNest::True> oracle (matched exactly, including negative\nvalues). einsum_tot_t and dot_inner regression suites: No errors.",
          "is_bot": false,
          "headline": "dot_inner: cover permuted inner alignment and no-Hadamard contraction",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T18:14:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d761711334fa530e0001950e0482c38636da3692",
          "body": "The previous predicate compared the multi-argument is_nested_tensor_v of\nboth operands against the single-argument trait of the result. For a mixed\nHadamard product ToT * T -> ToT (nested * plain -> nested) the multi-arg\ntrait is false because the plain operand is not a tensor, while the result\ntrai\n[…]\nand. This keeps the fallback enabled for\nplain*plain, ToT*ToT, and the mixed ToT*T Hadamard product, and disables it\nonly for the ToT*ToT->scalar denest, where a custom element_op_ is always\nsupplied.",
          "is_bot": false,
          "headline": "mult: fix plain_mult_ok_ to exclude only the denest case (regression)",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T17:50:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ff9c7726a0055d145ae94c6704ea0f3e46312740",
          "body": "Add a dot_inner test exercising the outer general-product regime\n(Hadamard i, external p & q, contracted-outer k; inner ab fully\ncontracted), checked against TA::einsum<DeNest::True> as oracle. This is\nthe first exercise of the dot_inner Contraction/General outer routing\nthrough the shared general-p\n[…]\nTag the argument with nbatches{} so the nbatch constructor is selected\n  regardless of value_type. Previously this gemm only ran with nested\n  results, where the scalar-fill overload was SFINAE'd out.",
          "is_bot": false,
          "headline": "dot_inner: cover h+e+i general-product outer",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T17:38:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "73320cdc57b076e64385f87ded570a17c7bb7b5c",
          "body": "…ead tag)",
          "is_bot": false,
          "headline": "expressions: dot_inner review fixups (dedup scalar-dot kernel, drop d…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T16:20:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "316076a7ce513a7b5e4583dfd86d827f234197ff",
          "body": null,
          "is_bot": false,
          "headline": "expressions: add dot_inner (ToT*ToT->T) vertical slice",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T16:05:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87e08596562c592591dc19659e0c2a057f95799f",
          "body": null,
          "is_bot": false,
          "headline": "docs: dot_inner design spec and implementation plan",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-15T15:40:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9d618de63386390f0deee281e4a4164cb82e068",
          "body": "…uct-expr\n\nFirst-class general tensor products (fused + contracted + free indices) in the expression layer",
          "is_bot": false,
          "headline": "Merge pull request #562 from ValeevGroup/evaleev/feature/general-prod…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-13T00:53:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10c18daebde96e7d2e90399a4549a12f7e4084b1",
          "body": "…nesting-preserving\n\neinsum: delegate nesting-preserving products to the expression layer; drop per-tile reference kernels",
          "is_bot": false,
          "headline": "Merge pull request #566 from ValeevGroup/evaleev/feature/einsum-expr-…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T23:53:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e8d5b4d37bd32571f67b26f4497e79c045af821",
          "body": "contraction_helpers.h (kernels::{s_t_t,t_s_t,t_t_t,t_tot_tot,tot_t_tot,\ntot_tot_tot}_contract_) and its dedicated tests were scaffolding used only to\ndevelop and cross-check einsum; the expression-layer general-product engine\nhas superseded them and no production code references them. Remove the header,\nthe generated test files, their CMake entries, the stale einsum.cpp include,\nand the generate_answers.ipynb generator.",
          "is_bot": false,
          "headline": "tests: remove the per-tile general-product reference kernels",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T23:07:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd438ba686db462ee0ba29d7db59d495fac230cb",
          "body": "The \"overriding trange of result block is not allowed\" check is enforced by a\nTA_ASSERT, so it only throws when TA_ASSERT_POLICY == TA_ASSERT_THROW. Under\nthe Release default (TA_ASSERT_IGNORE) the assert is a no-op, so\nBOOST_REQUIRE_THROW failed with \"Exception expected but not raised\". Only\nexpect the throw when assertions actually throw.",
          "is_bot": false,
          "headline": "tests: guard assign_subblock REQUIRE_THROW on TA_ASSERT_POLICY",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T20:51:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9602d4f3d8e7eac1a62c968168dde2e9da5059ce",
          "body": "Two general-product shapes that einsum handled with bespoke machinery are\nnesting-preserving (the result keeps the operand nesting), so the general-\nproduct expression engine can own them; only the type-mutating ToT*ToT->T\ndenest reduction remains einsum's by default.\n\n* Fused broadcast C(h,e) = A(h\n[…]\n_legacy_subworld() as the cross-check oracle, mirroring the\n  generalized-subworld path.\n\nTests: dense fused broadcast (both operand orders), ToT no-external with\ninner Hadamard and inner contraction.",
          "is_bot": false,
          "headline": "einsum: delegate nesting-preserving products to the expression layer",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T20:51:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "355f9c83743ba911866aaa1dc9306257d48eeef7",
          "body": "summa: 3-d (proc_h) process grid for batched general products",
          "is_bot": false,
          "headline": "Merge pull request #565 from ValeevGroup/evaleev/feature/summa-3d-grid",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T19:49:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf43a86c9c0f10d90b286b0d5c40f31cc8ac9c59",
          "body": "- contraction_eval: clamp the SUMMA step-task pipeline depth to my_steps()\n  (this rank's group's step count) instead of nsteps_. In the 3-d\n  (proc_h_ > 1) case my_steps() < nsteps_, so clamping to nsteps_\n  pre-spawned surplus step tasks that all resolved to the terminating\n  step (k_ == nsteps_).\n[…]\n) grid uses P / proc_h_.\n\n- general_product test: correct the distributed suite header comment --\n  dist_inner_node_thc validates against explicit binary intermediates,\n  not the legacy einsum oracle.",
          "is_bot": false,
          "headline": "summa: address review comments on the 3-d batched grid",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T19:15:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d38b3146d75cb73e64e7da245c306125fff621ab",
          "body": "…trees\n\nexpressions: mixed T x ToT products in arbitrary expression trees (Phase F)",
          "is_bot": false,
          "headline": "Merge pull request #564 from ValeevGroup/evaleev/feature/mixed-t-tot-…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T15:06:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf8e9f0e95ee176a919101b13f537c33b0c5290d",
          "body": "…uct-tree-deduction\n\nexpressions: tree-general index deduction (Phase E) — inner-node general products",
          "is_bot": false,
          "headline": "Merge pull request #563 from ValeevGroup/evaleev/feature/general-prod…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T15:06:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b4319c5f717c0d3a797c122520193abe54c8ea8",
          "body": "Adds general_product_distributed_suite (UNLABELED, so the CI harness runs\nit at both np=1 and np=2; the existing general_product_suite is\nserial-labeled and never exercised the batched Summa across ranks). Seven\ndifferential cases vs the legacy sub-World einsum oracle: dense, sparse,\nmixed T x ToT, \n[…]\npression THC\nreconstruction, and dist_no_externals_3d_grid -- which engages the 3-d\n(proc_h > 1) grid and asserts the no-external result distributes across the\nh-planes rather than piling on one rank.",
          "is_bot": false,
          "headline": "tests: distributed (np>1) general-product suite",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:04:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0ac088174bc58217e2eaffc02ac3987b822427bc",
          "body": "Distribute the fused/batch (h, slab) dimension of a general product over a\nthird process-grid axis proc_h, recovering parallelism when the result is\nsmall (M*N result tiles < P ranks) -- most acutely no-external products\n(M=N=1, e.g. the PNO-CCSD PPL intermediate), where the 2-d grid otherwise\ndegen\n[…]\nplane-local grid + 3-d operand/result pmaps. A TODO marks\nthe principled co-optimization of proc_h with the 2-d aspect ratio from the\nh/left-external/right-external element extents and a memory bound.",
          "is_bot": false,
          "headline": "summa: 3-d (proc_h) process grid for the batched Summa",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:04:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5e1e75127c3877aac8bcb333cd2bd6d087ab456a",
          "body": "Infrastructure for a 3-d (proc_h x proc_r x proc_c) batched-Summa grid\nthat distributes the fused/batch (h, slab) dimension of a general product\nacross process planes:\n\n- ProcGrid gains a rank-subset constructor (tagged rank_subset to avoid\n  colliding with the same-arity test-only ctor) that builds\n[…]\n% proc_h of proc_h_stride contiguous ranks, and the per-slab\n  base map's plane-local owners are offset by the slab's plane. The\n  original 3-argument form (proc_h == 1, slab-replicated) is unchanged.",
          "is_bot": false,
          "headline": "proc_grid/pmap: rank-subset ProcGrid + 3-d (proc_h) SlabbedPmap",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:04:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3f00dae7b0835959ff7f520579799638abe4f265",
          "body": "… left-external mode\n\nA general product whose every outer index is fused or contracted (e.g.\nC(\"i,j;a,b\") = A(\"x,i,j;a\") * B(\"x,i,j;b\")) folds to a GEMM with no\nfree modes, i.e. rank-0 tensors, which the tile kernels do not support\n(this shape used to segfault through wild stride reads). Evaluate it\n[…]\nrnal root fed by a general T x ToT\ninner node), plain dense (the Hadamard-reduction shape), and\nblock-sparse (exercising the gemm_batched unit handling), all\ndifferential-tested against legacy einsum.",
          "is_bot": false,
          "headline": "expressions: native no-external general products via a synthetic unit…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:03:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0abc2dca45443718039ee867dacaf9f18f2937b7",
          "body": "…der products, kitchen-sink, blocks in trees\n\nA ToT x ToT general product with no external (free) outer indices --\nevery outer index fused or contracted -- segfaulted in the folded GEMM;\ngate it with an informative error (einsum() evaluates this shape\nnatively via its no-external regime).\n\nNew tests\n[…]\nT x ToT\ngeneral product with an inner outer-product, and a ScalMult prefactor;\na block leaf under an inner general node; a re-permuted general product\nassigned into a block view; the no-external gate.",
          "is_bot": false,
          "headline": "expressions: gate no-external ToT general products; tests for sums un…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:03:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "07f5b9759c0a16a3045d87115b67cb24ec67cf2a",
          "body": "…nment into a block view)",
          "is_bot": false,
          "headline": "tests: general products with block expressions (block operands; assig…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:03:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3f8e368714ca0cd70f3f17556c09a9f6d8473d9",
          "body": "…al, scaled)",
          "is_bot": false,
          "headline": "tests: mixed T x ToT at inner tree nodes (depth-2 chains, inner gener…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:03:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce633adba2d39764863b88d79c488e4aca69a76f",
          "body": "…factor in inner-Scale ops\n\nThe general-product ToT gate fired on a non-null but IDENTITY inner\npermutation (the bipartite perm is constructed whole when only the outer\nmodes are re-permuted by the streaming wrapper); require a genuinely\nnon-identity inner perm. The inner-Scale element ops (mixed T \n[…]\nd the expression-level scalar prefactor -- invisible while\nonly MultEngine (factor == 1) reached them; the fallback op now absorbs\nfactor_ and the factor-free fused arena ops are gated to factor == 1.",
          "is_bot": false,
          "headline": "cont_engine: identity-tolerant inner-perm gate; absorb the scalar pre…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:03:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3cb0a3ba9467dfaf5f638371522567e343e1d946",
          "body": "…e-deduction down-pass\n\nThe Phase E child-demand deduction moves from MultEngine into\nBinaryEngine::init_children_indices and ScalMultEngine adopts it, along\nwith the full MultEngine routing for general products\n(inner_product_type_ classification + inner-General gate,\ninit_struct_general, init_distribution_general, make_trange_general,\nmake_dist_eval_general), replacing its use-einsum-instead exception.",
          "is_bot": false,
          "headline": "expressions: ScalMultEngine evaluates general products; share the tre…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:03:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8f4090f54e1a5b98b01c867fc545b4c9f2f3807",
          "body": "- GeneralRepermuteOp: store/apply only the OUTER result-layout permutation.\n  The streaming re-permute wrapper exists to reorder a general product's\n  outer (result) layout; inner (within-cell) permutation of ToT results is\n  handled separately (init_struct_general / implicit_permute_inner_). Using\n\n[…]\npass: materialize each child demand as a named lvalue\n  before preferred_layout(), which returns a reference to its argument for\n  leaf/binary engines -- avoids a needlessly fragile bind-to-temporary.",
          "is_bot": false,
          "headline": "expressions: address PR review (Phase E)",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T14:00:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7c5d1c2b70fcff5b2221ac08a43b557a377ecbaa",
          "body": "…target)",
          "is_bot": false,
          "headline": "tests: inner-node general products (THC, depth-2, non-canonical root …",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T01:03:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9980d186549a036244c4f6840680e3222502bf6",
          "body": "…reaming re-permute\n\nA target that differs from the canonical (fused..., left-free...,\nright-free...) result layout cannot be folded into the batched tile op\n(BatchedContractReduce must be perm-free); evaluate canonically (Summa\nover a slab-replicated pmap) and re-permute to the target with a\nstream\n[…]\n,\nonly the tile ordinals/trange are remapped and contents stay canonical.\nReplaces the interleaved-target gate, enabling general products at inner\nexpression-tree nodes and non-canonical root targets.",
          "is_bot": false,
          "headline": "expressions: general products honor arbitrary result layouts via a st…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T01:03:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e5693a41820b12a830c05ba96a0918f4cc7e9138",
          "body": "…t target (Phase E)\n\nAn index shared by the two children of a product is fused iff the node's\ntarget carries it, contracted otherwise; an index neither the sibling nor\nthe target carries is consumed within the child subtree and not demanded\nof it. available_indices() (per-subtree leaf-annotation uni\n[…]\n via preferred_layout() (canonical (fused, left-free, right-free)\nfor products, pass-through elsewhere). Expressions consumed without a\ntarget (reductions) retain the bottom-up contraction convention.",
          "is_bot": false,
          "headline": "expressions: deduce inner-node index sets top-down from the assignmen…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-12T01:03:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "23fc09546e9148e0b0a35665d8e1f9ba1a14c69f",
          "body": "ScopedEinsumRoute restores the previous einsum_legacy_subworld() value on\nscope exit (ForceLegacyEinsum is now the legacy=true special case), so a\nthrowing TA::einsum can no longer leak the toggle into later test cases.\n\nAlso restores einsum_expression_route_matches_legacy to its intent: it was\nwrit\n[…]\nthe\ndefault flip (ef0066c01) its \"legacy\" reference silently took the expression\nroute (vacuous comparison) and the trailing manual toggle left the legacy\npath enabled for the rest of the test module.",
          "is_bot": false,
          "headline": "tests: RAII-scope every einsum-route toggle in general_product_suite",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T22:43:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5659a35fdbbf7cba5e521f023ac24f0278f1bcd5",
          "body": "…gruence checks\n\n- einsum/tiledarray.h, tile_op/batched_contract_reduce.h, pmap/slabbed_pmap.h:\n  include what is used (<cstdlib>, <string_view>, util/vector.h, <memory>,\n  <utility>) instead of relying on transitive includes\n- cont_engine.h: re-initialize K_ in init_distribution_general() (defensiv\n[…]\nks plus the fused modes and that the fused and contracted\n  mode extents of the two shapes are congruent (the batched analogue of the\n  checks GemmHelper::compute_matrix_sizes performs for plain gemm)",
          "is_bot": false,
          "headline": "address PR #562 review: include hygiene, K_ re-init, gemm_batched con…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T22:43:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ef0066c01c8f22dcf731f25ec0344d47cfbce7d4",
          "body": "With the strided-scale-path fix in place, the TA_EINSUM_DIFFERENTIAL\naudit of c6h14 PNO-CCSD shows the two routes agree except for:\n- sub-threshold result tiles that the legacy path implicitly hard-zeroes\n  (its result shape derives from the harvested tile norms) while the\n  expression route keeps t\n[…]\nation for\ndifferential testing.\n\nAll suites pass with the new default (einsum suites against their\nreference data; the 2 pre-existing assign_subblock_block_base1 failures\nare unrelated); np = 1, 2, 3.",
          "is_bot": false,
          "headline": "einsum: expression route is now the default for general products",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T18:19:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0e0482052b4fbe0795c564a1acaa2f1be458b1dd",
          "body": "The GEMM-based ToT x scalar scale paths of Tensor::gemm (and the\nT x ToT mirror) probe each row (column) for cleanliness; the presence\nprobe stops at the first ABSENT cell, leaving the probed inner size\nA == -1 when the leading cell is absent. The subsequent 'A <= 0 =>\nempty row, nothing to do' shor\n[…]\nuction test (arena view cells, SparsePolicy,\nvariable inner extents, screened cells, non-leading fused index,\ninterleaved target): expression route and einsum routes agree to\n1e-10, deterministically.",
          "is_bot": false,
          "headline": "tensor: fix dropped rows/cols in the ToT x scalar strided scale paths",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T16:11:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fe6703a39f9df933d9cb5f4c0149044c7c604b06",
          "body": "Phase D (partial): einsum can evaluate its generalized-contraction branch\nthrough the expression layer's native general-product support (one batched\nSumma in one World) instead of the legacy per-Hadamard-slab sub-World\ndecomposition. The engine receives the canonical (fused..., left-free...,\nright-f\n[…]\nult and the expression route is opt-in.\n\nAll unit suites green in both modes; einsum suites were also validated\ngreen against their reference data with the expression route as default\nbefore the flip.",
          "is_bot": false,
          "headline": "einsum: opt-in expression route for general products + differential mode",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T14:51:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1b67f81c3cc6114c89853d9e8fa5c1ba92fdc8b7",
          "body": "Phase C: ToT general products (fused + contracted + free outer indices,\nnested inner product) now evaluate natively in the expression layer via\nthe batched Summa.\n\n- the inner-tile-op builders (init_inner_tile_op and the owning-cell\n  variant) now classify the outer regime via outer_product_uses_sum\n[…]\nontraction, owning cells) at np = 1, 2, 3; all existing suites\nunchanged. Arena (view-cell) general products compile via the same\npaths; their end-to-end validation comes with the mpqc/einsum cutover.",
          "is_bot": false,
          "headline": "expressions: tensor-of-tensor general products",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T13:40:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8eb744c808d9495844aedc6d998699ce13af7210",
          "body": "Phase B3: SparsePolicy general products (fused + contracted + free\nindices) now evaluate natively in the expression layer.\n\n- SparseShape::gemm_batched(other, factor, gemm_helper, nfused): the\n  batched analogue of gemm. The leading nfused modes of both shapes and\n  the result are fused; each fused-\n[…]\nanded earlier) is now reachable.\n- tests: block-sparse differential tests vs einsum (batched contraction\n  and batched outer product, deterministic block-sparsity patterns);\n  pass at np = 1, 2, 3, 4.",
          "is_bot": false,
          "headline": "expressions: block-sparse general products",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T12:54:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2705743ffcaba50092166431baa4bbb56d91b703",
          "body": "Phase B step 2: dense (DensePolicy) general products now evaluate\nnatively in the expression layer, end-to-end:\nC(\"b,i,k\") = A(\"b,i,j\") * B(\"b,j,k\") runs as ONE distributed batched\nSumma in one World -- no per-Hadamard-tile sub-Worlds.\n\n- SlabbedPmap: replicates a base pmap over a leading slab dimen\n[…]\ns\n\nDifferential-tested against the einsum free function (norm(diff) <=\n1e-10): multi-tile uneven dims, permuted argument layouts, batched outer\nproduct; np = 1, 2, 3, 4. All existing suites unchanged.",
          "is_bot": false,
          "headline": "expressions: evaluate dense general products via the batched Summa",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T12:33:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6e72dff355fcd86ea87b1a3ae2d33674833059c1",
          "body": "Phase B step 1 of general-product support: Summa gains an optional slab\ncount nh (default 1 = exactly the prior, unbatched behavior). For nh > 1\nthe operands and result carry the fused (Hadamard) modes as leading\ndimensions (left = (h,i,k), right = (h,k,j), result = (h,i,j)); the\ncontraction runs as\n[…]\n row/col masks take the slab index; get_tile owner computation\n  mods out the slab\n\nNo caller passes nh yet (that lands with the General-product ContEngine\nwiring); all existing suites pass unchanged.",
          "is_bot": false,
          "headline": "dist_eval: generalize Summa to batched (fused-index) contractions",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T12:32:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7669213c2f13ed422f765dfb1b9a4fbfba8f6556",
          "body": "…ral)\n\nPhase A of first-class general-product (fused + contracted + free indices)\nsupport in the expression layer (target: PNO-CC batched contractions,\nreplacing einsum's per-Hadamard-tile sub-World decomposition):\n\n- compute_product_type(left, right, target) now returns\n  TensorProduct::General whe\n[…]\nd as pure\n  contractions and died in target-permutation resolution.\n- unit tests: classification, optimizer layouts/partitions/errors, and\n  the end-to-end expression gate (tests/general_product.cpp).",
          "is_bot": false,
          "headline": "expressions: classify + lay out general products (TensorProduct::Gene…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T12:32:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c6203932c594a3e466983207e02ede51f8edce7e",
          "body": "Buckets per einsum call: entry_fence / setup / commsplit+world /\nretile/make_array / contract+fence / harvest / local_kernel / teardown,\nkeyed by branch (hadamard-reduction-local, generalized-subworld,\ngeneralized-inner-perm-recurse) and contraction annotation; dumped to\nstderr at exit. Zero overhea\n[…]\n-CCSD c6h14/cc-pVDZ baseline (np=1, 3 CC iters): 17.9 s einsum-region,\n1412 Hadamard slices = 1412 sub-Worlds; retile/make_array 25.5% +\nharvest 3.0% + teardown 4.2% non-numeric, contract+fence 30.5%.",
          "is_bot": false,
          "headline": "einsum: runtime-gated attribution profiler (TA_EINSUM_INSTRUMENT)",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-11T05:47:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "54d3552d1215afa1c89e902879f5ef8d84a0df21",
          "body": "strided BLAS DGEMM path for ToT einsum contractions",
          "is_bot": false,
          "headline": "Merge pull request #559 from ValeevGroup/zhihao/feature/strided-dgemm",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-08T17:45:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b8c1d7553091fdd78bb33b092393a8b85181a727",
          "body": "…nsor-conj\n\ntensor: recurse conj() into nested tiles (tensor-of-tensors)",
          "is_bot": false,
          "headline": "Merge pull request #560 from ValeevGroup/evaleev/feature/tensor-of-te…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-06T02:38:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "196f29a3f4b40205bf6209b6290b57cde71a7985",
          "body": "…renaTensor::conj_to)\n\nThe complex-ToT conj recursion (prior commit) handled the value-returning path,\nbut the out-of-place permuted path threw for arena/view inner: Tensor::scale(\nfactor, perm) had only a view-TA_EXCEPTION branch and a value-based unary branch.\nThe DistArray .conj() expression lowe\n[…]\nconj_to() on complex tensor-of-tensors for both inner kinds.\n\nscale_to needed no arena branch: res *= conj_op routes through the free\noperator*= -> scale_to kernel, conjugating arena scalars in place.",
          "is_bot": false,
          "headline": "tensor: arena-aware conj for tensor-of-tensors (scale(factor,perm), A…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-06T01:48:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ef8f539e1c420fb15f5bdc7b4014793a5c3b882e",
          "body": "Tensor::conj() is scale(conj_op()), which multiplies each element by a\nComplexConjugate operator and thus calls detail::conj() on each element. For a\ntensor-of-tensors the element is itself a TA::Tensor, and detail::conj() only\nhad scalar (real/std::complex) overloads, so conj() of a Tensor<Tensor<.\n[…]\n conj(), recursing until the scalar overloads terminate it.\nSFINAE'd on a non-numeric type with a conj() member so it never competes with\nthe scalar overloads. Add a Tensor<Tensor<complex>> conj test.",
          "is_bot": false,
          "headline": "tensor: recurse conj() into nested tiles (tensor-of-tensors)",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-05T20:00:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "82a0461cb4f770ad245c287f071816edc8681997",
          "body": "… ranks\n\nThe einsum_tot arena-matches-owning tests iterate over all result tile\nordinals but only inspect tiles local to the calling rank, then assert\nthe per-rank elements_compared / result_outer_cells_seen counts (and the\nfatal BOOST_REQUIRE_GT(elements_compared, 0u)) against the global\nexpected t\n[…]\n the REQUIRE_GT.\n\nAll-reduce the accumulators (gop.sum on the counts, gop.max on\nmax_abs_diff) before the assertions so every rank checks the true global\ntotals. Fixes the 14 np=2 einsum_tot failures.",
          "is_bot": false,
          "headline": "fix(strided-dgemm): reduce arena-vs-owning comparison counters across…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-06-02T23:49:54Z",
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          "oid": "bc5dfed5c9bc3f8652146046b6249977048bb1a1",
          "body": "… timing probe, bench & tests",
          "is_bot": false,
          "headline": "chore(strided-dgemm): probing harness — ce+ce kill switch, scale-path…",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-06-01T16:36:39Z",
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          "oid": "640fefdfcd8d4cd5bdfe18d873518e7426178224",
          "body": null,
          "is_bot": false,
          "headline": "fix(strided-dgemm): segment the ce+ce LEFT kernel too (mirror of right)",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-06-01T00:47:59Z",
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        {
          "oid": "fbe5f3e1b50092dd1ed3e1a28f1584170f8a5f47",
          "body": null,
          "is_bot": false,
          "headline": "feat(strided-dgemm): per-k segmented ce+ce strided DGEMM (skip holes)",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T22:08:09Z",
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        },
        {
          "oid": "b528b0f589379ae72906476aa4ac5161242d584c",
          "body": null,
          "is_bot": false,
          "headline": "chore(strided-dgemm): env-gated GEMM timing/coverage/segment probes",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T21:13:57Z",
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        {
          "oid": "bc35b9e9d9bf43cce60dde2ab0b6ac14722b0ed7",
          "body": null,
          "is_bot": false,
          "headline": "feat(strided-dgemm): fold matrix_transpose inner perm into ce+ce GEMM",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T21:13:12Z",
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          "oid": "3b86fa5388abbabf6ca8e53c4c476b5a6c7416d9",
          "body": "… (either-side hce+ce)",
          "is_bot": false,
          "headline": "feat(strided-dgemm): left/right ce+ce kernels + matrix x matrix guard…",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T02:33:35Z",
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        },
        {
          "oid": "1e291d1d4771eff4b331df46d10d46036a1556d7",
          "body": "Route the regime-A hc+e einsum (outer Hadamard + outer contraction,\ninner outer-product) through the landed arena_strided_dgemm_ce_e core\n(M=N=1, K=tile volume) in run_regime_a_arena, replacing the per-cell\nrank-1 dger loop with one strided DGEMM per outer-contraction tile.\nGated to view+double aren\n[…]\nranks()==0;\nall other kinds keep the per-cell path. Adds a regime_a_strided_disabled()\nkill switch, tile/e2e/differential/edge tests, and a strided-vs-per-cell\nbenchmark (~7.3x on a C6H14-like shape).",
          "is_bot": false,
          "headline": "feat(strided-dgemm): land regime-A hc+e strided DGEMM path with tests",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T02:15:42Z",
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        {
          "oid": "25567512393ffb6086933b648d2cfb8da0e55232",
          "body": null,
          "is_bot": false,
          "headline": "review(strided-dgemm): final review guards for hce+e and hce+ce",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T00:44:15Z",
          "body_truncated": false,
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        },
        {
          "oid": "fb7ed1c8e026f1b088011b2ede528499419a535a",
          "body": "…left-external + nbatch>1) + benches",
          "is_bot": false,
          "headline": "test(strided-dgemm): combined equivalence matrices (multi-external + …",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T00:27:56Z",
          "body_truncated": false,
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        },
        {
          "oid": "7ca723051b5fdb458be150ccaa61c0d55151d79a",
          "body": "…ContEngine + e2e (left-external Mo>1)",
          "is_bot": false,
          "headline": "feat(strided-dgemm): route ce+ce (hce+ce) to the strided DGEMM op in …",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T00:11:08Z",
          "body_truncated": false,
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        {
          "oid": "0ddfa0e2431e8a89aa316a957229fb97ad1d7f83",
          "body": "…) + tile tests",
          "is_bot": false,
          "headline": "feat(strided-dgemm): orientation-aware ce+ce core (Mo>1 left-external…",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-31T00:03:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74a3703cca90213788b9b03e034066cb917cb68f",
          "body": "…ntEngine + e2e (nbatch>1)",
          "is_bot": false,
          "headline": "feat(strided-dgemm): route ce+e (hce+e) to the strided DGEMM op in Co…",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-30T23:56:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "80ce13648ddfb8bdbca99769b6b3f865c2f1a359",
          "body": "…atch==1 assert) + tile tests",
          "is_bot": false,
          "headline": "feat(strided-dgemm): rigorously-guarded ce+e core (nbatch loop, no nb…",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-30T23:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ed5ebdacfd4c965d281dde4f5ea521e9a5f133f",
          "body": "…A_STRIDED_DGEMM_COUNT option",
          "is_bot": false,
          "headline": "feat(strided-dgemm): shared ContractReduce strided_oprod_op_ slot + T…",
          "author_name": "Zhihao Deng",
          "author_login": "zhihao-deng",
          "committed_at": "2026-05-30T23:40:11Z",
          "body_truncated": false,
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        },
        {
          "oid": "e22e6529979c18d2ae885bb5cdceeead0bb5dfab",
          "body": "…-contraction\n\neinsum: ToT×ToT→T denest via phantom-unit dot (avoid C0 blowup)",
          "is_bot": false,
          "headline": "Merge pull request #558 from ValeevGroup/evaleev/feature/denest-fused…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-26T18:58:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb92aa97c14214eacee80662a43352e7fdaa0ad4",
          "body": "…educe\n\nA denested ToT x ToT contraction (inner indices fully contracted, plain-T\nresult) was evaluated by einsum<DeNest::True> as expand-then-reduce: it formed\nthe full uncontracted product C0 (external x contracted-outer x inner) before\nreducing. With a large contracted-outer index (e.g. a DF/RI i\n[…]\nard regimes.\n- tests/einsum.cpp: external-index (e-present) denest case.\n\nC8H18 PNO-CCSD: the motivating term drops 256 s/26.6 GB -> 0.25 s/2.9 GB and\nthe run now completes; c4h10 converges as before.",
          "is_bot": false,
          "headline": "einsum: ToT x ToT -> T denest via phantom-unit dot, not expand-then-r…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-26T18:21:47Z",
          "body_truncated": true,
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        },
        {
          "oid": "db0bff5fe06c940bf2225e5094dd7a8140469d6c",
          "body": "…rided-gemm\n\narena: recast ToT outer-contraction scale as strided BLAS GEMM",
          "is_bot": false,
          "headline": "Merge pull request #557 from ValeevGroup/evaleev/feature/tot-scale-st…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-26T03:33:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "266f0a485835cfdb2a4fa00976d02438f37e3155",
          "body": "The ToT \"scale\" outer contraction -- result[m,n;a] += sum_k left[m,k;a] *\nright[k,n], and the symmetric left-plain T*ToT -- was executed as a triple\nloop of per-cell AXPYs through the type-erased element op, which is\nmemory/dispatch bound on tiny inner cells. Recast each row (resp. column)\nas one st\n[…]\ne per-cell AXPY loop.\n\n~1.7x faster on the scale operation itself (the dominant ToT\nouter-contraction work in CSV-CC). Validated end-to-end: PNO-CCSD\ncorrelation energy bit-identical to the AXPY path.",
          "is_bot": false,
          "headline": "arena: recast ToT outer-contraction scale as strided BLAS GEMM",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-26T02:47:10Z",
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        },
        {
          "oid": "c70fa0721e6c480c190f84ed286fd73b6c27ef87",
          "body": "…-null-inner\n\narena: handle mismatched null inner cells in trivial binary ToT ops",
          "is_bot": false,
          "headline": "Merge pull request #556 from ValeevGroup/evaleev/fix/arena-tot-binary…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-25T19:34:24Z",
          "body_truncated": false,
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        },
        {
          "oid": "52f5239159845ba84f72006ded7e4d88cbd30573",
          "body": "arena_trivial_binary sized the result by the left operand only and read\nthe right operand unconditionally. A cell present in left but null in\nright then read a null slab (segfault), and a cell present in right but\nnull in left was silently dropped. Two ToT arrays with the same outer\nshape can differ\n[…]\nel backs both Tensor<ArenaTensor> and\nTensor<Tensor<double>>, so both inner types are fixed.\n\nAdd regression tests (lone-left, both, both-null, lone-right cells) for\nadd/subt/mult on both inner types.",
          "is_bot": false,
          "headline": "arena: handle mismatched null inner cells in trivial binary ToT ops",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-25T19:01:33Z",
          "body_truncated": true,
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        },
        {
          "oid": "75573cf6b155189cf4b1569f044ece82e2c224fa",
          "body": "…ed-binary-ops\n\narena: support permuted Hadamard add/subt/mult on Tensor<ArenaTensor> ToT",
          "is_bot": false,
          "headline": "Merge pull request #555 from ValeevGroup/evaleev/fix/arena-tot-permut…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-25T04:16:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e4a1c145935b9d6f11ee3d46b2f8b25c834e60d",
          "body": "…ions\n\nCommit 34711c8 made the ToT x scalar Scale contraction always hand an\nidentity inner perm to make_contraction_arena_plan, so the plan is built\nand the perm-free fused scale op is selected, with the inner result perm\napplied downstream by op_'s post-processing permute. That is correct for\nview\n[…]\n plan bails (nullopt) on a non-identity inner perm and the per-cell\nop applies it, exactly as before 34711c8. Restores einsum_manual/\ndifferent_nested_ranks and einsum_tot_t/ilkj_nm_eq_ij_mn_times_kl.",
          "is_bot": false,
          "headline": "arena: don't drop the inner result perm for owning ToT Scale contract…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-25T03:45:50Z",
          "body_truncated": true,
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        },
        {
          "oid": "34711c8692788de341f0e01367c454a529b10f75",
          "body": "…ction\n\nA mixed inner-Scale product (Tensor<ArenaTensor> ToT x plain Tensor ->\nToT) under an outer Contraction with a non-identity inner *result*\npermutation crashed in ArenaTensor::axpy_to(other, factor, perm), which\nrejects in-place permutation of view cells.\n\nThe Scale path pushed the inner perm \n[…]\nds the\nplan (pre-shaping result cells unpermuted) and selects the perm-free\nfused scale op. Owning inner cells keep applying the inner perm in the\nper-cell scale op (outer-only total_perm), unchanged.",
          "is_bot": false,
          "headline": "arena: support inner result permutation for ToT x scalar Scale contra…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-24T18:49:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "63305962ee3d2a8b31306534b85f88fc8a46783b",
          "body": "… ToT\n\nThe permuted, arena ToT x arena ToT overloads of add, subt, and mult\n(scaled and unscaled) previously threw \"permuted ... of a\ntensor-of-tensors is not yet supported\". This blocked CSV/PNO-based\ncoupled-cluster, whose residual evaluates permuted ToT Hadamard\nproducts at the tile-op level (a b\n[…]\nx (arena_permute_shallow) plus an inner-slab rewrite\n(arena_inner_permute) when the bipartite permutation's inner part is\nnon-trivial. This mirrors the existing numeric x arena permuted-mult\nbranches.",
          "is_bot": false,
          "headline": "arena: support permuted Hadamard add/subt/mult on Tensor<ArenaTensor>…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-23T21:02:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "00996ced9aecd7dac0772bf67049e5cfc6fa2485",
          "body": "…-distarrays\n\nfeat: size_of over all live DistArrays of a type in a World",
          "is_bot": false,
          "headline": "Merge pull request #553 from ValeevGroup/evaleev/feature/size-of-live…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-22T07:50:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5e1e832c31a45f16e852690bf5e06150b131273",
          "body": "Adds a ground-truth tile-data accounting facility that finds every live\nDistArray of a given type by walking a World's WorldObject registry,\nrather than summing size_of over a set of handles. Because each array's\ntile storage is a single DistributedStorage WorldObject, an array\nreferenced by N shall\n[…]\nls the\ntwo-array (deduplicated) tile-data total -- not the three-handle sum --\nthat a ToT-typed walk does not pick up regular-tensor arrays, and the\nvariadic matrix form. Passes at np=1 and np=2 (CI).",
          "is_bot": false,
          "headline": "feat: size_of of live DistArray storage in a World",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-22T07:39:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "600c4ad207019bbf64223b827cb3e1d1cb105d2d",
          "body": "…p-simd-align-default\n\narena: rename inner-SIMD-align knob and drop default 64 -> 32",
          "is_bot": false,
          "headline": "Merge pull request #552 from ValeevGroup/evaleev/arena/rename-and-bum…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-21T14:26:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3da31da04caefabac9248b861f879e693d4c82c6",
          "body": "…4 -> 32\n\nRename the in-arena element-storage alignment knob to TA_ARENATENSOR_SIMD_ALIGN\n(matching the TA_ prefix used by every other TA CMake option/var), and wire\nit through the same CMake -> config.h.in -> header pipeline as\nTA_MAX_SOO_RANK_METADATA. The previous TILEDARRAY_INNER_SIMD_ALIGN was \n[…]\naway. The doc comment and INSTALL.md entry\nalso call out the NEON / Apple-Silicon options (16 / 128).\n\nNo backward-compatible alias for the old macro/constant names -- there are\nno external users yet.",
          "is_bot": false,
          "headline": "arena: rename SIMD-align knob, expose as TA CMake var, drop default 6…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-21T09:51:35Z",
          "body_truncated": true,
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        },
        {
          "oid": "d327b8275ab584002472c7ffa6480685e5f7bba1",
          "body": "…and-view-hadamard-outer-contract\n\narena ToT: einsum sub-World fence guard + (outer-Contraction, inner-Hadamard) view-cell case",
          "is_bot": false,
          "headline": "Merge pull request #550 from ValeevGroup/evaleev/fix/arena-tot-fence-…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-21T04:18:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60bb88dc47bed69dc295408ddfede56d1e4a18ca",
          "body": "…-skip-sync-in-do-cleanup\n\nDistArray::lazy_deleter: skip lazy_sync when invoked from fence's do_cleanup",
          "is_bot": false,
          "headline": "Merge pull request #551 from ValeevGroup/evaleev/feature/lazy-deleter…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-21T04:16:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31800a9e65d0410b90ed959005993222718ea7a8",
          "body": "Add the (outer Contraction, inner Hadamard) case to\ninit_inner_tile_op's view-cell branch. Mirrors the owning-tile path in\ninit_inner_tile_op_owning_: arena_plan_ uses the `left_range` plan to\nshape each result cell from a non-empty left inner cell, and the\nper-cell op accumulates `r += l * rr` -- o\n[…]\ni_4;a<...>) = A(i_3;a<...>) * B(i_4;a<...>)` over ArenaTensor\ninner cells -- the typical sub-product inside einsum's generalized\ncontraction loop for ToTxToT with Hadamard outer-Hadamard inner shapes.",
          "is_bot": false,
          "headline": "cont_engine: view ToTxToT (outer Contraction, inner Hadamard) via arena",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-21T03:23:32Z",
          "body_truncated": true,
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        },
        {
          "oid": "bbdf2d7591a133bb52457d474ec63a817c5e82e2",
          "body": "Add an inline RAII guard `FenceSubWorldsOnExit` to the generalized-\ncontraction path of einsum, declared right after the `worlds` vector so\nit destructs *before* `worlds` (LIFO) and *after* AB/C. On normal exit\nthis is a final harmless drain; on exception unwind it drains any\n`lazy_sync_children` ta\n[…]\nain come only from non-deferred ~DistArray\ncalls (e.g. AB during exception unwind), and all participating ranks\nof a sub-World reach this RAII guard in lockstep so their lazy_sync\nhandshakes match up.",
          "is_bot": false,
          "headline": "einsum: fence sub-Worlds before destruction (incl. on exception unwind)",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-21T03:23:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d294ecb2df1c57f55ca9a5df2374cb71271afaca",
          "body": "…cleanup\n\nUse the new MADNESS `WorldGopInterface::is_in_do_cleanup()` flag to\nshort-circuit the cross-rank `lazy_sync` handshake when `lazy_deleter`\nis called from inside `fence_impl`'s deferred-cleanup phase: `delete\npimpl` directly, decrement `cleanup_counter_`, return.\n\nWhy it is safe:\n\n- `fence_\n[…]\n that task.\n\nThe general (non-deferred) path is unchanged: `lazy_deleter` invoked\noutside `do_cleanup` still goes through `lazy_sync` because we cannot\nrely on synchronization with peers in that case.",
          "is_bot": false,
          "headline": "DistArray::lazy_deleter: skip lazy_sync when invoked from fence's do_…",
          "author_name": "Eduard Valeyev",
          "author_login": "evaleev",
          "committed_at": "2026-05-21T03:21:08Z",
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                "name": "Commit cadence",
                "detail": "21/52 weeks with commits",
                "points": 14.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 21
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                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "180 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 180
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
            "band": "at_risk",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 44,
            "inputs": {
              "releases_count": 13,
              "latest_release_tag": "v1.1.0",
              "releases_from_tags": false,
              "days_since_latest_release": 616,
              "mean_days_between_releases": 385.7
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "13 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
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                      "count": 13
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                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 616 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
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                      "days": 616
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                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~385.7 days",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 385.7
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
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              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 5 days ago",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_maintained",
                    "params": {
                      "days": 5
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                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 57,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "forks": 62,
              "stars": 323,
              "watchers": 20,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "323 stars",
                "points": 40.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
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                      "count": 323
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "62 forks",
                "points": 14.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
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                      "count": 62
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "20 watchers",
                "points": 7.1,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 20
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
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              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (GPL-3.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
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                      "spdx": "GPL-3.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 66,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 2,
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            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
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                    "code": "bus_factor",
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                      "count": 2
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                "points": 12.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 46
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "26 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 26
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 11 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 73,
            "inputs": {
              "merged_prs": 364,
              "open_issues": 38,
              "closed_issues": 134,
              "issue_closed_ratio": 0.779,
              "closed_unmerged_prs": 28
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "78% of issues closed",
                "points": 36.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 78
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "364/392 decided PRs merged",
                "points": 35.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 364,
                      "decided": 392
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/6 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "followers": 31,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ValeevGroup",
              "public_repos": 30,
              "account_age_days": 4727
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "31 followers of ValeevGroup",
                "points": 10.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 31,
                      "login": "ValeevGroup"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "30 public repos, account ~12 yr old",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 30
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 84,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "5 out of 6 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "points": 10,
                "status": "met",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
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            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
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              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/6 approved changesets -- score normalized to 1",
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                "status": "partial",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 11 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
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    ],
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
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}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистика.