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ИИ-ревью, или как я себя чуть не уволил

AI-ревьюер для GitLab, который проверяет не отдельный merge request, а всю задачу сразу, во всех сервисах, которые она задела. И почему для этого понадобился агент, а не анализ diff через API.

Из своих двадцати лет в ИТ лет пятнадцать я работаю удалённо. Последний раз из офиса ушёл десять лет назад. Тогда я ездил из Москвы на дачу в понедельник утром, как раз когда пробка стоит в сторону Москвы. Сочувственно глядел на встречку и с удовольствием жал на газ. А чтобы в выходные не слушать газонокосилки соседей, возвращался в опустевший город в субботу утром. И снова сочувственно смотрел на встречку: там стояли те же самые люди, только теперь они ехали на дачу.

Что-то есть в том, чтобы идти против течения.

Сейчас многие переживают, что их заменит нейросеть. Сочувственно смотрю, потому что понимаю, что при таком отношении точно заменят. И при этом сам стараюсь заменить себя нейросетью везде, где только получается. Это высвобождает время на новые задачи, я успеваю принести больше пользы. Да и, по большому счёту, в этом теперь и есть суть работы: автоматизировать всю интеллектуальную рутину. Ревью кода у лида в этой рутине занимает весьма жирный кусок. С него и начал.

Расскажу все подробно и в конце дам ссылку на готовое настроенное решение, которое подключается к проектам еще элегантнее, чем брюки превращаются…

Оговорка сразу

Это решение заточено под GitLab и ни под что другое: оно опирается на trigger API, pipeline inputs, тексты и комменты к issue, award emoji и модель переменных GitLab CI. С GitHub и Bitbucket не заработает.

Зато внутри GitLab оно универсальное:

работает на gitlab.com и на self-managed, включая Free/CE (нужен GitLab 17.11+, для gitlab.com это всегда так);
рассчитано на группу проектов: типичная картина, когда у команды есть десяток-другой сервисов, фронт, библиотеки контрактов, и одна задача регулярно задевает три-четыре из них;
подходит под любые языки: ревьюер ничего не знает о вашем стеке, он читает код так же, как читал бы человек.

Проблема: ревьюер проверяет код проекта, а ломается стык

Возьмём обычную задачу: «добавить в биллинг новый статус платежа». Меняется сервис биллинга, меняется схема события, меняется потребитель этого события, меняется фронт. Четыре репозитория, четыре merge request.

Что происходит дальше в большинстве команд:

каждый MR ревьюит свой человек (или один и тот же, по очереди, в разные дни);
каждый MR в отдельности выглядит корректно;
ломается то, чего нет ни в одном diff: продюсер уже шлёт новое поле, а консьюмер ещё парсит старую структуру; enum расширили в одном месте и забыли в другом; миграцию положили не в тот репозиторий.

Классические AI-ревьюеры устроены так же: берут diff одного MR, отправляют в модель, получают комментарий. Стык между сервисами им не виден в принципе.

Что сделали

Ревью запускается на MR, но проверяет задачу:

По MR находим задачу (issue).
По истории issue находим все репозитории группы, где под эту задачу есть ветки.
Клонируем их все в одно рабочее пространство, рядом кладём описание задачи с обсуждением и готовые diff’ы.
Запускаем агента: полноценный CLI (Codex, Claude Code, Gemini CLI, …), который сам ходит по файлам, грепает вызовы, открывает соседние модули.
Агент пишет отчёт в MR и голосует 👍 или 👎.
Merge разрешается по кворуму «2 из 3»: AI + один человек или два человека, если ИИ забраковал MR.

Для разработчика это выглядит так: создал ветку 1085-new-payment-status из issue, запушил, открыл MR, и через несколько минут в MR комментарий вида:

## Summary
...
## Blocking issues
1. `billing-consumer/app/events/payment.py:88` — новое значение `PARTIALLY_REFUNDED`
   из billing-api не обрабатывается, событие уйдёт в dead letter — ...
## Cross-repo compatibility
Проверено: схема PaymentEvent в billing-api и billing-consumer ...
VERDICT: REJECTED

Обратите внимание на путь: замечание про другой репозиторий, найденное при ревью MR в биллинге. Ради этого всё и затевалось.

Почему это экономит силы ревьюера

Человеку, ревьюящему кросс-сервисную задачу, приходится делать то же самое, что делает наш пайплайн, только руками: открыть четыре MR во вкладках, найти, где продюсер, где консьюмер, держать в голове контракт. Именно эта часть самая утомительная, и именно из-за неё чаще всего пропускают баги.

Я сам так ревьюил годами: четыре вкладки, в голове схема события, через полчаса уже не помнишь, в какой вкладке консьюмер. Работа нужная, но творческого в ней ноль. Ровно такую я и хотел отдать машине.

Идея такая:

одна точка входа: ревьюится один MR, отчёт один, про все репозитории;
человек читает не голый diff, а отчёт с файл:строка, списком блокирующих проблем и выводом о совместимости сервисов;
правила проекта учитываются: AI ревьюер читает CLAUDE.md, AGENTS.md, CONTRIBUTING.md, ARCHITECTURE.md, docs/ каждого репозитория и цитирует правило, которое нарушено;
если AI одобрил, нужен всего один человек вместо двух.

При этом AI не имеет права вето. Об этом ниже.

Почему агент, а не «diff в API»

Первую версию я сделал именно так: git diff → модель → комментарий. Она проверяла только один проект и за пределы diff не смотрела. Ложных замечаний было около 30%. Но остальные 70% были полезными, и в сумме это экономило мне примерно 20% времени на ревью.

Это время я потратил на то, чтобы сделать ИИ-ревью в агентском режиме (то самое, про которое эта статья). С ним на ревью я трачу на 80% времени меньше. Нейросеть высвободила время, на которое я сделал нейросеть получше. Против течения, так против течения.

Причина простая: вопрос «сломал ли продюсер консьюмера» не решается чтением diff’а. Нужно открыть консьюмера. Нужно найти все места, где вызывается функция, у которой поменялась сигнатура. Нужно посмотреть, как в соседнем модуле принято обрабатывать ошибки. Никакой объём вставленного в промпт diff’а это не заменит. А агент делает ровно то, что сделал бы опытный ревьюер.

Рабочее пространство, которое получает агент:

/tmp/workspace_1085/
  TASK_CONTEXT.md          # описание issue + всё обсуждение
  DIFFS/
    billing-api.diff
    billing-consumer.diff
    web.diff
  billing-api/             # полный клон, ветка задачи
  billing-consumer/
  web/

И инструкция: сначала прочитай требования, потом правила каждого репозитория, потом diff, потом открой окружающий код и найди связи. Проверяем пять вещей:

соответствие задаче,
границы репозиториев и их правила,
совместимость контрактов между сервисами,
побочные эффекты,
обычные баги и безопасность.

Отдельно порадовал пункт про границы репозиториев. Код, попавший не в тот репозиторий, в изоляции выглядит безупречно, и найти такое можно, только прочитав правила. Поэтому нарушение правила из ARCHITECTURE.md у нас блокирующее, даже если сам код идеален.

Как находятся все репозитории задачи

Это, пожалуй, самая «грязная» и самая интересная часть.

Номер задачи берётся из ветки. Соглашение такое: <номер issue>-описание, ровно то, что генерирует кнопка GitLab «Create branch» в issue. Номер именно в начале: если в названии есть цифра (oauth-2-login-1085), то ведущий номер не перепутаешь ни с чем. Поддерживаются и feature/1085-fix, TASK-123-….

Соседние репозитории берутся из системных заметок issue. Когда в другом проекте делают коммит с group/billing#1085, GitLab пишет в issue «mentioned in commit group/billing-consumer@abc1234». Эти заметки парсятся, короткие формы (billing-consumer@abc1234: GitLab сокращает ссылки внутри одного namespace) достраиваются до полного пути.

Ветка определяется по коммиту: GET /repository/commits/:sha/refs отвечает, какие ветки содержат этот коммит. Никакой договорённости об именах в соседних репозиториях не требуется.

Follower merge requests

Допустим, задача трогает четыре репозитория, а ревью было одно, в том проекте, где создано issue. Как ветки соседей попадают в свой main? В GitLab код в защищённую ветку попадает только через MR.

Ревьюер открывает их сам, с меткой merge::follower, и ссылки на них держит в отдельном комментарии, который удаляется и публикуется заново после каждого ревью, чтобы он всегда был последним в треде, там, куда разработчик реально смотрит. Список оформлен чек-листом, смёрженные можно отмечать.

На follower-MR не запускается ни ревью, ни кворум: их код уже прочитан в составе ведущего. Повторное ревью не добавило бы ценности, а повторный кворум означал бы просьбу проголосовать дважды за одно решение. Там работает фиктивный job follower-review, который ничего не проверяет: он нужен, чтобы пайплайн существовал, иначе с «Pipelines must succeed» MR может оказаться несмёрживаемым.

В описании follower всегда Part of group/project!7, никогда не Closes: иначе первый смёрженный закрыл бы задачу, которая ещё не доделана.

Кворум «2 из 3»: AI голосует, но не решает

Голос AI	Нужно 👍 людей
👍	1
👎	2
нет голоса (упал, не запускался)	2

У AI один голос из трёх. Если не согласны с ним, позовите второго человека и мержите. Это принципиально: ложное срабатывание без пути обхода заставит команду отключить проверку целиком, а это хуже, чем разовый сбой AI.

Нюансы по оценкам:

Голос AI перезаписывается на каждом прогоне. Прошлое одобрение AI снимается перед следующим прогоном.
👍 автора и 👍 любых ботов не считается.
Кто такой бот, выясняется, а не конфигурируется.

Так как в GitLab CE нет API одобрений MR, роль gate выполняет job verify-approvals, а блокирует merge стандартная настройка «Pipelines must succeed».

Работа с возражениями

Конечно же, когда я встроил это ИИ-ревью в проекты, коллеги на меня обрушились.

«Коля, твой ИИ находит какую-то фигню, напрасно ругается». Открываем MR, разбираемся. Оказывается, разработчик использовал не самый очевидный вариант интеграции, и ИИ это не понравилось. Прикол в том, что и мне как ревьюеру это было не очевидно: причина лежит за пределами кода. Договорились, что в местах, где решение по коду не очевидно, пишем комментарий прямо в коде. ИИ-ревью после этого проходит.

«Коля, ИИ ерунду говорит: я сделал задачу не так, как в описании, были же уточнения». Открываем задачу в GitLab, и правда, описание и реализация разошлись. Ну ок. А как тестировщику понять, что проверять? Как потомкам найти концы, если они сюда вернутся? Договорились дописывать в задачу, что и почему поменялось. ИИ-ревью этому был рад, и на тестировании вопросов не возникло.

«Коля, ИИ опять ругается, а в коде всё хорошо!» Смотрим код вместе и видим, что ИИ ругается по делу. Код уходит на доработку.

Заметьте: в первых двух случаях ИИ подсветил не баг, а дыру в контексте. Ту же самую, на которую потом наступил бы человек, открывший этот код или эту задачу.

Через ревью прошло больше сотни задач, и ни одной ошибки от ИИ-ревью не было. Мне стало гораздо спокойнее деплоить: после этого ревью я сам по коду багов уже не нахожу. А раньше находил регулярно.

Самое интересное технически

1. Два пайплайна, потому что переменные CI не секретны

Самое неочевидное архитектурное решение. Переменную CI/CD может прочитать любой, кто может запушить ветку и запустить job: echo "$SECRET" | curl …, и маскировка не поможет, она лишь скрывает значение в логе. Protected-переменные от этого защищают, но они невидимы для MR-пайплайнов, которые идут на незащищённых ветках.

Отдавать ключ модели и write-токен бота каждому разработчику группы не хотелось. Поэтому ревью идёт во втором пайплайне, в проекте ревьюера:

проверяемый проект, MR              проект-ревьюер
──────────────────────              ───────────────────────────────
ai-review ── trigger API ─────────▶ run-review
  (только project id + MR iid)        клоны, агент, комментарий, голос
                                      [токен бота и ключи моделей —
                                       Protected-переменные]
verify-approvals ◀────────────────────────┘
  считает голоса, read-only токен

В проверяемых проектах остаются два дешёвых для утечки токена: один умеет только запустить ревью, другой только посчитать реакции.

2. Inputs вместо variables

Тонкое место: trigger-токен лежит в групповой переменной, его может прочитать любой разработчик. А pipeline variable, переданная через trigger, перекрывает всё, включая предопределённые переменные. С разрешёнными переменными можно было бы передать CI_REGISTRY_IMAGE=мой/образ, и собственный образ выполнился бы с токеном бота и ключами моделей.

Поэтому проект-ревьюер переменные от trigger не принимает вообще («Minimum role to use pipeline variables → No one allowed»), а MR приходит двумя типизированными inputs (GitLab 17.11+), которые ещё до старта пайплайна валидируются как числа. Эта настройка на inputs не распространяется.

3. Агент без секретов

Агент работает с автоподтверждением инструментов над кодом, который написал любой, у кого есть право пуша. Значит, prompt injection в README даёт шелл. Исходим из этого: агент наследует allowlist окружения (PATH, HOME, локаль, прокси, сертификаты) и свой собственный ключ провайдера. Ни токена бота, ни ключей других провайдеров, ни CI_JOB_TOKEN, ни того, что группа нагенерила в переменных. Клоны сделаны до запуска агента, поэтому GitLab-креды ему просто не нужны.

4. Гонки

Ветка уехала, пока шло ревью. Ревью длится минуты, за это время могли запушить ещё. Перед публикацией проверяется, что head MR тот же, что был в начале. Если нет, ревью молча отменяется (Standing down: reviewed … but the branch head is now …), ведь уже идёт более новое.
Два ревью одного коммита. Перезапустили пайплайн, чтобы сменить метку модели, и два ревью одного и того же SHA идут параллельно. По SHA их не различить, по времени тоже. Решение: ревью штампует id своего пайплайна в комментарий, gate знает, какой id ждать. Плюс resource_group на MR, чтобы второе ревью вставало в очередь, но это уже про деньги, не про корректность.
Люди уже проголосовали, но gate ждёт AI. Два 👍 людей проходят кворум при любом голосе AI, так что голос арифметически ничего не решает. Но чтобы изменение, на которое AI вот-вот написал бы возражение, нельзя было бы смёржить, так и не увидев его, ждём результат AI ревью.

5. Один лог вместо двух

Ревью идёт в одном проекте, gate в другом, и следить за MR означало бы открывать оба. Gate всё равно ждёт окончания ревью, так что он просто печатает лог run-review перед своим вердиктом. Id downstream-пайплайна знает только ai-review, он передаёт его через dotenv-артефакт. А ссылка на пайплайн печатается до ожидания: она нужна, пока gate сидит свои 15 минут, а не в разборе полётов.

И наоборот, отчёт ревью не публикуется как CI-артефакт: он цитирует код, а артефакты проекта-ревьюера видны всем, кому группа дала туда доступ, включая тех, кто сам проверяемый проект открыть не может. Отчёт публикуется только комментарием в MR, где действуют права самого GitLab.

6. Маршрутизация моделей и «не той же линейки»

По умолчанию ревьюит не Claude, и это сознательно. Если код пишут с одним ассистентом и ревьюят руками с ним же, автоматический ревьюер той же линейки добавляет меньше всего пользы: он склонен пропускать то, что уже пропустили при написании кода.

Мы же не спрашиваем, например, у продавца - правильно ли нам дали сдачу, а пересчитываем сами.

Модель переключается меткой на MR:

Метка	Модель	CLI
по умолчанию / `ai::openai`	`gpt-5.3-codex`	`codex exec`
`ai::opus`	`claude-opus-5`	`claude`
`ai::gemini`	`gemini-pro-latest`	`gemini`
`ai::grok`	`grok-4.6`	`grok`
`ai::deepseek`, `ai::qwen`	DeepSeek / Qwen	`qwen` (OpenAI-совместимый)
`Draft:` / `WIP:` в заголовке	дешёвая модель	быстрый проход

Первичный CLI у каждого провайдера свой, где он есть: каждый заточен под tool-calling своих моделей.

Есть и второе мнение: REVIEWER_SECOND_OPINION=gemini запускает дополнительное ревью по тому же workspace, которое пишет свой комментарий, но не голосует. Смысл в том, чтобы сравнить на реальных MR, насколько суждения двух моделей расходятся, прежде чем думать о смене основной. В лог в конце job’а выводится сводка: кто что сказал и за сколько секунд, и отдельной строкой, если модели не согласны.

7. Отказоустойчивость в мелочах

Нет строки VERDICT: в ответе модели, значит, REJECTED, а не APPROVED.
Опечатка в REVIEWER_DEFAULT_MODEL не ломает ревью всей группы: работает маршрут по умолчанию, но в шапке комментария прямо написано, что значение не распознано, чтобы откат никогда не выдавал себя за решение.
Все переменные ревьюера идут с префиксом REVIEWER_, включая ключи провайдеров. Имя OPENAI_API_KEY захочет задать кто-то ещё в группе, а групповые переменные наследуются вниз.
Codex на непривилегированном контейнере не может поднять свою песочницу. Песочница по умолчанию выключена, изоляцию даёт контейнер.
Shell-executor игнорирует image:. Каждый job это замечает (находит docker CLI, которого нет ни в одном из образов) и сам делает docker run того же образа.

8. Токены на проект, а не на группу

Gate’у нужен read_api. Один групповой токен в переменной означал бы, что любой разработчик, умеющий запустить job, читает все репозитории группы. Поэтому для каждого проекта выпускается свой токен, чтобы утёкший токен не давал новых привелегий.

Выпускает их локальная утилита (make tokens-grant), идемпотентно, с ротацией в безопасном порядке: создать новый → перенаправить переменную → только потом отозвать старые. Прерванный запуск оставляет рабочий gate.

На облачном gitlab.com Free (в отличие от селф-хостед Free) project access tokens недоступны, там один групповой read-токен. Это осознанный компромисс, для маленькой команды, где все видят всё, это вполне оправдано.

Время и деньги

Одно агентное ревью по нескольким репозиториям занимает минуты, в тяжёлых случаях до 10-20 минут, и съедает заметные токены. На shared-раннерах gitlab.com это compute minutes; свой раннер обычно выгоднее. Поэтому второе мнение выключено по умолчанию.

Как подключить

Форкнуть https://gitlab.com/nick-public/code-review в свою группу, сделать форк приватным.
Завести бота (на Premium через group access token, на Free отдельным аккаунтом), trigger-токен и ключ модели.
Собрать образ ручным job build-image в форке.
В каждом проекте группы:

include:
  - project: my-group/code-review
    ref: main
    file: /.gitlab-ci.yml

Включить «Pipelines must succeed».

Форк обновляется кнопкой Update fork и пересборкой образа.

Если решили ставить себе, ниже пошаговая инструкция со всеми галочками в настройках. Она же на английском лежит в разделе Quick start on GitLab.com в README. Большинство проблем при первой установке связаны с Protected-флагом на групповых переменных, которые должны быть видны MR-пайплайнам.

Пошаговая установка на gitlab.com (Free и Premium)

Условные обозначения:

my-group: ваша группа на gitlab.com, в которой лежат проекты;
my-group/code-review: форк репозитория, проект-ревьюер;
my-group/service-a, my-group/service-b: проекты, которые нужно ревьювить.

Подставьте свои пути. Путь проекта-ревьюера пишется только в нижнем регистре (он же путь docker-образа в registry).

0. Что проверить заранее

Тариф группы: Free или Premium/Ultimate (Group → Settings → General / Billing). От этого зависят шаги 1 и 10.
API-ключ хотя бы одного провайдера. По умолчанию ревью делает OpenAI (gpt-5.3-codex через Codex CLI), нужен ключ OpenAI. Другие варианты: Anthropic, DeepSeek, Gemini, xAI (Grok), Qwen.
Раннеры: shared-раннеры gitlab.com подходят. Одно ревью может длиться до 45 минут, и это расход compute minutes. Если минут мало, зарегистрируйте свой раннер (docker executor) на группу.
Локально: git, python3, make, curl (для шага 10 на Premium).

1. Бот-аккаунт и его токены

Бот должен быть отдельной учёткой, не вашей: кворум отличает 👍 AI от 👍 человека по user id, и если токен выдан на вас, вы сможете одобрить MR в одиночку.

Вариант A: Free (group access tokens недоступны):

Зарегистрировать отдельный аккаунт на gitlab.com, например my-group-reviewer-bot.
Добавить его в группу my-group с ролью Reporter (Group → Manage → Members → Invite members).
Под ботом: User Settings → Access tokens → создать PAT со scope api (срок обязателен, запишите дату и ротируйте заранее). Это GITLAB_BOT_TOKEN.
Там же второй PAT со scope read_api. Это REVIEWER_READ_TOKEN.
Узнать числовой id бота: curl -s "https://gitlab.com/api/v4/users?username=my-group-reviewer-bot" → поле id. Это REVIEWER_BOT_USER_ID.

Вариант B: Premium/Ultimate:

Group → Settings → Access tokens: токен ai-code-reviewer, роль Reporter, scope api. Это GITLAB_BOT_TOKEN.
REVIEWER_READ_TOKEN на Premium создаётся на каждый проект отдельно, см. шаг 10.

2. Форк

Открыть https://gitlab.com/nick-public/code-review → Fork.
Namespace: my-group, project slug: code-review (в нижнем регистре).
Visibility: Private. Обязательно: лог run-review содержит вывод агента, где может цитироваться код приватных проектов.
Settings → General → Visibility, project features, permissions: включены CI/CD и Container registry.
Ветка main защищена (Settings → Repository → Protected branches). У форка обычно уже так.

3. Собственный CI-файл ревьюера

В форке: Settings → CI/CD → General pipelines → CI/CD configuration file = ci/build-image.yml → Save.

Корневой .gitlab-ci.yml служит шаблоном, который будут подключать ваши проекты, а не пайплайном самого ревьюера.

4. Trigger token и запрет pipeline-переменных

В форке: Settings → CI/CD → Pipeline trigger tokens → Add new token (описание ai-review). Создавать от аккаунта, который может запускать пайплайны на защищённой main (Maintainer/Owner). Это REVIEWER_TRIGGER_TOKEN.
Settings → CI/CD → Variables → Minimum role to use pipeline variables = No one allowed. На gitlab.com это обычно уже так по умолчанию, но проверьте. Иначе любой разработчик с trigger-токеном сможет подменить образ и запустить его с ключами моделей.

5. Разрешить проверяемым проектам тянуть образ

В форке: Settings → CI/CD → Job token permissions → Authorized groups and projects → Add → группа my-group целиком (или каждый проверяемый проект по отдельности).

6. Переменные проекта-ревьюера

В форке: Settings → CI/CD → Variables. Каждая должна быть Masked и Protected.

GITLAB_BOT_TOKEN: api-токен бота из шага 1.
REVIEWER_OPENAI_API_KEY: ключ OpenAI (маршрут по умолчанию).
По желанию, для других моделей:
- REVIEWER_DEFAULT_MODEL: openai (по умолчанию), opus, deepseek, qwen, gemini, grok;
- REVIEWER_ANTHROPIC_API_KEY: для ai::opus и для Draft/WIP MR;
- REVIEWER_DEEPSEEK_API_KEY, REVIEWER_GEMINI_API_KEY, REVIEWER_XAI_API_KEY, REVIEWER_QWEN_API_KEY;
- REVIEWER_SECOND_OPINION: маршрут для второго, «совещательного» ревью без голоса (удваивает стоимость, включать осознанно).
По желанию: REVIEWER_FORBID_CLOSING_REFERENCES=true, если в MR нельзя писать Closes #N (задача закрывается вручную после проверки на проде).

Подходят только имена с префиксом REVIEWER_: OPENAI_API_KEY и т.п. без префикса не читаются.

7. Собрать образ

В форке: Build → Pipelines → Run pipeline на main.
В пайплайне нажать ▶ на ручном job build-image, дождаться успеха.
Deploy → Container registry: должен появиться образ registry.gitlab.com/my-group/code-review:latest.

Пересобирать после каждого Update fork.

8. Переменные группы

Group my-group → Settings → CI/CD → Variables. Все НЕ Protected (MR-пайплайны идут на незащищённых ветках). Маскировать только токены:

REVIEWER_TRIGGER_TOKEN: trigger token из шага 4. Masked.
REVIEWER_SOURCE_PROJECT = my-group/code-review. Visible, не маскировать.
Только Free: REVIEWER_BOT_USER_ID = id бота из шага 1 (обязательно). Visible, не маскировать.
Только Free: REVIEWER_READ_TOKEN = read_api-PAT бота из шага 1. Masked.

Путь и id не секретны, а GitLab заменяет на [MASKED] любое вхождение замаскированного значения в логе: пропадут ссылки на пайплайн и job, имя образа, а цифры id вообще везде, где встретятся. Переменную Masked and hidden размаскировать нельзя, только удалить и создать заново.

Здесь не должно быть GITLAB_BOT_TOKEN и ключей моделей: они живут только в форке.

9. Подключить шаблон в каждом проверяемом проекте

В .gitlab-ci.yml каждого проекта (создать файл, если CI ещё нет):

stages:
  # ...существующие стадии проекта, если есть...
  - review

# This section is required for AI code review
include:
  - project: my-group/code-review
    ref: main
    file: /.gitlab-ci.yml
ai-review:
  stage: review
verify-approvals:
  stage: review
follower-review:
  stage: review

Явная стадия review нужна: если в пайплайне только jobs из .post, он может оказаться skipped и не удовлетворит «Pipelines must succeed».

Если раннеры с тегами, добавить в тот же файл:

.ai-reviewer:
  tags: [my-runner-tag]

10. Read-токен для merge gate

Free: ничего не делать, это групповая переменная REVIEWER_READ_TOKEN из шага 8. Компромисс: любой разработчик группы с правом пуша может прочитать этот токен и через него все проекты группы. Для маленькой команды, где все и так видят всё, это нормально.

Premium/Ultimate. Отдельный токен на каждый проект, локально в клоне форка:

git clone [email protected]:my-group/code-review.git && cd code-review
make install

export GITLAB_SERVER_URL=https://gitlab.com
export GITLAB_ADMIN_TOKEN=<ваш PAT, scope api, Maintainer+ на проектах>

make tokens-list GROUP=my-group > projects.txt
# удалить из projects.txt проекты, которые ревьювить не нужно
make tokens-grant
make tokens-audit    # проверить, что у всех проектов есть токен

projects.txt сохраните (он в .gitignore): пригодится для make tokens-audit / make tokens-rotate.

11. Включить блокировку merge

В каждом проверяемом проекте:

Settings → Merge requests → Merge checks → Pipelines must succeed ✔.

Без этого verify-approvals упадёт, но кнопка Merge останется активной.

Желательно также: Settings → Repository → Protected branches → main: Allowed to push = No one. Тогда код попадает в main только через MR.

12. Проверка на тестовом MR

Создать issue в проекте, например #1.
Из issue нажать Create branch (получится 1-short-description) или назвать ветку так вручную: номер issue в начале.
Сделать маленькое изменение, открыть MR, в описании Related to #1 (или Closes #1).
ai-review завершается за секунды; в его логе ссылка на пайплайн run-review в форке: открыть её и следить.
run-review оставляет комментарий в MR и ставит 👍 (APPROVED) или 👎 (REJECTED) от имени бота.
verify-approvals на первом прогоне может упасть, это нормально: голосов ещё нет.
Поставить 👍 с аккаунта, который не автор MR, и перезапустить verify-approvals → должен пройти, если AI одобрил.

Для соло-разработки (вы автор, второго человека нет): выставить REVIEWER_ALLOW_AUTHOR_APPROVAL=true (и при желании REVIEWER_HUMANS_WHEN_AI_OBJECTS=1), иначе ваш собственный 👍 не засчитается. Ставить в переменные группы (как в шаге 8), а не в форк: голоса считает verify-approvals, а он работает в пайплайне проверяемого проекта.

Если что-то не так, смотрите таблицу «Where failures usually come from» в README.md.

13. Повседневная работа

Ветки: <номер issue>-описание (1085-skip-login), одинаково во всех репозиториях, которые затрагивает задача.
Задача на несколько репозиториев: коммиты в соседних проектах должны ссылаться на issue (my-group/service-a#1085 в сообщении коммита), так ревьюер найдёт все ветки задачи. MR открывать только в проекте, где лежит issue; в остальных ревьюер сам создаст MR с меткой merge::follower, их мёржить в нужном порядке по одной кнопке.
Модель на конкретный MR выбирается меткой: ai::opus, ai::openai, ai::deepseek, ai::qwen, ai::gemini, ai::grok (создать эти метки в группе: Group → Manage → Labels). Заголовок Draft: / WIP: даёт быстрый дешёвый прогон.
Правила для ревьюера класть в сами репозитории: CLAUDE.md, AGENTS.md, CONTRIBUTING.md, ARCHITECTURE.md, code-review-rules.md, docs/. Он читает их как требования.
Регулярно: Update fork → пересобрать образ (шаг 7); следить за сроком PAT бота (Free) и ротировать заранее.

Итого

Полноценное AI ревью по задаче оказалось недостающим звеном: самые дорогие баги в микросервисах живут на стыках, и именно они не видны ни человеку, открывшему один MR, ни AI, получившему один diff. Агент с полным рабочим пространством всех репозиториев задачи, правилами каждого из них и описанием issue видит картину целиком, а кворум «2 из 3» оставляет последнее слово людям.

Уволить себя у меня так и не вышло. Вышло другое: ушла та часть работы, которую я и раньше делал без удовольствия. Освободившееся время уходит на задачи, до которых раньше не доходили руки. Прям как в субботу утром: пока кто-то стоит в пробке, у меня пустая дорога.

Репозиторий: https://gitlab.com/nick-public/code-review. Issues и MR приветствуются.

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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18.07.26 17:12 Malthe Larsen

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

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01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job
06.08.26 13:56 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.08.26 13:56 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.26 03:43 raymont0714

I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

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13.10.26 14:14 lisalisa22

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25.10.26 14:35 lydiasmitth456

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25.10.26 14:35 lydiasmitth456

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27.10.26 01:58 KATHLEEN

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27.10.26 02:22 kimberlyhebertt6877

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