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Как спланировать инфраструктурную задачу и не сломать мозг: разбор на примере деплоя в AWS

Задача звучит в одну строку: «развернуть новый веб-сервис в AWS и сделать джобы для деплоя». Внутри неё — сеть, контейнеры, база, секреты, CDN, два workflow и десятки мелких действий, которые инженер обычно держит в голове. Пока всё идёт по плану, это работает. Но стоит отвлечься на созвон, и уже непонятно, проверили ли вы security group, а на вопрос «сколько займёт» остаётся честный ответ «день-два». В статье разберу, как опытный инженер раскладывает такую задачу на этапы, действия, проверки и откат, где этот процесс ломается и как заставить агента , от git clone до открытого в браузере сайта.

Я занимаюсь построением IT-инфраструктур около 15 лет, сейчас руковожу DevOps-командой в игровой студии. Задачи вида «подними новый сервис» / "внеси изменения в систему Х" прилетают каждую неделю, и за эти годы у меня сложился довольно устойчивый способ их планировать. Этот способ я и попробовал формализовать, а потом отдать агенту.

Часть 1. Как инженер планирует задачу

Возьмём конкретную задачу:

Развернуть новый веб-сервис в AWS. У него React-фронтенд и Python-бэкенд, для работы нужен PostgreSQL. Есть github репозиторий с приложением . В результате в GitHub должны появиться джобы для развёртывания инфраструктуры и деплоя приложения.

Ничего необычного. Такие задачи прилетают регулярно, и каждый, кто работает с инфраструктурой, примерно представляет, что за ними стоит. Давайте разберём, что происходит в голове инженера, когда она приходит, — по шагам, медленнее, чем это происходит на самом деле.

Шаг 1. Собрать контекст

Прежде чем что-то планировать, инженер отвечает себе на три вопроса:

Что за проект? Кто им пользуется, насколько он критичен, есть ли у него окружения кроме прода.
Как устроена текущая инфраструктура? Какие аккаунты AWS, где хранится state Terraform, как устроены сети, какой CI/CD уже есть.
Что известно о продуктах из задачи? Здесь это AWS, PostgreSQL и GitHub Actions: какие сервисы AWS подходят, какую версию Postgres взять, как Actions будут ходить в облако.

Часть ответов хранится прямо в голове. Недостающее инженер добирает из git и wiki: обычно это детали устройства инфраструктуры и внутренние правила компании по работе с облаком, базами данных и CI/CD.

Уже на этом шаге видна первая проблема, к которой мы ещё вернёмся: часть контекста не записана нигде, кроме головы конкретного человека.

Шаг 2. Наметить этапы

Когда контекст собран, задача распадается на крупные этапы:

Подготовить инфраструктурный код для ресурсов в AWS.
Написать build- и deploy-workflow.
Создать ресурсы в AWS.
Развернуть приложение.
Проверить, что всё работает.

Этапы связаны зависимостями: нельзя задеплоить приложение, пока нет кластера, и нельзя создать кластер, пока нет кода. Зависимости важнее самого списка, потому что именно они определяют, что можно делать параллельно, а что нет.

Шаг 3. Разложить этапы на элементарные действия

Каждый этап — это набор простых действий, которые можно выполнить за один подход:

поправить файл;
выполнить команду в CLI;
сделать API-вызов;
что-то настроить в UI.

Например, «создать ресурсы в AWS» распадается на цепочку: создать бакет под state, настроить доступ GitHub Actions к аккаунту, выполнить terraform plan, прочитать diff, выполнить terraform apply, посмотреть outputs.

Шаг 4. Опереться на правила и опыт

Чтобы выстроить действия в правильном порядке, инженер опирается на две вещи:

Принятые в команде правила. Как называем ресурсы, где храним state, какие теги обязательны, чего никогда не делаем в проде.
Собственный опыт. Он уже делал что-то похожее и помнит, где было больно в прошлый раз.

Правила обычно хоть как-то записаны. Опыт почти никогда: это знание вида «NAT-шлюз в каждой зоне стоит денег, согласуй заранее» или «после первого деплоя ECS-сервис будет пытаться поднять несуществующий образ».

Шаг 5. Собрать план: действие, проверка, откат

Из этих кирпичиков складывается детальный план. Как правило, в голове, реже на бумаге. Хороший план содержит три вещи:

действия — что именно делаем;
проверки перед завершением каждого этапа — как понять, что этап действительно закончен, а не «вроде прошло»;
план отката на случай, если что-то пойдёт не так.

Вот как это может выглядеть для одного этапа нашей задачи:

Действие	Проверка	Откат
`terraform plan` для сети и базы	в diff только создание ресурсов, ни одного `destroy`	не требуется, ничего не изменено
`terraform apply`	outputs на месте, RDS в статусе `available`, ALB отвечает	`terraform destroy` созданных ресурсов (с учётом deletion protection на базе)
запуск deploy-workflow	джоба зелёная, smoke-тест проходит, сайт открывается	откат ECS-сервиса на предыдущую ревизию task definition

Колонка «Откат» — та, которую чаще всего оставляют пустой. Честно ответьте себе: когда вы последний раз писали план отката до того, как он понадобился?

Шаг 6. Исполнить

Дальше инженер проходит весь список: действие, проверка, действие, проверка. Если проверка не прошла — откат или исправление, и снова проверка.

Довольно муторно, правда?

Описанный процесс хорош на бумаге. На практике он регулярно ломается в трёх местах.

Список действий живёт в голове, и из него выпадают пункты. Вас отвлекли на созвон, пришёл алерт, коллега попросил глянуть его PR. Через час вы возвращаетесь к задаче и уже не уверены, закрыли ли вы порт базы наружу. План в голове не переживает переключения контекста, и его невозможно передать коллеге, если вы заболели посреди задачи. У меня так было при переезде бакетов с ассетами из одного облака в другое. Данные перенёс, доступы настроил, а CORS добавить забыл. Шаг занимает пару строк конфигурации и в голове кажется настолько очевидным, что ни в какой список не попадает.
Проверки выполняются не полностью. Хочется сэкономить время: «сайт открылся — значит, работает». А то, что база доступна из интернета или бэкап не настроен, всплывает через месяц. Проверки — первое, чем жертвуют под дедлайн, потому что их пропуск ничего не ломает сразу.
Нет понимания, насколько задача сложная. На вопрос «сколько займёт?» звучит «день-два». Это не оценка. Пока задача не разложена на действия, её объём просто не виден — ни вам, ни тимлиду, ни тому, кто её поставил.

У всех трёх одна причина: план существует только в голове исполнителя, поэтому его нельзя ни передать коллеге, ни посчитать.

Что, если план будет строить агент

Отсюда естественный вопрос: а что, если декомпозицию, планирование, исполнение и проверки будет делать агент? Инженер при этом по-прежнему контролирует этапы, решает, какие шаги запускать, и принимает конечный результат.

Для этого я и сделал nib (Neuro Infrastructure Builder). Это opensource инструмент для инфраструктурной работы: он раскладывает задачу на этапы, для каждого этапа расписывает конкретные действия с проверками, строит план отката, а затем либо выполняет шаги сам, либо даёт оператору максимально подробную инструкцию.

Внутри nib повторяет ту же логику, что и инженер из первой части. Работа разбита на режимы (или сабагенты), у каждого своя роль:

Режим	Что делает	Аналог в голове инженера
Decompose	задаёт уточняющие вопросы, выделяет этапы и зависимости между ними	шаги 1–2
Plan	по агенту на каждый этап, параллельно расписывают действия и проверки; отдельный агент строит откат	шаги 3–5
Execute	выполняет конкретное действие через подключённые инструменты	шаг 6

Контекст, правила и опыт, на которые опирается инженер, в nib тоже есть: это база знаний, правила (rules) и навыки (skills). В этой статье мы используем только базу знаний, остальное — тема следующей части.

Часть 2. От git clone до работающего сайта

Теперь проведём ту же задачу через nib. Весь путь показан на видео:

Что понадобится

Docker.
API-ключ LLM-провайдера. nib работает с любым OpenAI-совместимым API; при установке есть готовые пресеты для OpenAI, OpenRouter, Google Gemini, Qwen, DeepSeek, Grok и Kimi.
Аккаунт AWS. Настоятельно рекомендую отдельный, песочничный: агенту понадобятся ключи с правом создавать ресурсы. Можно использовать другое облако с сопоставимым функионалом
GitHub-аккаунт и форк demo-app, если хотите повторить именно эту задачу.

Установка

nib можно поставить локально через Docker Compose или в Kubernetes через Helm-чарт. Для знакомства хватит локального варианта:

git clone https://github.com/javdet/nib.git
cd nib
make setup

В конце скрипт печатает адрес интерфейса (по умолчанию http://localhost:8080, если порт занят — выберет свободный) и API-токен. Этот токен вставляется на экране входа, он же сохраняется в .env как NIB_API_TOKEN, так что потерять его сложно.

База знаний: что заполнить для нового проекта

Первое, что стоит открыть после входа, — раздел Knowledgebase. Это тот самый «контекст» из первого шага: всё, что инженер знает о компании и проекте, а агент — нет.

В карточке Company Information заполняются базовые поля: название и описание компании, система контроля версий и базовый URL git, git-пользователь, CI/CD-система, трекер задач, wiki и мессенджер команды. Для нашей задачи ключевые — GitHub как VCS и GitHub Actions как CI/CD: от этого зависит, какие workflow агент будет писать.

Загружать документы для нового проекта пока не нужно: описывать ещё нечего. На живом проекте сюда стоит положить то, что обычно лежит в wiki и в головах: схему сетей, соглашения об именовании, где хранится state, особенности окружений. Документ можно загрузить в формате Markdown или попросить агента сгенерировать его по списку репозиториев.

Когда план завершается, nib пишет отчёт и обновляет по нему базу знаний, так что следующая задача стартует уже с тем, что агент узнал в предыдущей.

Подключаем GitHub, AWS и поиск через MCP

Сам по себе агент умеет только думать. Чтобы он мог создать репозиторий, посмотреть ресурсы в AWS или найти документацию, ему нужны инструменты. В nib они подключаются через MCP (Model Context Protocol) — открытый протокол, по которому LLM-приложение получает от внешнего сервера список инструментов и вызывает их. Один MCP-сервер — одна система: GitHub, AWS, поиск.

Если не знаете, с чего начать, спросите самого nib, например: «Как подключить тебя к AWS через MCP?» Его ответ есть на видео.

Для нашей задачи нужны три сервера:

GitHub — работа с репозиторием, PR и workflow;
AWS — чтение и создание ресурсов в аккаунте;
SearXNG — поиск в интернете, чтобы агент мог свериться с актуальной документацией, а не полагаться только на то, что знает модель.

nib поддерживает только HTTP-транспорт MCP (streamable HTTP), поэтому все три сервера поднимаем контейнерами в той же сети, что и nib. Добавляем их в docker-compose.yml.

Кусок docker-compose.yml

  github-mcp:
    image: ghcr.io/github/github-mcp-server:latest
    restart: unless-stopped
    command:
      - http
      - --port=9082
    networks:
     - nib

  aws-mcp:
    image: public.ecr.aws/awslabs-mcp/awslabs/aws-api-mcp-server:latest
    restart: unless-stopped
    environment:
      AWS_API_MCP_TRANSPORT: "streamable-http"
      AWS_API_MCP_HOST: "0.0.0.0"
      AWS_API_MCP_PORT: "9081"
      AUTH_TYPE: "no-auth"
      AWS_REGION: "${AWS_REGION:-us-east-2}"
      AWS_API_MCP_ALLOWED_HOSTS: "aws-mcp,localhost,127.0.0.1"
      AWS_API_MCP_ALLOWED_ORIGINS: "aws-mcp,localhost,127.0.0.1"
      READ_OPERATIONS_ONLY: "false"
      REQUIRE_MUTATION_CONSENT: "false"
      AWS_ACCESS_KEY_ID: "${AWS_ACCESS_KEY_ID}"
      AWS_SECRET_ACCESS_KEY: "${AWS_SECRET_ACCESS_KEY}"
      AWS_SESSION_TOKEN: "${AWS_SESSION_TOKEN:-}"
    networks:
      - nib

  searxng:
    image: docker.io/searxng/searxng:latest
    restart: unless-stopped
    environment:
      SEARXNG_PORT: "9083"
      SEARXNG_BASE_URL: "http://searxng:9083/"
      SEARXNG_SECRET: "${SEARXNG_SECRET}"
    volumes:
      - ./searxng:/etc/searxng:rw
    networks:
      - nib
  
  searxng-mcp:
    image: docker.io/isokoliuk/mcp-searxng:latest
    restart: unless-stopped
    environment:
      SEARXNG_URL: "http://searxng:9083"
      SEARXNG_DEFAULT_RESPONSE_FORMAT: "json"
      SEARXNG_MAX_RESULT_CHARS: "500"
      SEARXNG_TIMEOUT_MS: "15000"
      MCP_HTTP_PORT: "9084"
      MCP_HTTP_HOST: "0.0.0.0"
      MCP_HTTP_STATELESS: "true"
    networks:
      - nib

Здесь стоит остановиться на трёх строках, потому что они определяют, что агент сможет сделать с вашим аккаунтом:

READ_OPERATIONS_ONLY: "false" разрешает изменяющие операции. Без этого агент сможет только смотреть.
REQUIRE_MUTATION_CONSENT: "false" отключает подтверждение каждой изменяющей операции на стороне MCP-сервера. Подтверждение остаётся в nib: действие выполняется, только когда вы сами нажимаете Execute.
AUTH_TYPE: "no-auth" допустим только потому, что у сервиса нет секции ports и он доступен лишь внутри docker-сети. Публиковать такой порт наружу нельзя.

Прописываем серверы в nib

Теперь nib нужно рассказать, где искать эти серверы. Конфиг MCP редактируется в разделе Tools → Config (или через Tools → MCP Servers → Add):

mcp.json

{
  "mcpServers": {
    "knowledge-base": {
      "url": "http://kb-mcp:8081/mcp"
    },
    "aws": {
      "type": "http",
      "url": "http://aws-mcp:9081/mcp"
    },
    "searxng": {
      "type": "http",
      "url": "http://searxng-mcp:9084/mcp"
    },
    "github": {
      "type": "http",
      "url": "http://github-mcp:9082/",
      "headers": {
        "Authorization": "Bearer ${GITHUB_TOKEN}",
        "X-MCP-Toolsets": "all",
        "X-MCP-Readonly": "false"
      }
    }
  }
}

knowledge-base — встроенный сервер базы знаний, он уже есть в конфиге после установки. Остальные три добавляем.

Обратите внимание на ${GITHUB_TOKEN} в заголовке. Токены в конфиг не пишутся открытым текстом: nib подставляет их из раздела Variables → Secrets в момент запроса. У каждого секрета есть список разрешённых хостов, поэтому токен GitHub уйдёт только на github-mcp и никуда больше.

Токен создаётся в настройках пользователя GitHub, в разделе Developer settings github.com/settings/tokens. Я использовал classic-токен со scope repo и workflow. Второй легко упустить: без него GitHub не принимает push файлов в .github/workflows/, и агент просто не сможет закоммитить свои workflow.

Получается, что секреты живут в двух местах, и это легко перепутать:

ключи AWS нужны самому контейнеру aws-mcp, поэтому они в .env и попадают в контейнер через переменные окружения;
токен GitHub передаётся в HTTP-заголовке запроса от nib к MCP-серверу, поэтому он в секретах nib.

Проверяем подключение

После перезапуска контейнеров открываем Tools → MCP Servers. У каждого сервера можно посмотреть список инструментов, которые он отдаёт. Если список пустой или сервер в ошибке, проблема в сети, адресе или токене, и дальше идти смысла нет: агент без инструментов будет планировать вслепую.

В моём случае GitHub отдал пару десятков инструментов, SearXNG — пять, а AWS всего два. Так и должно быть: AWS API MCP Server даёт агенту универсальный вызов AWS CLI и помощник, который подбирает нужную команду, поэтому весь AWS умещается в два инструмента. GitHub, наоборот, приходит россыпью, по инструменту на операцию, и с этим помогает разобраться следующий раздел.

Категории инструментов и базовый набор режимов

Три MCP-сервера дают агенту много инструментов. Если отдавать их все в каждый вызов, модель начинает путаться, контекст раздувается, а токены тратятся на описания инструментов, которые в этой задаче не понадобятся. Для планирования ресурсов в облаке не нужны инструменты для логов и метрик. В nib для этого есть два механизма.

Категории инструментов. Инструменты группируются по категориям (например, всё про AWS, всё про git). На этапе декомпозиции агент решает, какие категории затрагивает задача, и получает доступ только к ним. Каждое отдельное действие в плане получает ещё более узкий набор: только категории, отмеченные на нём самом. Раскладывать инструменты по категориям руками не обязательно, кнопка Auto-fill with AI в карточке Tool categories сделает первичное заполнение, которое потом можно поправить.

Базовый набор для каждого режима. Режимы nib можно считать сабагентами: одни декомпозируют задачу, другие прорабатывают этапы, третьи выполняют действия. По умолчанию каждому режиму доступны все инструменты. В Tools → Included tools это можно сузить: режимам, которые должны только читать и планировать, незачем инструменты, которые что-то меняют. Кнопка Distribute with AI умеет только убирать инструменты, поэтому читающие режимы теряют изменяющие, и ничего лишнего не добавляется.

Первый план

Всё готово, можно планировать. Напомню, что мы разворачиваем: demo-app — интернет-магазин товаров для рисования с бэкендом на Python, фронтендом на React и базой PostgreSQL. Нажимаем New plan и вставляем задачу из первой части:

Развернуть новый веб-сервис в AWS. У него React-фронтенд и Python-бэкенд, для работы нужен PostgreSQL. Есть github репозиторий с приложением . В результате в GitHub должны появиться джобы для развёртывания инфраструктуры и деплоя приложения.

Дальше повторяется то, что в первой части делал инженер.

Сбор контекста. Сначала decompose-агент задаёт уточняющие вопросы и к большинству сам предлагает варианты ответа, их можно выбрать кликом. Мне он задал два вопроса, которые инженер задал бы постановщику задачи в первые пять минут:

Как публиковать сервис? Есть ли собственный домен, или хватит адреса, который сгенерирует CloudFront. От ответа зависит, появятся ли в плане DNS-записи и TLS-сертификат.
Как запускать джобы? Автоматически при мерже в основную ветку или вручную. По сути, это вопрос о том, может ли инфраструктура измениться без человека.

Домена у меня нет, поэтому сайт живёт на адресе CloudFront, а джобы запускаются автоматически при мерже в main.

Этапы и зависимости. После ответов агент показывает Summary (как он понял задачу) и DAG: этапы и зависимости между ними. DAG (directed acyclic graph, направленный ациклический граф) — это схема «что после чего», в которой нет циклов. Здесь впервые видно то, что в голове инженера было неявным: какие этапы можно делать параллельно и какие блокируют остальные. Если вопросов к этапам нет, переходим к детальному планированию.

Действия, проверки, откат. Кнопка Process plan here запускает планирование. Каждый этап прорабатывает отдельный агент, параллельно с остальными, а в конце строится план отката. На всё ушло около двух минут. Получилось четыре этапа и план отката:

Этап	Шагов	Проверок
1. Establish AWS deployment trust and GitHub prod environment	5	4
2. Implement Terraform and GitHub deployment jobs	2	4
3. Run the approved infrastructure deployment job for AWS	2	4
4. Run the approved application deployment job for AWS	1	3
Всего	10	15

Посмотрите на последнюю строку: проверок в полтора раза больше, чем действий. Именно эта часть плана в голове первой усыхает под дедлайн.

Шаги бывают четырёх типов: выполнить CLI-команду, сделать API-запрос, поработать с кодом или внести изменения в веб-интерфейсе. У каждого шага подробное описание того, что нужно сделать, а если действие может вызвать даунтайм уже работающей системы, план отдельно об этом предупреждает.

Вот и ответ на третью проблему из первой части. Оценки в часах nib не даёт, но объём работы виден до старта: четыре этапа, десять шагов, пятнадцать проверок, и понятно, где нужен код, а где хватит вызова API. С этим уже можно идти к тому, кто спрашивал «сколько займёт», и разговор будет предметнее, чем «день-два».

Выполняем первые шаги

У каждого шага есть кнопка выполнения, у этапа есть Execute all, а ещё шаг можно запустить из чата, просто попросив агента. Галочка напротив шага отмечает его выполненным, к любому шагу можно оставить комментарий. Одновременно выполняется только одно действие: это сознательное ограничение, чтобы два агента не меняли одну инфраструктуру параллельно.

Первый этап целиком состоит из вызовов API и CLI, поэтому его агент выполнил сам, через MCP:

Настройка OIDC-провайдера, через который GitHub Actions будут получать доступ к AWS;
Создание S3-бакет под state Terraform;
Добавление роли, от имени которой Terraform создаёт ресурсы;
Добавление отдельная роль для выкладки приложения;
Создание защищённого окружения production в репозитории;

Слово reconcile знакомо по Kubernetes: привести систему к желаемому состоянию. Если ресурса нет, его нужно создать, если он есть, но настроен иначе, поправить, а если всё уже как надо, ничего не делать. Такой шаг можно безопасно запустить повторно, и это пригодится, если план прервётся на середине. Две отдельные роли тоже выбраны с умыслом: роли, которая выкладывает приложение, незачем права создавать сети и базы данных.

После каждого шага агент сообщает в чате, что сделано. Проверки этапа я для наглядности выполнял сам: зашёл в консоль AWS и убедился, что OIDC-провайдер создан, бакет на месте, а в репозитории появился environment. Агент умеет проверять и сам, его достаточно попросить. Запомните проверку про OIDC-провайдер, она нам ещё понадобится.

Выполнение действий

Код: Terraform и workflow

На втором этапе вызовов API уже недостаточно, нужно писать Terraform и workflow. Для таких шагов в nib есть executor: исполнитель, который запускает coding-агента в отдельном контейнере. Он клонирует репозиторий, вносит изменения, коммитит, пушит и открывает pull request.

При первом запуске шага с кодом nib сам перекидывает на страницу настройки executor (Tools → Executor). Executor бывает трёх видов: выключен (по умолчанию), Local, то есть контейнеры на вашей машине через Docker, и Remote в виде Kubernetes Jobs. Для первого знакомства хватит Local: агент запускается прямо на вашем компьютере, а логи контейнера видны из интерфейса.

Выбираем тип агента и способ аутентификации. Нужного токена в списке секретов ещё нет, поэтому создаём его:

CLAUDE_CODE_OAUTH_TOKEN — токен подписки Claude Code, его выдаёт команда claude setup-token. Вместо него можно использовать API-ключ Anthropic;
токен GitHub, чтобы агент мог пушить изменения, — тот же, что для MCP.

Образ агента и модель можно оставить по умолчанию. Возвращаемся к плану и запускаем шаг.

Что подготовил агент

В PR 20 файлов: два workflow, Terraform-код в infra/terraform и обновлённый README. Если коротко, получилась такая схема:

CloudFront перед всем: статика фронтенда отдаётся из приватного S3-бакета, запросы /api/* уходят на ALB;
ALB принимает трафик только из managed prefix list CloudFront, то есть напрямую из интернета до него не достучаться;
бэкенд работает в *ECS Fargate** в приватных подсетях и принимает трафик только от ALB;
RDS PostgreSQL 16 в изолированных подсетях без маршрута в интернет, Multi-AZ, с шифрованием, бэкапами и deletion protection; пароль генерируется Terraform и сразу уходит в Secrets Manager;
GitHub Actions ходят в AWS через *OIDC**: джоба получает временные учётные данные, принимая IAM-роль, и в GitHub не хранится ни одного долгоживущего ключа AWS. Тут пригодились провайдер и роли с первого этапа.

И два workflow:

Deploy Infrastructure — terraform plan и terraform apply. Apply запускается только вручную, с явным флагом, и в GitHub environment production, где можно включить обязательное одобрение. Так агент учёл ответ на вопрос о запуске джоб;
Deploy Application — собирает образ бэкенда, пушит его в ECR с тегом коммита, обновляет ECS-сервис, собирает фронтенд, выкладывает его в S3, сбрасывает кеш CloudFront и в конце прогоняет smoke-тест по адресу CloudFront.
Два решения в этом коде хорошо иллюстрируют тот «опыт» из первой части, который обычно нигде не записан.
ECS-сервис создаётся с desired_count = 0. На момент terraform apply в ECR ещё нет ни одного образа приложения. Если сразу попросить два таска, ECS будет бесконечно пытаться поднять несуществующий образ. Поэтому Terraform создаёт сервис пустым и игнорирует дальнейшие изменения образа и числа тасков, а деплой-workflow публикует первый настоящий образ и масштабирует сервис до двух. Без этой детали Terraform при каждом запуске откатывал бы то, что сделал деплой.
Стоимость названа явно. Multi-AZ база и NAT-шлюз в каждой зоне доступности — продовая конфигурация, и она стоит денег даже без трафика. Агент вынес это в README рядом с порядком запуска workflow. Для демо это избыточно, для прода правильно, и такое решение стоит принимать осознанно, а не узнавать о нём из счёта.
Изменения выглядят разумно, мержим PR в основную ветку.

Первый запуск, первый сбой

Запускаем Deploy Infrastructure, и первая попытка падает.

Такое случается и с опытными инженерами, так что ничего страшного. Вместо того чтобы самому разбирать лог, показываем ошибку nib и просим разобраться. Он находит причину: в OIDC-провайдере, созданном на первом этапе, указаны не все thumbprints.

Thumbprint — это отпечаток TLS-сертификата провайдера идентичности. По списку таких отпечатков AWS проверяет, что токен действительно выдал GitHub. Если нужного отпечатка в списке нет, AWS не доверяет токену, и джоба не может принять роль и получить доступ к аккаунту.

Ответ агента

Добавляем недостающие thumbprints и перезапускаем workflow. Со второй попытки инфраструктура создаётся: в логе видно terraform plan и сколько ресурсов создано. Проверяем, что база данных готова и балансировщик на месте, и отмечаем выполненные шаги.

Деплой приложения: второй сбой и сайт

Запускаем Deploy Application, и он тоже падает с первого раза: не проходит healthcheck. Деплой отработал слишком быстро, и приложение не успело инициализироваться к моменту проверки. Такое поведение ожидаемо, и следующий шаг плана как раз предписывает перезапустить деплой. Его и выполняем.

Со второго раза деплой проходит, smoke-тест зелёный. Открываем адрес CloudFront и видим витрину магазина товаров для рисования, тот самый сервис, который мы хотели развернуть.

Отмечаем оставшиеся шаги и нажимаем Finish. nib закрывает план, пишет отчёт о выполненной работе и обновляет базу знаний. В следующий раз, когда придёт задача про этот проект, агент уже будет знать, что в нём есть VPC, ECS-кластер и база, и начнёт не с нуля.

Итоги

Мы взяли обычную задачу: развернуть веб-сервис в AWS и настроить в GitHub джобы для его деплоя. За две минуты nib разбил её на четыре этапа с десятью шагами, пятнадцатью проверками и планом отката. Доступы в AWS и GitHub агент подготовил сам через MCP, Terraform и workflow написал executor, а два сбоя по дороге, с OIDC-провайдером и с healthcheck, мы разобрали вместе с nib. В конце открыли сайт и убедились, что магазин работает.

Вернёмся к трём проблемам из первой части:

Пункты не теряются. Список действий записан в плане, его видно, его можно передать коллеге и продолжить с того же места.
Проверки не пропускаются. Они записаны в каждый этап заранее, и у агента нет соблазна сэкономить на них время. Правда, история с OIDC показала, что проверка полезна ровно настолько, насколько точно она сформулирована.
Объём виден до старта. Сколько этапов и шагов впереди, понятно ещё до первой команды.

Решения при этом остаются за вами: вы решаете, какие шаги запускать, читаете PR и принимаете результат.

Даже если вы не собираетесь пользоваться агентами, попробуйте на следующей задаче записать план в три колонки: действие, проверка, откат. Это уже закрывает первую проблему и заметно упрощает вторую.

В первой части я говорил, что инженер опирается на правила команды и собственный опыт. nib можно дать то же самое. В следующей статье покажу, как подключить свои правила, навыки и базу знаний, чтобы планы получались точнее и ближе к тому, как принято у вас.

Репозиторий: https://github.com/javdet/nib. Попробуйте на своей задаче, а в комментариях расскажите: какую инфраструктурную задачу вы бы первой доверили агенту, а какую — никогда?

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9 нояб. 2026 г.

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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.
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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

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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

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04.08.26 12:37 kimberlyhebertt6877

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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

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 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
12.10.26 19:34 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
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 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
17.10.26 12:58 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
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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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27.10.26 02:25 KATHLEEN

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02.11.26 02:57 navare34

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02.11.26 21:26 lisawerth897

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05.11.26 18:21 Brian147

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10:14 lydiasmitth456

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