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Почему не стоит писать AI-агента с нуля: что скрывается внутри harness

У вас есть модель, API к ней и идея продукта с агентом. Кажется, осталось написать цикл: отправить запрос, получить tool call, выполнить его и отправить результат обратно. Можно приступать к интерфейсу?

Я тоже успел так подумать. Потом написал много кода, который писать не следовало, и познакомился с подводными камнями, о существовании которых по простому демо не догадаешься. В этой статье разберу, из каких частей на самом деле складывается агентная система, почему каждая из них превращается в отдельный проект и где стоит приложить собственные усилия.

Привет, Хабр! Меня зовут Игорь Цупко. Этот текст вырос из моего доклада о внутреннем устройстве агентных систем. Я буду сознательно упрощать детали: реализации у Codex, Claude Code, OpenCode и других различаются, но основные инженерные задачи удивительно похожи. Мой главный совет звучит резко: не начинайте с разработки собственного ядра агента. Ближе к концу объясню, что делать вместо этого и когда исключение всё-таки оправдано.

Сначала договоримся о терминах

Вокруг слов «агент» и «harness» пока нет единой границы. Для этой статьи проведу её так:

  • Агент — ядро, которое организует работу с моделью, обрабатывает её ответы, вызывает инструменты и решает, продолжать ли цикл.

  • Harness — всё, что окружает это ядро и помогает ему работать в конкретном продукте: пользовательский интерфейс, настройки, данные, инструменты, MCP-подключения, skills, память и интеграции.

  • Модель — отдельная система, которая выполняет инференс и возвращает токены. Она не становится агентом только потому, что умеет отвечать на вопросы.

Модель, агент и harness
Модель, агент и harness

Агент в центре, harness вокруг него, модель — отдельный участник системы. Схема упрощённая, но полезная для дальнейшего разговора.

Даже в этой схеме скрыто несколько самостоятельных компонентов. Исполняемый код агента можно представить как stateless-процесс: он получает вход, выполняет логику и не должен рассчитывать, что его оперативная память навсегда останется с ним. Есть окружение, где этот процесс получает CPU и RAM. Есть отдельное постоянное хранилище разговоров, файлов, изображений и настроек пользователя. Есть внешние API, к которым агент обращается.

А если мы строим корпоративный продукт, между агентом и моделью обычно появляется LLM proxy. Через него удобно проводить авторизацию, защищать секреты и персональные данные, вести каталог моделей, учитывать лимиты и стоимость запросов. За прокси уже находится провайдер с оборудованием, на котором идёт инференс.

Важно различать эти части до того, как вы начнёте писать код. Иначе очень легко назвать «маленьким агентом» целую платформу, которую предстоит построить.

К тому же каждый компонент живёт по своим правилам. Процесс агента можно перезапустить, но разговор пользователя после перезапуска должен остаться. Модель может быть заменена, но при этом не должны исчезнуть права доступа и история действий. Внешний сервис может упасть — агенту всё равно надо понятно сообщить, что произошло, а не молча зависнуть на tool call. Граница между компонентами нужна не ради красоты диаграммы: она помогает понять, кто отвечает за восстановление и где искать сбой.

Готовых агентов уже много, и они решают разные задачи

Чтобы не рассуждать в вакууме, посмотрим на несколько существующих решений. Codex тесно встроен в стек OpenAI. OpenCode делает ставку на работу с разными провайдерами: за этой фразой скрыта заметная архитектурная работа, потому что провайдеры не во всём одинаково понимают запросы, инструменты и события ответа. Claude Code выстроен вокруг моделей Claude.

Есть и другой тип продуктов. OpenClaw позиционируется как персональный помощник. Hermes уделяет много внимания развитию памяти и skills по мере работы с пользователем. Ouroboros экспериментирует ещё смелее и способен менять собственный код, а не только инструкции вокруг него. Grok Agent делает ставку на параллельные и фоновые сценарии.

Здесь нет универсального победителя. Есть разные наборы компромиссов. Но прежде чем делать ещё один набор, полезно заглянуть внутрь хотя бы базового цикла.

Agent loop: четыре шага, за которыми прячется большая система

На слайде всё выглядит почти безобидно:

  1. Агент отправляет модели запрос вместе с инструкциями, описаниями инструментов и историей разговора.

  2. Модель возвращает поток типизированных событий. В нём может быть текст, вызов инструмента, служебные события и другие данные.

  3. Агент выполняет запрошенные действия: запускает локальную логику, обращается к API или хранилищу, ждёт результата.

  4. Если есть причина продолжать, результат инструмента снова отправляется модели. Если нет — цикл завершается.

Четыре шага agent loop
Четыре шага agent loop

На диаграмме цикл помещается в четыре пункта. В рабочем продукте у каждого пункта вырастают свои условия, ошибки и состояния.

Например, набор доступных tools зависит от модели и настроек. Разница возникает не только между OpenAI и Anthropic: отдельные версии моделей и промежуточные сервисы тоже могут поддерживать разные форматы. Инструмент может завершиться ошибкой, вернуть неожиданные данные или не ответить вообще. Вызовы иногда можно исполнять параллельно, а иногда результат одного нужен для запуска другого.

И всё это работает по сети. Значит, нужно решить, когда повторять запрос после обрыва соединения, сколько раз повторять и не вызовет ли повтор побочный эффект дважды. «Сделать retry» звучит легко, пока tool call не списывает деньги или не меняет данные пользователя.

Рядом появляются ограничения на время и память, телеметрия, конфигурация провайдеров, персонализация, учёт расходов и способ показывать состояние пользователю. Поэтому agent loop — не просто цикл while. Это основа жизненного цикла продукта.

Причём ошибки tools нельзя просто вернуть в чат как сырой текст исключения. Агенту нужно понять, можно ли повторить действие, стоит ли предложить пользователю исправить доступ и не является ли ошибка признаком того, что дальнейшие шаги уже бессмысленны. Когда tool предоставлен внешним MCP-сервером, заранее знать все его варианты отказа вообще невозможно. Эту неопределённость приходится обкладывать общими правилами и наблюдаемостью.

Поток событий: здесь заканчивается романтика простого API

Для связи с моделью используют разные способы доставки событий. SSE позволяет отправить запрос и читать ответ как поток событий поверх HTTP. WebSocket даёт двустороннее соединение: можно отправлять данные, пока взаимодействие уже идёт, и работать с бинарными данными. На стороне модели тоже есть несколько API: у OpenAI — Chat Completions и Responses API, у Anthropic — Messages API.

Сравнение SSE и WebSocket
Сравнение SSE и WebSocket

Транспорт отличается по возможностям. Поверх него агенту всё равно придётся понимать структуру событий конкретного API.

Самое неприятное не в названии протокола, а в том, что ответ приходит по кусочкам. Отдельное событие сообщает о начале ответа, другое добавляет элемент, третье приносит очередной фрагмент текста, четвёртое закрывает элемент. Tool call тоже может собираться постепенно. Надо правильно сопоставить части, обработать прерывание потока, не потерять уже полученный результат и не показать пользователю состояние, которого на самом деле ещё нет.

Если у вас появляется желание написать собственный парсер стриминга для нескольких провайдеров, я могу только пожелать удачи. Там уже работали умные люди, и не один месяц.

Сложность ещё и в том, что серверный 200 OK не означает успешного завершения агентной задачи. Соединение могло оборваться посередине, инструмент — выполниться уже после обрыва, а клиент — не получить финальное событие. Если затем повторить запрос без понимания состояния, легко запустить действие дважды. Такие случаи редко встречаются в демо, зато очень хорошо встречаются в эксплуатации.

Промпт — не магическая фраза

Помните эпоху советов «ты архитектор с 15-летним опытом» и «пишите только на английском»? Сегодня сильным моделям чаще нужен не такой ритуал, а понятный контекст и доступные действия. При этом остаётся важнейшее правило: инструкции не превращают модель в детерминированную программу. Она может не выполнить шаг или интерпретировать его иначе.

Условно разделим отправляемый контекст на системную часть и историю общения с пользователем. В реальных API могут быть и другие уровни инструкций, но для нашей схемы достаточно двух. В системной части находятся сведения о роли агента, среде, доступных инструментах, skills и памяти. В истории — запросы, ответы и результаты действий.

Инструкция о роли агента может казаться скучной «шапкой»: кто ты, где работаешь, какая сегодня дата, к чему у тебя есть доступ. Но написать её хорошо непросто. Слишком расплывчатая не помогает, слишком подробная съедает контекст и начинает конфликтовать с задачами пользователя. Когда-то системные промпты популярных продуктов даже пытались выманивать и коллекционировать. Интереснее другое: ни один секретный текст не отменяет необходимость проверять результат работы агента.

Описание инструмента — тоже в основном текст. Мы объясняем модели: вот tool shell, вот его параметры, вот для чего он нужен. Модель читает описание и решает, когда вызвать инструмент. Магия работает настолько хорошо, что на ней держится значительная часть смысла агента. Но именно поэтому текст инструкции и формат результата становятся частью программного интерфейса, который нужно проектировать и проверять.

Контекст надо сжимать, но при этом не потерять смысл

История чата, которую видит пользователь, и фактический контекст модели — не одно и то же. Агент решает, какие сообщения, результаты tools и служебные блоки передать в следующий запрос. По мере работы контекст растёт, а вместе с ним растут задержка и стоимость.

Один из способов справиться с этим — компактификация. Длинную историю отдают модели с просьбой выделить главное, а затем используют полученное краткое изложение вместо старой части переписки.

Сжатие длинной истории разговора
Сжатие длинной истории разговора

Длинную историю заменяет краткая выжимка. Место экономится, но модель, которая делала выжимку, должна была угадать, что понадобится позже.

Вот неприятный сценарий. Пользователь пять сообщений назад договорился с агентом о важном ограничении. Система провела компактификацию, ограничение не попало в summary, а агент теперь уверенно действует так, будто разговора не было. Для пользователя это выглядит как внезапная глупость модели. На самом деле ошибка находится в нашей логике работы с контекстом.

Нужно выбрать момент сжатия, модель для него и инструкцию, которая не выбросит важные детали. При этом сама операция тоже тратит токены. Получается не «включить галочку compact», а задача со своей оценкой качества.

Есть и другой приём экономии — кэширование префикса промпта. Инструкции и описания инструментов в начале многих запросов почти не меняются. Провайдер может сохранить вычисления для неизменного префикса и обработать только добавившуюся часть. При удачном попадании в кэш стоимость ниже, но для этого префикс должен остаться действительно неизменным. Разработчики некоторых агентов специально следят за стабильностью этого блока вплоть до байта. Да, настолько тонкими становятся оптимизации, когда вы строите своего агента.

И компактификация, и кэширование служат экономии, но воздействуют на разные вещи. Первая меняет содержание контекста и рискует забыть нужное. Второе стремится сохранить часть контекста неизменной, чтобы не пересчитывать её заново. Смешать их в одну настройку «сделать дешевле» нельзя: у них разные эффекты и разные способы проверки.

За каждым названием tool стоит отдельный продукт

Допустим, мы пережили стриминг и научились работать с контекстом. Что агент должен уметь делать? Пользователь ожидает примерно следующее:

  • читать и менять файлы, причём часто в рамках проектов и командных workspaces;

  • запускать команды, следить за процессами и работать на Linux, macOS и Windows;

  • искать в интернете и обращаться к внешним API;

  • генерировать изображения;

  • задавать уточняющие вопросы человеку, иногда прямо во время выполнения задачи;

  • вести план, управлять собственным контекстом и делегировать работу субагентам.

Каждый пункт выглядит как одна строка в списке инструментов. За ней — права доступа, ограничения, UI, обработка ошибок и тестирование. Например, «спросить человека» — это не просто вывести текст. Агент может приостановить действие, предложить три варианта ответа, получить выбор и продолжить с правильного места. А иногда он должен работать дальше, пока вопрос ещё висит на экране. Для этого нужно явно продумать состояние процесса и интерфейса.

До инструментов ещё нужно добраться через конфигурацию. Агент должен знать, у какого провайдера просить инференс и чьим ключом платить за него. Ему нужны параметры окружения, телеметрия и понятная реакция на нехватку памяти или времени выполнения. Продукт может предлагать персонализацию — например, заранее задавать роль пользователя и контекст его команды. Всё это влияет на запрос к модели, но живёт за пределами красивой схемы с четырьмя стрелками.

Субагенты добавляют ещё один уровень. Родительскому агенту нужны средства запустить их, передать контекст и доступные tools, дождаться результата и разобраться, кто за что отвечает. А если несколько субагентов общаются друг с другом, мы получаем маленький протокол координации. Самая простая ошибка здесь знакома любому руководителю: задачу сформулировали вроде бы понятно, а исполнитель сделал именно то, что было сказано, но совсем не то, что подразумевалось. Агентам это тоже свойственно.

В простом сценарии можно дать агенту CSV и попросить запустить отдельную работу для каждой строки. В более сложном — назначить субагентам роли исследователя, исполнителя и проверяющего. Тогда родительскому агенту приходится не только распределить задания, но и написать им инструкции, совместить результаты и заметить противоречия. Делегирование не снимает сложности; оно переносит её в постановку задач и координацию.

MCP: подключить инструменты легко, обслуживать их трудно

MCP позволяет подключать инструменты внешних сервисов. Их список формирует уже не только разработчик агента: пользователь может добавить собственные серверы. Представьте, что он подключил 30 серверов, а у каждого по 10 инструментов. Что теперь будет с размером системного промпта? Даже если агент умеет загружать описания tools по требованию, модель ещё должна решить, что их пора загрузить.

Внешний MCP-сервер может не отвечать, прислать неожиданный результат или оказаться недоверенным.

А ещё есть расширения протокола MCP. Например, MCP Apps добавляют интерактивные виджеты. Агент может показать пользователю схему, пользователь кликает на элемент, а агент использует этот выбор для следующего действия. Прекрасный UX — и одновременно задача по изоляции стороннего кода, который не должен добраться до секретов или навредить браузеру пользователя. Удачи в реализации в своём агенте!

Skills: инструкция, которая сама должна попасть в нужный момент

У skills другой механизм. Это набор инструкций, часто в Markdown-файле SKILL.md, и инструменты, через которые агент может эти инструкции найти и прочитать. В основной промпт обычно кладут не весь текст каждого skill, а короткий каталог: название, назначение, путь к файлу и правило, когда его читать. Уже здесь приходится проектировать маршрутизацию: описание должно помочь модели выбрать нужный навык, но не раздувать каждый запрос.

Каталог skills в инструкциях агента
Каталог skills в инструкциях агента

В промпте виден imagegen с коротким описанием и путём к SKILL.md. Сама подробная инструкция пока не загружена.

Разберём кейс. Пользователь пишет: «Сделай картинку с Москва-Сити». Модель получает эту просьбу вместе с каталогом skills и видит, что imagegen подходит для генерации изображения. Но чтобы воспользоваться им правильно, ей нужно пройти ещё один круг agent loop:

  1. Модель решает прочитать skill и возвращает не картинку, а вызов skills.read с адресом инструкции.

  2. Агент выполняет этот вызов. skills.read возвращает обычный текст SKILL.md: какие действия доступны, в каком порядке их делать, какие параметры передавать и как работать с результатом.

  3. Агент добавляет этот текст в следующий запрос к модели. Только теперь модель может следовать подробной инструкции и, например, вызвать инструмент генерации изображения с описанием Москва-Сити.

  4. Результат генерации снова проходит через цикл: его нужно получить, показать человеку или продолжить работу, если инструкция требует ещё одного шага.

Как skill проходит через agent loop
Как skill проходит через agent loop

На слайде видно важное место: чтение skill не исполняет его. Текст инструкции возвращается в модель, и та заново решает, что делать дальше.

Значит, «у агента есть skill» ещё не означает «агент надёжно его применит». Он может не сопоставить просьбу с описанием, не вызвать skills.read, пропустить часть инструкции или вызвать нужный инструмент с неподходящими параметрами. Ссылки на другие файлы, скрипты и шаблоны добавляют новые шаги. При тестировании приходится проверять всю цепочку на разных формулировках просьбы, а после обновления модели — проверять снова. Сложность skills скрыта как раз в этом переходе между текстом, выбором модели и реальным действием.

Память: забыть плохо, запомнить лишнее ещё хуже

Под «памятью агента» часто понимают не один файл, а ещё и отдельный процесс. Фоновая задача просматривает разговоры, просит модель выделить важное и сохраняет отдельные записи памяти. Из них собирают memory_summary — короткую карту того, что агенту вообще известно о пользователе и его работе.

Из разговоров формируются записи памяти и summary
Из разговоров формируются записи памяти и summary

Фоновый процесс превращает разговоры в отдельные записи, а затем — в summary. На каждом переходе можно потерять важное или обобщить лишнее.

Что происходит потом? В шаблоне инструкций агента есть место для подстановки: {{ memory_summary }}. Перед очередным запросом туда вставляют актуальную выжимку. Таким образом, агент сразу видит краткое содержание памяти в промпте, даже если не открывал ни одного файла. Рядом лежат правила, как найти подробности: сначала посмотреть на summary, затем при необходимости открыть индекс памяти и конкретные записи.

Подстановка memory_summary в промпт
Подстановка memory_summary в промпт

Тот самый слайд с MEMORY_SUMMARY BEGINS и {{ memory_summary }}: summary инъектируется прямо в инструкции, а полные воспоминания агент должен читать отдельно.

Возможны как минимум три неприятности, которые вам нужно учесть в своей реализации.

  1. Модель не сохранила важное — и пользователь в сотый раз объясняет одно и то же.

  2. Агент получил только краткое summary и не сходил за деталями, хотя они были нужны.

  3. Или, наоборот, он запомнил случайную просьбу как постоянное предпочтение.

Тут сложно даже сформулировать критерий правильности. Что считать устойчивым предпочтением, а что — контекстом одной задачи? Когда новая запись должна заменить старую? Как дать пользователю исправить память, не заставляя его разбираться во внутреннем формате? Если не ответить на эти вопросы, «память» будет регулярно удивлять человека в худшем смысле слова.

Я один раз попросил написать пример на JavaScript — теперь агент может решить, что я всю жизнь мечтал работать только на JavaScript. Пользователь обычно даже не видит конкретную запись памяти, из-за которой так происходит. Старые воспоминания нужно пересматривать и удалять, противоречия — разрешать. Это отдельная область инженерии, а не бесплатное свойство модели.

Guardrails — не одна проверка перед запуском команды

Агент с инструментами способен ошибиться дорого. Он может предложить деструктивную команду, отправить данные не туда или изменить то, чего пользователь менять не просил. Поэтому защита собирается из нескольких слоёв: обучение модели, системные инструкции, детерминированные проверки действий, дополнительные проверки с помощью модели, изоляция процессов и сетевые ограничения.

Слои защиты агентной системы
Слои защиты агентной системы

Каждый слой закрывает часть риска. Ни один в одиночку не делает систему безопасной.

Начнём разбирать этот пирог изнутри. Первый слой — сама модель: при обучении ей прививают правила безопасного поведения. Второй — системный промпт: агент получает инструкции о допустимых действиях в данном продукте. Оба слоя нужны, но оба работают через вероятностное поведение модели. Они не дают твёрдой гарантии, что конкретный вызов инструмента безопасен.

Третий слой — детерминированные проверки в коде агента. Прежде чем исполнить, например, вызов shell, можно разобрать команду и искать опасные операции. Звучит просто, пока команда не состоит из нескольких частей, переменных, перенаправлений и вложенных вызовов. Проверке надо понять, что реально будет исполнено, не заблокировать массу нормальных задач и при этом не пропустить обходной путь. Для каждого типа инструмента правила приходится проектировать отдельно.

Четвёртый слой — проверка с помощью другой модели. Когда опасность зависит от смысла запроса и состояния задачи, набора жёстких правил мало. Можно подготовить отдельный запрос и попросить модель-оценщик решить, допустимо ли действие. Но тогда появляется ещё один промпт, который нужно защищать от инъекций, ещё одна модель с ошибками и ещё одна задержка перед выполнением. Её ответ тоже нельзя считать доказательством безопасности.

Пятый слой — песочница операционной системы и сетевая политика. Даже если предыдущие проверки ошиблись, процесс должен иметь только необходимый доступ к файлам, другим процессам и сети. На macOS в докладе я приводил Seatbelt; в Linux и Windows механизмы другие. Нужно определить границы доступа, запустить инструмент внутри них и не сломать полезные сценарии. Одним системным промптом этот слой не заменить.

И остаётся согласование с человеком. Чем строже правила, тем чаще агент просит подтвердить действие. Если каждый шаг требует клика «Approve», пользователь привыкает нажимать Enter не читая — или включает полный доступ. Поэтому надо решать, какие действия разрешать автоматически, когда спрашивать и как понятно объяснять риск. Ошибка в этом интерфейсе может обнулить всю работу предыдущих слоёв.

Вот почему guardrails — чудовищно сложная инженерная часть, а не один if перед запуском команды. Нужны правила для разных инструментов, изоляция на разных платформах, испытания на реальных сценариях и пересмотр защиты после изменений моделей и tools. Если вы начинаете писать своё ядро, эту работу вы тоже забираете себе.

Когда собственное ядро всё-таки имеет смысл

После всего сказанного было бы нечестно утверждать, что своё ядро не нужно никогда. Я вижу несколько причин всерьёз рассматривать такой путь.

Первая — вам требуется необычно жёсткая управляемость процесса. Допустим, агент работает с юридическими документами и каждое утверждение должно опираться на конкретный источник. Или он выполняет операции с заказами и деньгами, где нельзя позволить пользователю уговорить его на скидку в 100%. В медицинском сценарии цена ошибки может быть ещё выше. Здесь понадобится много проверок и чётко заданных переходов между этапами. При этом даже такие требования не означают автоматически, что надо переписать agent loop: сначала стоит проверить, можно ли обеспечить контроль вокруг готового ядра.

Вторая причина — вы действительно исследуете другой способ работы агента. Например, в LangGraph разработчик задаёт граф шагов и состояние, а исполнение идёт по его переходам. В экспериментальной архитектуре SKILL.state длинная история диалога заменяется явным изменяемым состоянием навыка: на очередном шаге модель получает инструкцию, текущее состояние и последнее наблюдение. А Jev показывает ещё один вариант для частей такого процесса: вместо генерации текста модель быстро возвращает типизированные решения, которые код может использовать для выбора следующей ветки. Это разные по устройству примеры, но каждый заставляет заново решить, кто управляет переходами и что передавать модели на следующем шаге. Вот это уже причина менять agent loop, а не просто добавлять очередной tool.

А вот экономия токенов сама по себе — слабый повод начинать с собственного агента. Часто нужного эффекта можно добиться в LLM proxy: маршрутизировать разные задачи на разные модели, использовать кэш, менять политику лимитов. Это несравнимо меньшая зона ответственности, чем совместимость API, стриминг, память, tools и guardrails одновременно.

Как сделать свой продукт, не переписывая agent loop

Первый способ удивительно прост: ясно ставить задачу готовому агенту. Если вы знаете, какие инструменты у него есть, можно попросить его использовать нужные данные и вернуть результат в нужной форме. Это не абсолютная гарантия — модель может проигнорировать подсказку, а чрезмерно подробный план иногда мешает. Но прежде чем писать новую архитектуру, такой вариант стоит проверить на практике.

Если нужен собственный интерфейс и контроль над интеграциями, интереснее другой путь — app-server. Это отдельный процесс с готовым агентным ядром. С одной стороны он взаимодействует с моделью. С другой к нему подключается ваше приложение: локально через stdin/stdout, удалённо через WebSocket. Между приложением и сервером идут структурированные сообщения, JSON-RPC.

Приложение, app-server и модель
Приложение, app-server и модель

Собственный GUI и инструменты можно строить вокруг готового agent loop. Приложение общается с app-server, а он берёт на себя работу с моделью.

Такой интерфейс позволяет передавать настройки, объявлять собственные tools, получать события о ходе работы и возвращать результаты вызовов. Codex — один из примеров подобного подхода; у других агентных проектов есть свои серверные интерфейсы. Конечно, интеграция не становится бесплатной. Зато вы направляете усилия на особенности своего продукта, а не заново решаете весь список задач выше.

И вот здесь появляется большое поле для работы, которое часто недооценивают: UX. Простая кнопка «fork thread» может позволить безопасно проверить альтернативный ход мысли. Два разговора рядом — в одном исследование проблемы, в другом работа над кодом — меняют то, как человек пользуется агентом. Для непрограммиста ещё полезнее, когда агент сразу знает его роль из корпоративной системы и получает нужные данные через инструменты, без просьбы каждый раз объяснять устройство компании.

Собственные tools писать как раз имеет смысл. Они и связывают агента с реальными задачами, данными и ограничениями вашего продукта. Здесь harness перестаёт быть абстрактной «обвязкой» и становится тем, за что пользователь выбирает именно ваше решение.

Вместо заключения, или TLDR

Если вы пролистнули сразу сюда, вот короткая версия:

  • Стриминг, совместимость провайдеров, инструменты, контекст, память, безопасность и UI — самостоятельные инженерные задачи. Их нельзя получить бесплатно вместе с доступом к LLM API.

  • Skills чудовищно сложны в эксплуатации: модель должна вовремя выбрать навык, прочитать инструкцию и пройти все шаги; текст SKILL.md сам себя не исполнит.

  • Память не сводится к сохранению фактов: надо извлечь нужное, собрать memory_summary, подставить его в промпт и добиться, чтобы агент вовремя открыл подробности и забыл устаревшее.

  • Guardrails — несколько разных слоёв от правил в модели до проверок команд и песочницы. Их нужно совместить так, чтобы агент не навредил и пользователь не привык подтверждать всё подряд.

  • Для большинства продуктовых задач разумнее брать готовое ядро и строить вокруг него свои инструменты, интеграции и пользовательский опыт.

  • Своё ядро оправдано, когда вам действительно нужен другой agent loop или уровень контроля, который нельзя обеспечить поверх существующего решения.

Не пишите своё ядро — стройте harness
Не пишите своё ядро — стройте harness

Если хочется унести из статьи одну мысль, пусть это будет она.

Я пришёл к этим выводам не только после чтения чужого кода. С вопросами о модели, инструментах, памяти и границе между ядром и продуктом пришлось разбираться при разработке агента Ardor. Этот опыт хорошо отрезвляет: самый интересный результат для пользователя рождается не там, где мы переписали очередной цикл вызова модели, а там, где агент наконец смог надёжно работать с его задачами и окружением. Если вы тоже строите такие системы, мне будет интересно обсудить, какие части своего harness вы считаете действительно уникальными.

Источник

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    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

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  • 26.06.26 01:04 robertalfred175

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 04.08.26 11:05 Kisnoles

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  • 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

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