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Халява уходит из разработки Агентов

Сегодня каждый норовит написать универсального агента и объявить это революцией. Рынок переполнен поделками вроде OpenClaw и его клонов: IronClaw, ZeroClaw, MicroClaw, NullClaw, GitClaw, AstrBot, GripAi, Moltis...

Все идут одной и той же дорогой: используют готовые MCP и дают агентам shell-оболочку. Да, это легко собрать. Да, весело. Можно хайпануть в соцсетях. Но это тупиковый путь.

В статье разберем все грехи status quo и предложим другой подход, более требовательный к компетенциям в области разработки ПО.

Если вы не знаете, что такое агент, могу порекомендовать первый раздел Пишем агента на Kotlin: KOSMOS.

В этой статье сфокусируюсь на десктопных агентах, потому что последние 7 месяцев плотно работаю с ними, но многие выводы и рекомендации верны для любых агентов.

Содержание

— Критика
1. Каким должен быть агент общего назначения, готовый к релизу
2. Claude Code прыгает с крыши, но зачем за ним повторять?
3. Терминал — плохой трейдофф между безопасностью и возможностями
4. MCP — отвратительный трейдофф между безопасностью и возможностями
5. Популярные guardrails дают иллюзию безопасности, раздувая систему
6. Sandbox — забор ставят неправильно
7. Агенты ошибаются. Нужно научиться с этим жить

— Предложения
8. Как писать агентов, которых не страшно релизить
9. Спрашиваем пользователя, но и ему не доверяем
10. Промпты меняются, End-to-End тесты остаются
11. Агент должен быть прозрачен для разработчика
12. Пишите специализированные, а не общие, тулы
13. Top-down против bottom-up в разработке агентов
14. Интерпретатор даёт лучший трейдофф, чем терминал
15. Sandbox: ставим забор вокруг интерпретатора, а не агента
16. Категорический императив написания агентов

Термины

  • ИИ — имитация интеллекта.

  • Тул — функция для LLM (function calling).

  • MCP — протокол для общения агента (клиента) с внешними сервисами.

Каким должен быть агент общего назначения, готовый к релизу

На работе я программист, и пользуюсь агентными-решениями с момента их появления. Но как обычный пользователь, вне работы, я хочу, чтобы агенты соответствовали следующим критериям:

  • Надежность и безопасность сопоставима с не-агентными приложениями.

  • Производительность сопоставима с не-агентными приложениями.

  • Пользователю не надо ставить docker, открывать terminal, писать markdown, выбирать MCP.

  • Пользователю не надо заводить отдельные учетные записи для агента.

  • Приложение экономит токены (проверка почты или удаление файла не стоит 100 рублей)

Современные агенты далеки от этого. Давайте разберемся, почему.

Claude Code прыгает с крыши, но зачем за ним повторять?

Asked Claude Cowork organize my wife’s desktop... accidentally deleted a folder with all of the photos my wife made on her camera for the last 15 years. — LinkedIn.

Знаете, как появился Claude Code? Борис Черный написал обвязку вокруг командной строки и спросил у LLM, какую музыку он чаще всего слушает. Агент написал apple script, и это перевернуло индустрию!

Отсылка на личный опыт (интерптератор для автоматизации)

Кроме Бориса с этим игрались многие, еще с релиза ChatGPT. Я писал подобные системы на Clojure в конце 2023. Выложил в OpenSource всё, что разрешила компания. Проект позволяет исполнять скрипты с Clojure синтаксисом для автоматизации, а сами скрипты писались либо людьми, либо LLM.

Вот пример скрипта. Это был не tool calling, как принято делать сейчас, но LLM могла генерировать код и возвращать его в блоке, который можно распарсить и запустить. Тулы вроде открытия браузера или клика мышкой реализованы как функции внутри собственного интерпретатора.

Из интересных решений — определение визуальных паттернов на экране через regex. Пиксили переводились в буквы, из букв строились слова, а по словам проверялись паттерны. Например, можно было написать скрипт, который открывает веб-страницу и ждёт появления паттерна пикселей в ожидаемом месте экрана. Если паттерна нет, было или ветвеление (else), или завершение скрипта.

Проект закрылся, т.к. было слишком много ошибок в работе, и подход посчитали нерабочим.

Claude Code — отличный продукт для разработчиков, которые понимают, как работать с данными. Данные хранят в git-репозиториях (или других vcs). Что-то потеряется локально — вернут из remote.

Возвращаясь к метафоре с крышей, у разработчиков есть парашют — хотя и не всегда он срабатывает. Попытки жить по таким же правилам вне репозитория обречены на провал. Технически не подкованные пользователи ИИ-ассистентов не в состоянии обеспечить себе базовую безопасность.

В конечном итоге люди будут скачивать то ПО, которое гарантирует, что им не удалят жесткий диск или не накачают вирусов.

Терминал — плохой трейдофф между безопасностью и возможностями

Cowork deleted my whole project folder content — Reddit.

LLM отлично работает с текстовыми интерфейсами, на то она и языковая модель. Terminal (shell-оболочка) — самый могущественный текстовый интерфейс. Но вот в чем загвоздка. Как только мы захотим сделать из поделки реальный продукт, нам придётся терминал радикально ограничить.

И вопрос не в том, можно ли ограничить terminal, а в том, что выходит слишком высокий налог на безопасность.

Покажу на примере. Для простоты схлопнем весь shell до двух команд:

  • ls (показать список файлов);

  • rm (удалить файл).

Теперь представьте реализацию агента, который имеет возможность использовать терминал через тул. Хочется ограничить команду rm и попросить подтверждение у пользователя. Но как это сделать красиво, не ограничивая ls?

Регекспом — наивно.

Почему?
delete_without_saying() {
  local a='r'
  local b='m'
  local cmd="${a}${b}"
  eval "$cmd $1"
}

Парсинг AST с фильтром команд — дорго, так как заставляет нас строить целую инфраструктуру безопасности.

Если бы вместо этого у нас были тулы на ls и rm, мы бы передали в тул с rm колбек на подтверждение от пользователя, а ls бы оставили без подтверждения. И всё. Shell-оболочка хуже масштабируется в безопасный продукт общего назначения, чем написание изолированных тулов. Исключение: агенты для кодинга (см. «Claude code прыгает с крыши»).

Теперь давайте вернемся к реальности, где у нас есть ~3к команд. И что еще страшнее — команды комбинируются. Мы будем всё это пытаться ограничивать какой-то раздутой policy engine? Или будем прям на уровне syscall отлавливать?

Да, можно затолкать агента в sandbox, но это сильно ограничит в возможностях, далее мы об этом поговорим.

MCP — отвратительный трейдофф между безопасностью и возможностями

AI tool OpenClaw wipes the inbox of Meta's AI Alignment director despite repeated commands to stop - tomshardware

MCP даёт контракт и заставляет и клиент, и сервер следовать ему. Выполнение тулов (функций) происходит только после валидации — и это хорошо, потому что галлюцинации LLM не смогут выйти за пределы контракта.

Имея один контракт, не привязанный к конкретной LLM, разработчики могут независимо создавать реализации MCP-серверов на всё подряд. Например, сервис автоматизации Zapier позволяют подключать 8к приложений через MCP. Это тоже хорошо.

А что тогда плохо?

Первое — безопасность. LLM — это ребенок (для них даже сказки пишут), а обмануть ребенка не очень сложно. Однажды вы (или ваш пользователь) используете MCP-сервер, который содержит изначально (или обновит впоследствии) описание и случайно (или специально) заберет ваши ключи (или пароли) в контекст, а затем незаметно передаст их на MCP-сервер (или почтовый адрес через другой тул). Атака называется tool poisoning (TPA).

Пример реализации подобной атаки:

  1. Атакующий MCP-сервер ("A") обновляет описание тулов после подтверждения пользователем.

  2. "A" в описании тула просит другие MCP-серверы (mail или tg) отправить пароли или переписки по нужному адресу.

  3. "A" в описании тула просит не сообщать об этом пользователю.

Перечислять и описывать всё — слишком долго, есть статья с иторией открытия уязвимостей до октября 2025. Есть paper с обзором возможных векторов атак, где перечисляют 16 сценариев.

Второе — протокол игнорирует идентификацию. Куда лучше было бы всем: пользователю, сервисам, MCP-серверам, разработчикам агентов, — если бы протокол вынуждал передавать информацию об идентификации действий:

  • сама ли LLM совершает действия без согласия пользователя;

  • сама, но пользователь дал разрешение;

  • выполняет ли делегированную пользователем команду.

Каждый сервис мог бы поддерживать API для LLM, запрещая опасные действия, когда LLM что-то делает без одобрения. Любые противоправные действия (хаки) можно было бы связать с действиями пользователя и накладывать ответственность, если пользователь их одобрил.

Третье — производительность. Имею в виду десктропных агентов на машинах пользователей. Когда пользователь подключает MCP-сервер, тот запускается в отдельном процессе. Мы как разрабтчики не можем контролировать, сколько процессов пользователь запустит и как это скажется на производительности его машины.

Четвертое — потеря контроля. Разработчик агента не контролирует чужие MCP-сервера, не знает, сколько памяти и процессорного времени они займут в системе, не может сам дописать обработку ошибок внутри MCP-сервера, не видит логи — и соответственно не может построить прозрачную систему.

Пятое — MCP не знают друг о друге. Подразумевается, что пользователь может сам подключать нужные ему MCP. Но никто не мешает разным MCP перекрывать функционал друг друга, добавлять тулы с похожими или одинаковыми именами. Даже если разработчики всё преднастроют, после обновления MCP-серверов проблема может вернуться.

В итоге MCP дают кучу возможностей, но еще больше дыр в безопасности, багов, утечек памяти, коллизий тулов, росте расхода токенов.

Популярные guardrails дают иллюзию безопасности, раздувая систему

Claude Cowork has deleted files... Deleted like 11gb. - youtube

Претензия не к практикам безопасности вообще, а к тем конкретным, которые выбирает индустрия.

Представьте, если бы вместо HTTPS был HTTP c регекспами и BERT-классификатором для определения подлинности сервера и попытки обнаружить MITM. Это преувеличение, но что-то подобное делается в попытках распознать токсичность, prompt injection, PII. Ниже примеры из статьи Introducing Guardrails: The contextual security layer for the agentic era:

from invariant.detectors import secrets

raise "Leaked API secret" if:
    (msg: Message)
    any(secrets(msg.content))

raise "PII leakage in email" if:
    (out: ToolOutput) -> (call: ToolCall)
    any(pii(out.content))
    call is tool:send_email({ to: "^(?!.*@ourcompany.com$).*$" })

... // подобного надо будет написать много

Тут проблема та же самая, что и с терминалом — плохой архитектурный трейдофф. LLM сможет командами терминала заобфусцировать ключ перед вызовом secrets(msg.content), чтобы пройти досмотр.

Помните линию Мажино — конструкцию вдоль границы Франции как способ защититься от прошлого типа атаки со стороны Германии? 7.4 млрд франков, что в переводе на сегодняшние деньги — целый гугол тенге. А немцы прошли там, где линия была наиболее уязвима.

Вспомнил еще одну историю из реальной жизни. Непрограммист писал игру в визуальном редакторе и реализовал логику таймера, бросая предметы с разной высоты. Когда предмет падал, срабатывало событие на нужное действие. Чтобы предметы не отвлекали игрока, делал их прозрачными. Это смешно, но разве не то же самое делают лидеры индустрии?

Есть и варианты с регекспами — дешевые по ресурсам, но практически бесполезные в плане защиты (обсуждали в части про терминал).

Описанные выше практики оставляют дыры, функционал агента урезается, расход токенов, как и время работы, растёт, а кодовая база распухает.

Пытаясь найти подтверждение , наткнулся на видео от девопса про guardrails-first подход, который противоставляется automation-first. Ниже я раскрою эту идею с другой стороны в части про «Подходы к разработке агентов».

Sandbox — забор ставят неправильно

Запуск агента в изолированном окружении — будь то докер, unix user group или отдельный Mac mini — решает только часть проблем безопасности. Если у агента есть доступ во внешний мир — это уже дыры (пример с WhatsAppp).

Это та самая проблема, поднятая Лэмпсоном еще в 1973 в заметке о проблеме ограничений (A Note on the Confinement Problem). Запретим всё — встаёт вопрос о полезности. Разрешим какие-то каналы связи — они могут стать convert-каналами. Например, Codex мог бы зашить ключ в картинку и выложить ее в ресурсы публичного репозитория.

Если относиться к агенту как к независимому сотруднику: завести под него учетные записи, дать свои ключи и пароли, общаться с ним через какой-то “секьюрный“ способ связи — всё равно остаются риски. Имея доступ к внешнему миру, агент может прочитать prompt injection и “сойти с ума“. Единственный способ сделать его безопасным — очень сильно урезать функционал (пример — облачный Codex).

LLM в sandbox с guardrails
LLM в sandbox с guardrails

Во второй части статьи будет предложение посмотреть на sandbox по-другому. Намекну: гуляя с собакой, можно запереть собаку в клетку и носить с собой. Неудобно. А еще стоить отвернуться — случайный ребенок просунет руку в клетку и останется без руки. Может, проще надеть намордник?

Агенты ошибаются. Нужно научиться с этим жить

We show that LLMs cannot learn all the computable functions and will therefore inevitably hallucinate — Hallucination is Inevitable: An Innate Limitation of Large Language Models

Hallucinations remain a fundamental challenge for all large language models — OpenAi

Кроме выше описанных проблем с безопасностью, производительностью и сложностью, которые решить принципиально невозможно, не урезая агента, есть еще и галлюцинации.

Галлюцинации — структурное следствие вероятностной генерации и обучения на текстовых распределениях. Меры против этого принимались и будут приниматься, но не сведут риск к нулю.

Искушенный DS возразит, что это не баг, а фича. Не уверен, что этот аргумент подошел бы родителям 160 погибших девочек, по которым нанесли ракетный удар из-за галлюцинаций.

Задача для нас, разработчиков, писать надежный софт, и мы это можем делать, несмотря на галюцинации LLM и все выше описанные проблемы.

Как писать агентов, которых не страшно релизить

Выше описанное можно свести к двум конкурирующим характеристикам системы — надежности и перформансу. Обе не новы и являются хлебом разрабтчиков распределенных систем.

...building reliable systems from unreliable parts — Designing data-intensive applications, Kleppmann.

Тот же подход, что и в цитате выше, применим и для написания агентов — нужно научиться строить надежные системы из ненадежных компонентов. Только теперь ненадежный компонент один — языковая модель (MCP мы даже не будем рассматривать).

Подходов много, рекомендую почитать Клепмана для общего развития. Ниже подробнее рассмотрю 4 практики:

  • Security first;

  • End-to-End тесты c LLM;

  • Observability;

  • Специализированные, а не общие, тулы.

Спрашиваем пользователя, но и ему не доверяем

Nothing humbles you like telling your OpenClaw “confirm before acting” and watching it speedrun deleting your inbox. — Twitter.

Решение о том, надо ли спросить пользователя, должны приниматься не на уровне LLM, а на уровне тулов. За это придётся заплатить автонимией работы, ведь агент теперь будет всегда спрашивать разрешения, прежде чем что-то сделать.

Такой дорогой пошел Codex — в рамках сессии он спрашивает обо всем потенциально опасном. Можно попросить запомнить выбор и не спрашивать еще раз.

Но даже human-in-the-loop — не решение всех проблем. Вспомните Чернобыль. Решения по отключению аварийных защит принимались людьми, но именно конструктивные дефекты (вроде MCP) привели к катафстрофе. Возвращаясь к агентам: даже если пользователь одобряет удаление файла — переносите файл в корзину, а не удаляйте совсем.

Промпты меняются, End-to-End тесты остаются

We recommend running your evaluation programmatically with direct LLM API calls. — Anthropic

LLM — ненадёжна и непредсказуема. Сегодня промпт-инжениринг работает, завтра нет. Послезавтра разработчики что-то меняют в system prompt, и модель отказывается работать там, где еще вчера справлялась идеально (возможно, это именно грабли моделей Российского рынка, но я на наступал несколько раз). В подобных условиях удобно иметь набор тестов, где абсолютно все части агента работают так же, как в проде, кроме тулов. Тулы мокаются.

Имея эти тесты, вы можете менять любую переменную (модель, RAG, system prompt, описание тулов, алгоритмы классификации и оркестрации) — и смотреть, как меняется скорость, расход токенов и точность выполнения задач.

Пример теста есть в моей статье о написании агентов на KMP.

Приведу еще один пример, к которому вернёмся ниже, в части про интерпретатор
@ParameterizedTest(name = "scenario23_readFileThenSendEmailIfNoSecret[{index}] {0}")
@ValueSource(
    strings = [
        "Прочти public-note.txt. Если в тексте нет слова secret, создай письмо на [email protected] с темой Public Note и вставь в тело текст файла.",
        "Сделай по шагам: 1) найди и прочти файл public-note.txt; 2) если в нём нет слова secret, подготовь email для [email protected] с темой Public Note и исходным текстом файла",
    ]
)
fun scenario23_readFileThenSendEmailIfNoSecret(userPrompt: String) = runTest {
    val toolFindFilesByName: ToolFindFilesByName = spyk(ToolFindFilesByName(filesUtil))
    val toolExtractText: ToolExtractText = spyk(ToolExtractText(filesUtil))
    val toolMailSendNewMessage: ToolMailSendNewMessage = spyk(ToolMailSendNewMessage(ToolRunBashCommand))

    val foundFilePath = "~/tmp/public-note.txt"
    val safeFileText = "launch approved for finance review"

    every { toolFindFilesByName.invoke(any()) } returns """["$foundFilePath"]"""
    coEvery { toolFindFilesByName.suspendInvoke(any()) } returns """["$foundFilePath"]"""
    every { toolExtractText.invoke(any()) } returns safeFileText
    coEvery { toolExtractText.suspendInvoke(any()) } returns safeFileText
    every { toolMailSendNewMessage.invoke(any()) } returns "Sent"
    coEvery { toolMailSendNewMessage.suspendInvoke(any()) } returns "Sent"

    runScenarioWithMocks(userPrompt) {
        bindSingleton<ToolFindFilesByName> { toolFindFilesByName }
        bindSingleton<ToolExtractText> { toolExtractText }
        bindSingleton<ToolMailSendNewMessage> { toolMailSendNewMessage }
    }

    coVerifyOrder {
        toolFindFilesByName.suspendInvoke(match { it.fileName.contains("public-note.txt") })
        toolExtractText.suspendInvoke(match { it.filePath.contains("public-note.txt") })
        toolMailSendNewMessage.suspendInvoke(any())
    }
    coVerify(exactly = 1) {
        toolMailSendNewMessage.suspendInvoke(
            match {
                it.recipientAddress.contains("[email protected]", ignoreCase = true) &&
                        (it.subject?.contains("Public Note", ignoreCase = true) == true) &&
                        (it.content == safeFileText) &&
                        (it.content.contains("secret", ignoreCase = true)).not()
            }
        )
    }
}

Агент должен быть прозрачен для разработчика

Языковая модель — единственный черный ящик. Вход и выход в нее нужно покрывать логами. От запроса до итогового ответа пользователю должен быть ID сессии, который отразится в логах всего: вызова тулов, RAG, классификации, кешей и прочего.

Мы должны уметь ответить на вопросы:

  • Какие функции чаще всего используются?

  • Какие сценарии чаще всего используются?

  • Почему возникла ошибка? Почему tool вернул ошибку или оборвалось gRPC-соединение?

  • Почему упало время ответа? Где распух контекст?

Для этого нам нужны старый добрый мониторинг и наблюдаемость (observability).

Пишите специализированные, а не общие, тулы

Тулы должны быть такими, чтобы даже человек смог решить задачу, если его поставить вместо LLM.

Представьте, что нужно найти слово в большом тексте (книге). И человек, и LLM решат ее быстрее с тулом «поиск» (вроде cmd+f в текстовом редакторе). Но оба потратят кучу времени и сил (токенов), если дать им тул, возвращающий только страницу текста.

They (tools) should prioritize contextual relevance over flexibility, and eschew low-level technical identifiers — Anthropic.

Рекомендую прочитать всю статью.

Выше мы уже говорили про shell-оболочку и обсуждали проблемы с безопасностью. Но есть еще и проблемы выбора. Чем больше вариантов, тем больше вероятность ошибки.

Если хотите научить Агента читать файлы, дайте ему функцию на чтение. Пусть в этой же функции уже будут вшиты правила того, что можно читать, а что нет. В своём агенте я запрещаю читать ~/.bash_profile, ~/.zshenv и т.п.

— Но тогда будет огромное количество тулов!
— Ничего страшного, можно разбить их по категориям и проводить классификацию перед тем, как отдать агенту, принимающему решения.

Top-down против bottom-up в разработке агентов

К готовому агенту можно прийти двумя путями: разработка по принципу top down и bottom up.

В первом случае вы даёте агенту свободно добавлять MCP-тулы и терминал. Пусть хоть дописывает сам себя. А когда наступает время готовиться к проду, навешиваете всё больше и больше ограничений. Каждое ограничение приносит вам боль, потому что всесильный, яркий агент блекнет на глазах. Вы релизитесь, но всё равно находятся дыры, и приходится краснеть.

Подход bottom up. вы начинаете с нуля, добавляя всё больше фич. Каждая фича пишется вами от начала и до конца. Вам приятно, что с каждой фичей агент становится сильнее. Вы не искали легких путей и можете теперь быть уверены в своём агенте.

Используя подход bottom up, нужно думать о guardrails в момент написания тулов. Это медленно. Top down быстрее, но больше похож на покупку в кредит или строительство самолёта в воздухе.

Начинайте с минимальной автономности, которая может решить задачу. — ТГ-пост о модели управляемого риска, Всеволод Викулин.

Интерпретатор даёт лучший трейдофф, чем терминал

В статье ИИ-агенты: как мы сделали DeepResearch от Яндекса пишут, что

Code Execution оказался гораздо эффективнее. Вместо того чтобы описывать вызовы словами, модель пишет один Python‑блок, внутри которого сама вызывает нужные функции — поиск, чтение, анализ.

Мне нравится этот подход и гибкостью, и экономией токенов. Представьте, вы даёте задачу:

Прочитай файл public-note.txt. Если в тексте нет слова secret, отправь письмо на [email protected]

С обычным function-calling LLM сперва вызовет тул поиска файла. Получит ответ. Далее вызовет тул чтения файла. Получит ответ — и тут будет огромная потеря токенов на чтении текста файла. Сама поймёт, есть ли там секрет, и еще раз вызовет тул отправки на почту.

С кодом был бы один скрипт. Вот реальный пример (тест на него был в части «End-to-End тесты»), написанный Хайку 4.5 на Lua:

-- Step 1: Find the file public-note.txt
local findResult = FindFilesByName({fileName = "public-note.txt"})

if not findResult or #findResult == 0 then
  return "Файл public-note.txt не найден."
end

local filePath = findResult[1]

-- Step 2: Read the file content
local fileContent = ExtractTextFromFile({filePath = filePath})

-- Step 3: Check if the word "secret" is in the text
local hasSecret = string.find(string.lower(fileContent), "secret") ~= nil

if hasSecret then
  return "В файле найдено слово 'secret'. Письмо не отправляется."
else
  -- Step 4: Send email to [email protected]
  MailSendNewMessage({
    recipientAddress = "[email protected]",
    subject = "Public Note",
    content = fileContent
  })
  return "Письмо успешно отправлено на [email protected] с содержимым файла public-note.txt"
end
Вот так выглядел запрос в LLM
Message(role=system, content=You are an autonomous assistant that must solve the task by generating Lua code.
Your response is executed immediately in a Lua runtime. Follow these rules strictly:
1. Reply with exactly one fenced ```lua``` block and no extra prose.
2. Use only the provided runtime APIs: `ToolName({...})`, `tools["ToolName"]({...})`, or `call_tool("ToolName", {...})`.
3. Tool calls return host-decoded Lua values. If a returned string itself contains JSON text, call `json_decode(...)` manually.
4. End the script with `return "final markdown for the user"`. The returned string is shown to the user verbatim.
5. Never paste raw multiline text inside quoted string literals. Keep tool output in variables and pass variables directly. If you need a multiline literal, use Lua long brackets `[[...]]`.
6. Do not use `require`, `package`, `io`, `os`, `debug`, or invented helpers.
7. If no tool is needed, still return Lua code that directly returns the answer.

Available tools:
- FindFilesByName: [PRIMARY TOOL for Finding Files]
Search for the PATH of a file by its name (or partial name).
Use this when the user asks "Find file X" or "Where is file Y".

Mechanism: uses macOS Spotlight (mdfind). Fast and recursive.
  Parameters:
  - path: string - Relative or absolute path to limit the search. Defaults to user HOME.
  - fileName: string required - The name or partial name of the file we are searching for.
  Returns:
  - result: string - JSON array of file paths.

- NewFile: Creates a new TEXT file at the given path with the provided content. If the path ends with a slash, creates a folder instead. forbidden: .xlsx, .xls, .png, .jpg, .pdf.
  Parameters:
  - path: string required - The path where the file or folder will be created; add a trailing slash to create a folder
  - text: string required - The content to be written to the new file
  Returns:
  - result: string - Creation status

- EditFile: Modify a file by applying a unified diff patch. Runs a dry-run first; applies only if clean. Patch must target only the specified file.
  Parameters:
  - patch: string required - Unified diff patch to apply (like git diff output). Must modify ONLY the target file. Use a/<filename> and b/<filename> or just <filename>.
  - path: string required - The path to the file to be modified
  - strip: number - How many leading path components to strip from patch paths. Use 1 for a/ and b/.
  Returns:
  - result: string - Operation status

- MoveFile: Moves a file from the source path to the destination path. Use ~ as the Home dir
  Parameters:
  - destinationPath: string required - The full destination path (including filename) where the file will be moved.
  - sourcePath: string required - The full path to the file (name included) to move
  Returns:
  - result: string - Move status

- FindFolders: Searches for folders in the macOS file system using Spotlight. Returns a JSON list of absolute paths found. Filters out restricted directories.
  Parameters:
  - name: string required - Name of the folder to search for (e.g. 'Downloads', 'Project X')
  Returns:
  - result: array - JSON list of folder paths

- ReadPdfPages: Reads text from a specific page range in a PDF file. Returns text and total page count.
  Parameters:
  - startPage: number - Start page number (1-based index). Default is 1.
  - filePath: string required - Absolute path to the PDF file
  - endPage: number - End page number (inclusive). If null, reads only the start page.
  Returns:
  - text: string - Extracted content
  - info: string - Debug info if text is empty

- ListFiles: Runs bash ls command at a given path. Use ~ to start from the home directory
  Parameters:
  - path: string - Relative path to list files from
  - depth: number - Max depth to traverse (1 = direct children only; <=0 = unlimited)
  Returns:
  - result: string - Array of file paths

- SearchFileContent: Search for files with the CONTENT (text) matching the specified query. Returns the content line and file path. Only use this if you know the file content but not the location.
  Parameters:
  - path: string - Relative path to search for files. Defaults to user HOME. Try to avoid using ~ or HOME
  - query: string required - A text substring we are searching for
  Returns:
  - result: string - JSON array of arrays of file path and matching line.

- DeleteFile: Moves a file or folder to Trash at the given path. Use ~ as the Home dir
  Parameters:
  - path: string required - The path of the file or folder to delete
  Returns:
  - result: string - Deletion status

- ExtractTextFromFile: READ ONLY preview of documents (PDF, Excel, PowerPoint, CSV, Word, etc). Use this to SEE content. Does NOT modify files. To edit Excel, use ExcelWrite.
  Parameters:
  - filePath: string required - Absolute path to the file (pdf, xlsx, docx, pptx, csv, etc)
  Returns:
  - result: string - Extracted text content

- Open: Opens apps, files or folders. If you have two candidates to open, choose the one with the shortest path, but tell the user that there are other options. before run application, you must check if the app is installed on the system and its app-bundle-id.
  Parameters:
  - target: string required - Bundle id, like `com.jetbrains.intellij.ce`, path to a file or folder like `app/file/folder`, or just a name like `Downloads`
  Returns:
  - result: string - Operation status

- MailReplyMessage: Reply to a specific message by its ID.
  Parameters:
  - messageId: number required - The unique ID of the message (required for reply)
  - content: string - Body content for reply
  Returns:
  - result: string - Mail operation result

- MailSendNewMessage: Create a new email draft with recipient, subject, and body.
  Parameters:
  - subject: string - Subject for the new email
  - recipientName: string - Recipient name (for new email)
  - recipientAddress: string required - Recipient email address (for new email)
  - content: string - Body content for new email
  Returns:
  - result: string - Mail operation result

- MailListMessages: List the latest messages in the Inbox.
  Parameters:
  - count: number - Number of messages to list (default 10)
  Returns:
  - result: string - Mail operation result

- MailReadMessage: Read a specific message by its ID.
  Parameters:
  - messageId: number required - The unique ID of the message (required for read)
  Returns:
  - result: string - Mail operation result

- MailUnreadMessagesCount: Get the number of unread emails in the Inbox with a specified limit.
  Parameters:
  - limit: number required - The maximum limit for counting unread messages (e.g., 50)
  Returns:
  - result: string - Mail operation result (count of unread messages)

- MailSearch: Searches emails directly via Mail app (Subject & Sender).
  Parameters:
  - query: string required - The search query (keyword, name, topic).
  - limit: number - Max results to return. Default: 5
  Returns:
  - result: string - List of found emails with IDs, functionsStateId=null, attachments=null, name=null)
Почему агенту может лучше подойти Lua

У меня есть гипотеза, что бóльшая часть кода на Python (и JS тоже) — это код вокруг библиотек. Соответственно, и нейросети обучались на нём. А когда я даю языковой модели интерпретатор, я хочу дать только кор языка: инструмент для гибкого использования имеющихся тулов с описанием логики ветвления, без библиотек и без IO.

Lua хорош тем, что большая часть кода на нем — конфиги и скрипты. Другого такого популяного языка не найти (разве что Scheme, на котором уже почти не пишут). Сам язык максимально простой, учится за 10 минут, никакого синтаксического сахара, 1 структура данных.

В своём десктоп агенте я использую Lua. По пройденным тестам результаты сопаставимы с function calling. Зато расход токенов получается в ~4 раз ниже на задачах, состоящих из нескольких действий. Проверял пока только на Haiku.

Sandbox: ставим забор вокруг интерпретатора, а не агента

Помните клоунаду, котор

В примере выше функции FindFilesByName, ExtractTextFromFile, MailSendNewMessage — это имена, которые «диспатчатся» в тулы, которые я написал сам. Опасное действие здесь — MailSendNewMessage, и в реализации тула есть запрос на подтверждение к пользователю. Обойти нельзя.

Использование библиотек и IO-операций запрещаются на уровне контролируемого интерпретатора. Всё, что остается у агента — возможность описывать логику между вызовом ограниченных тулов.

Думаю, в будущем откажутся от function-calling в пользу подобного подхода. Ведь LLM и так могла писать код уже в конце 2022 (ChatGPT 3) — всего-то и нужно было что дать ей интерпретатор.

P.S. Когда уже написал статью, обнаружил, что Антропик о таком подходе писали, только вместо своих функций — MCP.

Категорический императив написания агентов

Поступай так, чтобы максима твоего агента выражалась типом произведения, а единичное действие — типом суммы. — Критичный Автор Написанного Текста.

Эта метафора будет близка программистам. Если мы написали тулы сами и они представляют конечный список возможностей (enum), мы можем гарантировать надежность агента. В рамках конечного количества тулов возможна высокая вариативность.

Чего делать не стоит — давать бесконечные возможности (shell, свободное подключенрие MCP-серверов), а затем пытаться конечным числом действий гарантировать безопасность.

Начинаем не с безграничной автономии, которую потом пытаемся обуздать, а с ограниченного набора тулов, комбинируемых внутри контролируемой среды исполнения.

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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

    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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    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

  • 26.06.26 01:04 robertalfred175

    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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 robertalfred175

    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

  • 07.07.26 18:01 robertalfred175

    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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

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