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Н Новости

Harness кодинг‑агента: разобрал исходники Codex, OpenCode, Pi и свою собственную

В прошлой статье про промпт-кэш я сформулировал вещь, которая на самом деле важнее самого кэша: модель ничего не помнит, она stateless, а всю память за неё держит обвязка. Каждый ход обвязка заново собирает в один запрос системные инструкции, описания инструментов, историю и свежий ввод, скармливает модели и разбирает, что та попросила сделать. Кэш в той статье был поводом. Настоящий герой стоял за кадром, и это он, harness, та самая обвязка вокруг модели.

Я собираю своего агента поверх моделей OpenAI. Зовут его agent-core, внутри Python и Pydantic AI. Базовый агентный цикл я написал сам, и он довольно быстро заработал: модель просит инструмент, обвязка его выполняет, результат летит обратно, по кругу до ответа. А потом начались сложные узлы. Как правильно сжимать контекст, когда он распух. Как не дать агенту по второму разу делать то, что уже сделано. Как понять, что он действительно закончил, а не выдохся. На каждом таком узле я застревал и шёл смотреть, как это решают взрослые: благо исходники Codex, OpenCode и Pi лежат открыто, а архитектуру Claude Code Anthropic подробно описывает сам.

И вот что я там увидел. Кодинг-агенты различаются не моделью внутри и не списком фич на лендинге. Они различаются архитектурными ставками обвязки, и эти ставки видны прямо в коде. Где-то они диаметральные: то, что один агент считает фундаментом, другой не реализует вовсе. Эту разницу почти нигде не показывают, потому что для неё надо открыть исходники четырёх агентов сразу и положить рядом. Ну я и открыл. Дальше будет разбор по ставкам, с примерами кода, и попытка понять, какие из этих ставок стоит закладывать всерьёз, а какие проживут до следующего сильного релиза модели.

Весь код в статье я сверял в середине июля 2026 и закрепил на конкретных версиях: Codex 0.144.5, OpenCode 1.18.3, Pi 0.80.10.

Harness в цифрах

На Хабре фразу "одна и та же модель в разной обвязке даёт разный результат" повторили уже столько раз, что она стёрлась до присказки. Беда присказки в том, что её перестают проверять. Поэтому вместо лозунга три числа, и все на одной зафиксированной модели.

SWE-bench Pro устроен так, что scaffold (обвязку под прогон) можно зафиксировать и менять только его. Claude Opus 4.5 на стандартном scaffold от SEAL берёт 45.9% задач. Тот же Opus, та же модель, но обвязка от Claude Code, и уже 55.4%. Плюс 9.5 процентных пункта за счёт одной только обвязки. На SWE-bench Verified Mini разрыв ещё грубее: Sonnet 4.5 в scaffold от SWE-Agent решает 68% задач, а в generalist-scaffold от HAL те же 34%. Половина результата держится не на модели, а на том, как вокруг неё всё устроено.

Самое сильное число дал контролируемый эксперимент на 100 задачах SWE-bench Verified, где меняли по отдельности то модель, то обвязку и считали дисперсию. Разброс результата от смены обвязки оказался в 7.8 раза больше, чем от смены модели.

Тут надо притормозить, иначе получится та же присказка, только с цифрами. Есть встречная работа от IBM Research (arXiv 2602.22953), и она показывает обратное: на пяти универсальных архитектурах агента поверх пяти моделей именно модель объясняет 27.8% разброса в качестве, а архитектура агента всего 0.5%. Разница больше чем в 50 раз, и в другую сторону. IBM брал универсальные архитектуры, собранные по учебнику. Эксперимент с разбросом ×7.8 брал обвязки, заточенные под задачу. Отсюда правило, которое я для себя вынес: на универсальной обвязке решает модель, а на вылизанной под задачу решает обвязка. Мой agent-core пока ближе к универсальному краю, чем мне бы хотелось: это обвязка общего назначения под продукт, а не scaffold, вылизанный под одну узкую задачу, на которой можно было бы отточить каждую ставку.

Числа, кстати, протухают быстро, так что не цепляйтесь к абсолютным значениям — важна пропорция, а не конкретный процент. Новейшие модели, Opus 4.8 и Sonnet 5, дают уже другие абсолютные цифры, поэтому дальше я и говорю про архитектурные ставки, а не про то, кто сегодня на сколько процентов впереди. Тот же Terminal-Bench 2.0 за полгода уехал с 62.9% в январе до 84.7% к лету.

Формулу Agent = Model + Harness ввёл Вив Триведи из LangChain, хотя половина вторичных источников приписывает её Митчеллу Хашимото (у того формулы нет вовсе). Определение у Триведи широкое и оно же лучший список осей для сравнения: harness это всё, что не модель. Системные промпты. Инструменты, скиллы, MCP. Встроенная инфраструктура: файловая система, песочница, браузер. Оркестрация. Хуки и middleware: сжатие, продолжение, линт. У слова два смысла, и их полезно не путать: широкий, продуктовый (вся обёртка вокруг модели, так говорят Anthropic и OpenAI), и узкий, архитектурный (только цикл исполнения). В документации Claude Code сказано прямо и в широком смысле: "Claude Code is the harness; Claude is the model inside it". Дальше я буду гулять между обоими смыслами, но каждый раз понятно, о каком речь.

Анатомия: что даёт фреймворк, а что дописываешь руками

Сердце любой обвязки это агентный цикл. У всех он про одно: позвать модель, посмотреть, что она просит, выполнить инструмент, вернуть результат, повторить, пока не будет финального ответа. Anthropic описывает его как три фазы, gather context, take action, verify results. Но дьявол в том, кто пишет диспетчер этого цикла и что он в него докладывает сверху.

Pydantic AI, на котором стоит мой agent-core, даёт граф из трёх узлов: узел пользовательского ввода, узел запроса к модели, узел вызова инструментов. Можно было бы отдать управление графу и не думать. Я отдавать не стал и обернул его в собственный цикл с явной диспетчеризацией, потому что мне нужен был контроль над каждым переходом:

while not isinstance(node, End):
    if isinstance(node, UserPromptNode):
        node = await agent_run.next(node)
        continue

    if isinstance(node, ModelRequestNode):
        model_request_count += 1
        if model_request_count > settings.max_loop_depth:
            raise ToolLoopLimitExceeded()
        await recorder.emit(
            "run.calling_model",
            data={"label": "Calling model"},
        )
        ...

    if isinstance(node, CallToolsNode):
        ...

(agent-core, agent/runtime.py)

Граф мне дал каркас перехода между узлами. Всё остальное в этом while я дописал сам: счётчик глубины с жёстким лимитом, чтобы агент не ушёл в бесконечную петлю инструментов, поток событий наружу (run.calling_model и десяток других), отдельный учёт вызовов веб-поиска со своим потолком. Это и есть та граница, которую полезно видеть в любой обвязке: вот тут работает фреймворк, а вот тут начинается то, что инженер посчитал нужным добавить от себя.

Любопытно посмотреть, как тот же цикл устроен у взрослых. Делают все одно и то же (позвать модель, выполнить инструменты, повторить), а вот ставка на то, кто держит состояние между итерациями цикла, у каждого своя. Codex крутит явный loop {} на Rust и решает, идти ли на следующий виток, по флагу needs_follow_up:

loop {
    …
    match sampling_request_result {
        Ok((sampling_request_output, sampling_request_input)) => {
            let SamplingRequestResult {
                needs_follow_up: model_needs_follow_up,
                …
            } = sampling_request_output;
            …
            let needs_follow_up = model_needs_follow_up || has_pending_input;
            …
            if !needs_follow_up {
                …
                break;
            }
            …
        }
        …
    }
}

(codex, codex-rs/core/src/session/turn.rs)

OpenCode держит один while (true), но всё в нём превращает в задачи: субагент, сжатие и обычный шаг становятся тремя ветками одного диспетчера.

while (true) {
  …
  const task = tasks.pop()
  if (task?.type === "subtask") {
    yield* handleSubtask({ task, model, lastUser, sessionID, session, msgs })
    continue
  }
  if (task?.type === "compaction") {
    const result = yield* compaction.process({ … })
    if (result === "stop") break
    continue
  }
  …
}

(opencode, packages/opencode/src/session/prompt.ts)

Pi нарочно делает цикл без памяти: состояние вынесено наружу, в хуки, а сам while про сессию ничего не знает.

while (true) {
  let hasMoreToolCalls = true;
  while (hasMoreToolCalls || pendingMessages.length > 0) {
    …
    const nextTurnSnapshot = await config.prepareNextTurn?.(nextTurnContext);
    …
  }
  const followUpMessages = (await config.getFollowUpMessages?.()) || [];
  if (followUpMessages.length > 0) {
    pendingMessages = followUpMessages;
    continue;
  }
  break;
}

(pi, packages/agent/src/agent-loop.ts)

Четыре цикла, четыре ответа на вопрос, где живёт состояние: у меня в графе Pydantic AI и ручной диспетчеризации, у Codex в флаге needs_follow_up, у OpenCode в очереди задач, у Pi нарочно нигде, всё снаружи. Claude Code сюда же кладёт свои три фазы (gather context, take action, verify results), но его цикл я смотрю только по описанию Anthropic, в код не лазил.

Ещё одна моя ставка видна в том, где вообще исполняются инструменты. В agent-core они не исполняются. Мозги (сборка запроса, цикл, решения) живут в одном сервисе, а руки (собственно запись файлов, выполнение кода) в отдельном agent-runtime, и общаются они по HTTP с подписью HMAC. Самые опасные инструменты, delete_file и move_file, прямо в манифесте помечены флагом blocked_in_model_loop: модель не может дёрнуть их сама внутри цикла. Песочницу я сейчас переношу в Daytona, пока на стадии разведки. Разделение мозги-руки это осознанная ставка, и дальше будет видно, что у взрослых она расставлена очень по-разному.

Чтобы держать весь зоопарк в голове, вот опорная матрица. Слева оси сравнения, сверху пять обвязок, которые я могу разобрать предметно: четыре по коду плюс Claude Code по официальным материалам.

Ось	agent-core (мой)	Codex	OpenCode	Pi	Claude Code
Агентный цикл	ручной `while` поверх графа Pydantic AI	`run_turn`, сжатие до и внутри хода	`runLoop` с диспетчером задач	чистый `runLoop`, без состояния	gather → act → verify
Сжатие контекста	нет	`/responses/compact`, latent state	`prune` + суммаризация головы	суммаризует голову	сжатие + "5 последних файлов"
Права и песочница	внешний `agent-runtime`, далее Daytona	песочница в ядре, 3 ОС	правила, без OS-песочницы	только как пример	OS-песочница для Bash, права не у модели
Инструменты	манифест с политиками	`shell` + `apply_patch` как конвенция	широкий набор + MCP	7 штук	инструменты + Skills + Tool Search
Скиллы	файловые, свой менеджер контекста	markdown в `CODEX_HOME`	SKILL.md, несколько путей	markdown с frontmatter	Agent Skills
Субагенты	нет	нативные дочерние потоки	в том же процессе	нет	свой контекст, возврат summary
Расширяемость	контракт событий, domain hooks	JSON-хуки + плагины + MCP	JS-плагины + MCP + ACP	TS-расширения + `/reload`	хуки + MCP + SDK
Модель	свой OpenAI-совместимый сервис	OpenAI по умолчанию, есть OSS	мультипровайдер	36 провайдеров	Anthropic + Bedrock/Vertex

Построчно разбирать таблицу не буду, получится нейтральная справка. Лучше возьму несколько узлов, на которых застревал сам, и покажу, как по-разному их проходят. Там и видно настоящую разницу.

Агент уверен, что закончил, и при этом ошибается

Первые версии моего агента вели себя так, что хотелось закрыть ноутбук. Просишь прогнать скрипт, скрипт падает, а агент бодро рапортует: получил ошибку, и на этом считает ход законченным. Не разбирается, не чинит, просто отдаёт ошибку как результат и замолкает. Лечил я это в лоб, через системный промпт (доводи работу до конца), помогло, но осадочек остался: модель по умолчанию слишком охотно решает, что сделала достаточно.

Оказалось, дело не в кривых руках и не в моей конкретной модели. Калеб с канала Caleb Writes Code показывает, как агент на долгой задаче доходит до края контекста, сам себя суммирует в короткий конспект и на голубом глазу заявляет, что всё сделано. Хотя сделано наполовину.

А потом я нашёл ровно это же в инженерном разборе Anthropic. Anthropic описывает два сценария провала длинных задач прямым текстом. Первый: агент в один заход доходит до исчерпания контекста и бросает дело недоделанным. Второй, тоньше и злее: следующий агент видит уже проделанную работу, видит прогресс и "declares the job done", объявляет задачу выполненной, не проверив. Модель оптимистична по своей природе. Поставь её оценивать собственную работу, и она, по формулировке Anthropic, "confidently praise the work even when quality is obviously mediocre", будет уверенно хвалить откровенно посредственный результат.

Тут стоит посмотреть, как ошибка инструмента вообще доходит до модели. Возьмём Codex: упавшая команда не роняет цикл и не бросает исключение, её вывод вместе с текстом ошибки заворачивается и возвращается модели как обычный результат инструмента.

let result = if exit_code == 0 {
    Ok(content)
} else {
    Err(FunctionCallError::RespondToModel(content))
};

(codex, codex-rs/core/src/tools/events.rs)

RespondToModel это и есть "держи, разбирайся сам". OpenCode делает то же самое, помечая часть результата output-error, Pi возвращает результат с флагом isError: true. Ошибку всегда отдают на откуп модели, а та, как мы только что видели, имеет полное право пожать плечами и закрыть задачу. Вот ровно в это я и упирался первые недели. Поэтому там, где исход проверяем, я стараюсь не оставлять решение модели одной.

Решение взрослых тут архитектурное, а не "давайте напишем промпт получше". Anthropic разводит генерирующего агента и оценивающего по разным ролям, чтобы хвалить себя было некому. Проверяющий агент не верит на слово, а идёт в живое приложение через Playwright MCP и смотрит глазами. А список фич держат в JSON-файле, где у каждой по умолчанию стоит passes: false, и агенту разрешено только переключить флаг, но не удалять и не переписывать сами проверки. Чтобы нельзя было "закрыть" задачу, стерев тест.

Я к этому узлу подошёл с другой стороны, попроще, но в той же логике: не дать вероятностной модели самой решать, что работа сделана, там, где это можно проверить детерминированно. В agent-core есть domain hooks, и один из них ловит ситуацию, когда модель повторно пишет файл, а инструмент возвращает ошибку "файл уже существует". Наивный агент тут пожмёт плечами и решит, что раз существует, значит уже сделано. Мой не решает, а идёт и сверяет:

observed = await execute_tool(
    "read_file",
    {"path": path},
    deps,
)
…
if observed.get("content") != content:
    return None

return DeterministicStopDecision(
    outcome="already_done",
    message=f"Файл `{path}` уже содержит нужный текст, поэтому ничего менять не пришлось.",
)

(agent-core, agent/domain_hooks.py)

Файл существует и содержимое совпало до байта, тогда да, "уже сделано", и это честный детерминированный факт, а не догадка модели. Содержимое другое, значит ничего не сделано, и нечего притворяться. Маленький кусок кода, но в нём вся идея: в местах, где правда проверяема, я ставлю поверх вероятностной модели детерминированную проверку. Anthropic делает то же самое в большом масштабе через разделение ролей, я в малом через сверку файла.

Скиллы, кстати, болеют похожим: агент может загрузить один и тот же скилл дважды и потерять на этом контекст. У меня они сделаны прямо по спецификации Agent Skills от Anthropic, контракт тот же: пакет с SKILL.md и YAML-фронтматтером, рядом папки references, scripts, assets. Ленивая подгрузка оттуда же: в системный промпт уходит только компактный список "имя: описание", а полный текст тянется через load_skill, когда скилл реально понадобился. Своего я дописал сверху один слой, которого в спецификации нет, менеджер контекста: он восстанавливает из истории, что уже загружено, и отдаёт флаг already_loaded. В системном промпте так и написано: "load_skill and read_skill_resource are idempotent; if either tool returns already_loaded, continue using the previously loaded instructions or resource from conversation context". Как такая ленивая подгрузка уживается с промпт-кэшем (а это отдельная головная боль, потому что инструменты живут в начале запроса), я подробно разбирал в прошлой статье про кэш.

Сжатие контекста: четыре ответа на один вопрос

Я довольно долго думал, что compaction это "ну подумаешь, попросим модель сделать конспект истории", и всё откладывал. А потом посмотрел, как с этим живут взрослые, и понял. Сжатие ломается не на технике сжатия, а на том, что агент рядом с границей контекстного окна начинает паниковать. У Anthropic для этого есть отдельный термин, "context anxiety": модель у границы окна сворачивает работу раньше времени, лишь бы успеть. У Sonnet 4.5 это выражено так сильно, что одним сжатием не отделаешься, нужны полные сбросы контекста с переносом состояния. У Opus 4.5 и 4.6, по словам Anthropic, эта тревожность "greatly diminished", заметно слабее. То есть поведение обвязки вокруг сжатия зависит от того, какая модель внутри, и под более умную модель тот же код надо переписывать.

И механизмы сжатия у всех разные, это не одна галочка. Codex не отдаёт сжатую историю строкой. Его специальный endpoint /responses/compact возвращает список с непрозрачным encrypted_content внутри, латентным состоянием модели, а не человекочитаемым конспектом. Прямо в типе:

Compaction {
    encrypted_content: String,
},

(codex, codex-rs/protocol/src/models.rs)

OpenCode делит сжатие на два механизма и оба держит задачами в своём цикле: prune идёт по истории с конца и выбрасывает старые результаты инструментов, не трогая последние два хода и последние 40 тысяч токенов, а сам compaction режет историю на голову и хвост, суммирует голову и хвост сохраняет. Claude Code у лимита делает похоже: сперва выкидывает старые результаты инструментов, потом суммирует, причём CLAUDE.md и память переживают сжатие (перечитываются с диска), а после сжатия в контекст возвращаются "пять последних файлов". Pi суммирует голову истории, сохраняя хвост. Четыре обвязки, четыре разных ответа на один вопрос. Как при этом не платить за сжатие дважды из-за поломки кэша, я опять же разбирал в статье про промпт-кэш, там у Claude Code красивое решение через тот же префикс. А почему кэш переиспользуется только на общем префиксе и рассыпается от одного лишнего символа, я разбирал во второй части, там уже KV-тензоры и потроха vLLM.

Спектр ставок: от минимализма Pi до брони Codex

Если выложить четыре обвязки на одну ось "сколько обвязка берёт на себя", по краям окажутся Pi и Codex.

Pi представлен как "кодинг-агент, который делает меньше". И это не поза, это видно по коду. Субагентов в ядре нет. MCP нет вообще: я для проверки пробежался по зависимостям всех пакетов Pi, и @modelcontextprotocol/sdk там просто отсутствует. Инструментов семь штук. Песочница лежит только как пример расширения, не как часть ядра. Pi демонстративно выкидывает то, что другие считают обязательным.

Зато у Pi есть ставка, которой нет почти ни у кого. Расширения это обычные TypeScript-файлы, и грузятся они через jiti, то есть транспилируются в рантайме, без отдельной сборки:

/**
 * Extension loader - loads TypeScript extension modules using jiti.
 */
import { createJiti } from "jiti/static";

(pi, packages/coding-agent/src/core/extensions/loader.ts)

А команда /reload перезагружает расширения, скиллы и настройки, не перезапуская сессию. Сложите одно с другим: агент может на лету дописать себе инструмент на TypeScript и тут же подгрузить его в работающую сессию. Расширение при этом импортирует само ядро агента как библиотеку. Это буквальное воплощение идеи "агент пишет код как продолжение себя", и Pi ради этой ставки отказался от MCP, субагентов и встроенной песочницы.

Когда я это увидел, первым желанием было растащить свою систему скиллов и сделать так же, на лету. Потом вспомнил, чем Pi за это платит, и желание прошло: мне нужны и MCP, и песочница, а Pi их сознательно не держит.

На другом краю оси Codex, и его ставка ровно противоположная: безопасность не опция, а фундамент. Песочница вшита в ядро, и профиль Seatbelt для macOS начинается с одной важной строки:

; start with closed-by-default
(deny default)

(codex, codex-rs/sandboxing/src/seatbelt_base_policy.sbpl)

Запрещено всё, а дальше точечно разрешается необходимое. На Linux то же самое собрано из bubblewrap, landlock и seccomp. Сеть по умолчанию выключена. Ещё одна жёсткая ставка Codex в том, что он принципиально stateless поверх Responses API: по документации OpenAI он намеренно не использует previous_response_id, чтобы не хранить состояние на стороне сервера (ради режима нулевого хранения данных), и потому каждый ход пересобирает запрос заново. Где Pi раздевается до минимума ради гибкости, Codex обрастает бронёй ради предсказуемости и изоляции.

Чтобы спектр стал совсем нагляден, возьмите субагентов, и пройдите по ней от полюса к полюсу. Codex форкает историю и поднимает субагента настоящим дочерним потоком:

/// Spawn a subagent by forking persisted history from `forked_from_thread_id`.
pub async fn spawn_subagent(
    &self,
    forked_from_thread_id: ThreadId,
    mut options: StartThreadOptions,
) -> CodexResult<NewThread> {

(codex, codex-rs/core/src/thread_manager.rs)

OpenCode зовёт субагента в том же процессе, обычным вызовом внутри своего же цикла, без всяких потоков:

const result = yield* ops.prompt({
  messageID: MessageID.ascending(),
  sessionID: nextSession.id,
  model: {
    modelID: model.modelID,
    providerID: model.providerID,
  },
  …
})

(opencode, packages/opencode/src/tool/task.ts)

Pi субагентов в ядре не держит вовсе. Они есть, но как пример-расширение, которое поднимает отдельный процесс pi через spawn:

/**
 * Subagent Tool - Delegate tasks to specialized agents
 *
 * Spawns a separate `pi` process for each subagent invocation,
 * giving it an isolated context window.
 * …
 */
import { spawn } from "node:child_process";

(pi, packages/coding-agent/examples/extensions/subagent/index.ts)

Одна ось, четыре разные ставки: нативный поток у Codex, тот же процесс у OpenCode, отдельный процесс из расширения у Pi, а у меня субагентов пока нет совсем. Claude Code держит их со своим контекстом и системным промптом и возвращает в основной разговор короткую сводку.

Между этими полюсами ложатся остальные. OpenCode держит полную поддержку MCP: локальные серверы через команду, удалённые по URL, с OAuth. Claude Code ставит права на уровень обвязки, а не модели, и это принципиально: в документации сказано, что инструкции в вашем промпте или в CLAUDE.md "don't change what Claude Code allows", не меняют того, что разрешает сама обвязка. Песочница у Claude Code на уровне ОС включается для Bash, но не для чтения и записи файлов. Мой agent-core со своим внешним agent-runtime живёт ближе к серьёзному краю, но без нативной песочницы, и меня это давно покусывает: руки от мозгов я отделил, а настоящую изоляцию только переношу в Daytona. Один и тот же вопрос, "что обвязка должна гарантировать вместо модели", и пять разных по жёсткости ответов.

Как из этого выбирать, для себя и для команды

На уровне кода я разобрал четыре обвязки плюс Claude Code, но рынок шире, и для карты полезно знать остальных хотя бы по их ставкам. Все они на середину 2026 живы и активно развиваются. Amp в декабре 2025 отделился от Sourcegraph в самостоятельную компанию и жонглирует четырьмя режимами, от low до ultra: режим переключает набор моделей под капотом, а платите вы всё равно по факту расхода, без наценки сверху. Droid от Factory целится в enterprise вплоть до полностью изолированного контура без доступа наружу, а постоянные виртуалки у него выросли в отдельный продукт, Droid Computers, который держит состояние между сессиями. Goose от Block ушёл под крыло Agentic AI Foundation, новой структуры Linux Foundation, куда в декабре 2025 одним пакетом сложили ещё MCP и AGENTS.md; провайдеров у него за полсотни, а расширения построены прямо на MCP. Antigravity от Google это agent-first среда сразу в нескольких обличьях, от IDE до CLI и SDK, и в неё же Google сворачивает Gemini CLI. Copilot CLI от GitHub с апреля 2026 пускает свои ключи и локальные модели, причём со своим провайдером ему не нужна даже авторизация в GitHub. Cursor катит облачных агентов и свою модель Composer, а в июне SpaceX объявила о покупке его материнской Anysphere за $60 млрд акциями, это крупнейшая сделка по венчурному стартапу в истории. Разброс ставок тот же, что я показал на коде, просто без возможности заглянуть внутрь.

Особняком стоит omp, главный форк Pi. Разраб сделал ровно наоборот: batteries included, "кодинг-агент со вшитой IDE". Внутрь он затащил всё, от чего Pi демонстративно отказался: LSP, настоящий отладчик через DAP, персистентный Python, субагенты первого класса, 32 инструмента вместо семи и полсотни тысяч строк Rust в ядре. Появился omp в конце 2025 и за полгода собрал 18 тысяч звёзд (у самого Pi их 72 тысячи).

Отдельный слой это выбор для команды, и тут самый показательный кейс снова у Codex, точнее у команды, которая его пишет. По их собственному рассказу, группа из трёх инженеров, выросшая до семи, за пять месяцев построила продукт примерно в миллион строк и около 1500 пул-реквестов с нулём строк, написанных руками. Весь код сгенерирован агентом, около 3.5 пул-реквестов на инженера в день. Первоначальный scaffold и первый AGENTS.md (строк на сто, скорее оглавление, чем инструкция) тоже сгенерированы Codex. Инварианты держатся не на code review, а на кастомных линтерах, а отдельный фоновый агент-сборщик мусора подчищает отклонения. Так OpenAI этот способ работы и называет: harness engineering.

Чтобы про этот слой думать, а не размахивать руками, есть удобный язык от Биргитты Бёкелер из Thoughtworks. Она описывает обвязку как кибернетический регулятор из двух частей. Guides это упреждающие подсказки, которые направляют агента до действия. Sensors это обратная связь после действия, и они тем сильнее, чем точнее сигнал заточен под модель: кастомное сообщение линтера, написанное так, чтобы его понял именно LLM, работает лучше сырой ошибки компилятора. Для тимлида это и есть рабочая оптика выбора: насколько в обвязке развиты сенсоры и можно ли заточить их под свою команду.

Но карту рынка нельзя читать без смены поколения. Перелом случился поздней осенью 2025: я сам перешёл на Claude Code в ноябре, и данные это подхватывают, доля Claude Code в коммитах и опросах за ту зиму резко пошла вверх. Кого-то этой волной смыло. Cline растерял ядро команды (семеро с лишним ушли в OpenAI), хотя сама компания не закрылась и работает. Roo закрылся ради облачного продукта, и его нишу занял форк под названием Kilo. Aider формально жив, релизы идут, но из разговоров он практически исчез, и как референс я его уже не беру. Бывают ещё обвязки не для кода вовсе, вроде OpenClaw (мост между мессенджерами и моделями) или Hermes (самоулучшающийся персональный агент), но их с кодинг-агентами лучше не путать, это другой инструмент под другую задачу.

Поэтому карту рынка честнее читать не по обещаниям лендинга, а по этим ставкам: как устроен цикл, кому отданы права, есть ли настоящая песочница и субагенты, чем расширяется, заперт ли на одного вендора. А дальше всплывает вопрос поважнее: какие из этих ставок переживут следующий релиз модели, а какие он обнулит.

Build to delete: что строить сразу на выброс

У всего этого есть неуютное свойство. Часть обвязки вы пишете заведомо на выброс, просто пока не знаете, какую именно.

Филипп Шмид сформулировал это в начале 2026 года как принцип "build to delete": делай архитектуру модульной, новые модели заменят твою логику, будь готов выдрать код. Опирается он прямо на "горький урок" Саттона о том, что общие методы с ростом вычислений всегда побеждают рукотворные надстройки. Anthropic говорит то же самое, но строже, и эту формулировку стоит привести целиком: "every component in a harness encodes an assumption about what the model can't do on its own, and those assumptions are worth stress testing, both because they may be incorrect, and because they can quickly go stale as models improve". Каждый кусок обвязки это зашитое предположение о том, чего модель не умеет сама, и предположение это стоит регулярно проверять на прочность, потому что оно протухает по мере того, как модели умнеют.

Manus по их собственным словам переписывали свою обвязку четыре раза. Не рефакторили, а переписывали целиком, потому что под новую модель старые костыли становились лишними. А каноничный пример обвязки, построенной сразу на выброс, это Ralph Джеффри Хантли: голый bash-цикл while true, который на каждом витке поднимает свежий экземпляр агента с чистым контекстом, а память между витками держит снаружи, в git, в progress.txt и в prd.json с полем passes. Никакого хитрого управления контекстом внутри, вся сложность вынесена в дизайн цикла. Anthropic эту идею в ноябре 2025 даже оформила официальным плагином ralph-loop и демо-обвязкой для автономного кодинга. Маленький репозиторий у Ralph, кстати, не цель, а следствие: по словам автора, "essential to use as little as possible", чем меньше контекста тратишь на каждом витке, тем лучше.

Эдди Османи добавляет к этому правило, которое называет ratchet: ограничение в обвязку нужно добавлять только когда увидел реальный сбой, и убирать, как только модель научилась обходиться без него. Не закладывать костыли впрок, но и не геройствовать без них раньше времени.

У меня этот ratchet уже щёлкнул, и я могу увидеть полный цикл по коммитам. В начале марта я написал регулярку needspath_clarification: она разбирала сообщение пользователя ещё до модели, по спискам глаголов на двух языках ("исправ", "обнов", "edit", "update") решала, достаточно ли однозначен запрос, и если нет, требовала уточнить путь к файлу, который надо исправить, обновить или отредактировать. Через шесть дней я в неё же и упёрся, пришлось пробивать обход для .docx, и в комментарии к коммиту честно записал причину: эвристика перехватывает запрос раньше, чем модель успеет сама сходить в read_docx_structure. Ещё через девять дней я снёс её целиком, минус 854 строки, и отдал решение модели через системный промпт.

Костыль доживает ровно до того дня, когда начинает мешать сильнее, чем помогает. Сегодняшний кандидат на снос у меня куда более дурацкий: модель иногда отдаёт аргументы вызова инструмента склейкой одинаковых JSON-объектов, {"name":"docx"}{"name":"docx"}, и обычный json.loads на этом падает. Поэтому в рантайме сидит парсер, который распознаёт склейку и схлопывает обратно в один объект, если все куски совпали. Умрёт сам, когда провайдер починит сериализацию.

А через 43 минуты после сноса той регулярки я сделал ровно обратное движение и вернул в код детерминированную блокировку delete_file и move_file, тот самый флаг blocked_in_model_loop из начала статьи. Причина в коммите: до этого оба инструмента запрещались только инструкцией в системном промпте, а инструкция обходится prompt injection. Там, где речь про безопасность, промпт оказался негодной заменой коду.

А что я бы трогать не стал, даже зная про build to delete? Границы прав и песочницы. Контракт событий, на котором держится наблюдаемость. Возможность сменить модель под капотом. Эти ставки описывают устройство системы вокруг модели, и с сильной моделью они только важнее. Чем больше агент способен сделать сам, тем дороже обходится отсутствие границ. Вот по этой линии я и предлагаю выбирать обвязку: всё, что компенсирует сегодняшнюю глупость модели, считайте временным; всё, что задаёт границы и контракты, считайте несущим.

Я начинал с того, что застрял на паре узлов и полез внутрь чужих обвязок, чтобы просто понять, как там всё устроено. Понял я, в общем, неожиданное. Обвязку нельзя осмыслить как застывшую вещь, у неё нет правильной финальной формы. Она дышит вместе с моделью: то, что сегодня несущая балка, через два сильных релиза окажется лишней подпоркой, и весь фокус в том, чтобы заранее знать, что у тебя балка, а что подпорка. Хороший вопрос к любой строчке своей обвязки звучит так: я делаю это за модель потому, что она не может, или потому, что не могла вчера?

Исходники показывают, какие ставки сделаны, но молчат о том, во что они обходятся в деньгах. Меня это грызло всё время, пока я писал, так что я собрал стенд и померил: четыре задачи, семь связок харнесс × модель, 56 прогонов. Про это будет следующая статья.

Оставайтесь любопытными.

Пишу об искусственном интеллекте, языковых моделях и инструментах для разработчиков. Тестирую модели и сервисы на реальных задачах, а выводами делюсь в телеграм-канале.

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18 июл. 2026 г.

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14.06.26 15:37 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
14.06.26 16:34 Emmi Hakola

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
14.06.26 16:53 James willson

I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm
14.06.26 19:38 riley777

G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.
15.06.26 06:12 Evan Garrison

When investing in staking platforms, proceed with caution. If your funds are stolen by a fake staking pool, the experience can be very frustrating. Rather than giving in to frustration, it's important to act quickly to improve your chances of recovering your money. Unfortunately, many victims never get their money back because scammers are often in another country or using fake identities. However, in some cases, tracking the funds is easier, especially for smart contract forensics specialists. I lost €18,500 to StakeKing. FundsRetriever found a backdoor in the contract and recovered my stake. Contact [email protected], WhatsApp +1(603)5121(448), or Telegram FUNDSRETRIEVER for assistance.
15.06.26 06:25 Glenn robble

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:34 Sallymarch

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:38 Sallymarch

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:41 Ewaguz

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 12:49 Jason

Did a scammer take your money? Fake loan, crypto fraud, romance trap, phishing—they count on you feeling helpless. Prove them wrong. FundsRetriever recovers stolen digital assets fast. No upfront payment. Ever. Backed by the FBI, Interpol, and cybercrime units. Blockchain tracing, legal freezing, and full recovery—for Bitcoin, Ethereum, USDT, Ponzi schemes, you name it. Your move: get a free case review right now. Then forensics, legal action, and your funds back. ⏳ Time is everything. 📧 FUNDSRETRIEVER @ PROTON.ME 📞 +16035121448 (WhatsApp) 📱 Telegram: @FUNDSRETRIEVER
15.06.26 12:56 Hillary

As a blockchain forensic analyst, I’ve reviewed numerous recovery cases. Fundsretriever demonstrates proper on-chain tracing, evidence preservation, and legal coordination. Their methodology helped several of my clients retrieve stolen or stuck assets. Recommended for victims seeking verifiable solutions. 📧 [email protected] Telegram @FUNDSRETRIEVER WhatsApp +1 603 512 1448
15.06.26 13:03 Feliksa Stegniy

A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.
15.06.26 13:05 James willson

The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.
15.06.26 13:06 Tansy

Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448
15.06.26 13:08 Sarahy billy

A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm
15.06.26 13:12 Cole donald

"I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm
15.06.26 13:16 Meral Yetkiner

I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.
15.06.26 13:18 Silas Olsen

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]. They are a legitimate team that helps victims of online crypto scams using advanced tools.
15.06.26 13:59 Ewaguz

If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:16 Martina k.

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:18 Garrison Good

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:22 Sallymarch

Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:23 Glennrobble

If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:25 Evan Garrison

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:26 Ewaguz

That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 16:34 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
15.06.26 16:34 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
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 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
16.06.26 11:43 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
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 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
24.06.26 01:58 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
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
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
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

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
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

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
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

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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

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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]

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15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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