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End-to-End беспилотник на VLM в домашних условиях. Часть 2

Введение

Во второй части — практическая часть проекта: установка и первый запуск, эксперименты по созданию идеального промпта, а также попытки добавить «память» о прошлом шаге. Промпт теперь не содержит жестких инструкций поведения и работает быстрее! В конце - переход от симуляции к реальному роверу: сборка, настройка и проверка работы на железе.

Первая часть тут

А весь код тут

Установка и первый запуск на хосте

Установка происходит просто, командой ./host.sh устанавливается образ и запускается контейнер с Ubuntu 22.04 и ROS2 Humble. Далее в созданном контейнере нужно собрать пакеты ./b и активировать окружение . e:

./b && . e

Проверить работу симулятора и его связь с ROS2 можно, запустив управление с помощью клавиатуры:

ros2 launch robot sim_teleop.py

За контроль как виртуального, так и реального робота отвечает универсальный класс BaseDriver. Как было сказано в первой части, управление осуществляется командами, задающими постоянную скорость. Ее величину нужно подобрать под конкретного робота и тип поверхности. Самое главное - это сбалансировать скорость движения и скорость обработки кадра, чтобы робот не успевал уехать слишком далеко пока ждёт ответа на прошлый кадр. Если не получается достаточно уменьшить скорость (робот просто перестаёт двигаться), ограничиваем максимальное число тактов в ожидании команды max_steps_without_command.

Управление с VLM

Подготовка

Теперь настало время заменить ручное управление на команды визуально-языковой модели (VLM). Сперва нужно установить ollama и скачать нужную модель:

ollama run qwen2.5vl:latest

В последующие разы скачанная модель будет запускаться автоматически при старте автопилота. Как было сказано в первой части, оптимальным выбором стал qwen2.5vl:latest (7b), он стоит в launch-файлах по умолчанию.

За отправку запросов к ollama и обработку её сообщений отвечает нода vlm_control. В файле resource/vlm_prompt.txt записана управляющая инструкция (промпт), специально подобранный для 7b модели. Он загружается при старте ноды и его можно легко редактировать. Промпт вместе с кадром отправляется в модель, из полученного от модели ответа извлекается выбранная команда управления (если их несколько, то берётся последняя), команда отправляется роботу. Весь пайплайн одной командой:

ros2 launch robot vlm_control_sim.py

Чтобы показать, почему итоговый вариант промпта именно такой, рассмотрим еще несколько его вариантов, начиная с самого простого, постепенно добавляя нужные элементы.

Управление в один токен

Как известно, в авторегрессионных VLM основное время инференса тратится на генерацию ответа: каждый следующий токен вычисляется отдельным шагом декодера. В результате именно длина ответа, а не размер кадра или промпта, становится главным фактором задержки. По этой причине первое желание - генерировать ответ как можно короче, в пределе только управляющую команду:

You control a wheel robot.
Available commands to robot:
<FORWARD> - slowly go forward
<RIGHT> - turn right without moving
<LEFT> - turn left without moving
<BACK> - slowly go back
<STOP> - stay
Your goal:
Using available commands to correct your direction get close to WHITE BALL as much as possible and touch it.
What available command to choose to achieve the goal? Answer in short!

На симуляции, показанной ниже, видно, что в плане скорости удалось добиться поставленной цели - 2-3 кадра в секунду уже неплохо (см. счетчик в верхнем левом углу консоли). VLM отвечает одной лишь командой без генерации лишних токенов, как от нее и требовалось. Однако ответы модели совершенно бессвязные:

Управление одной командой
Управление одной командой

Цепочка рассуждений

А вот если позволить модели немного «подумать», можно получить более осознанное поведение. В нашем случае нужно просто убрать из промпта требование отвечать коротко:

You control a wheel robot.
Available commands to robot:
<FORWARD> - slowly go forward
<RIGHT> - turn right without moving
<LEFT> - turn left without moving
<BACK> - slowly go back
<STOP> - stay
Your goal:
Using available commands to correct your direction get close to WHITE BALL as much as possible and touch it.
What available command to choose to achieve the goal?

Избавившись от навязанных ограничений, модель qwen2.5vl начинает сама создавать цепочки рассуждений в процессе генерации ответа:

Управление через генерацию рассуждений
Управление через генерацию рассуждений

Ответы стали заметно длиннее, существенно снизилась скорость реакции. Но хорошо заметно, что у робота уже что-то начинает получаться. Он «осознает» происходящее и пытается справиться с задачей…но можно лучше!

Оптимальная инстукция

Здесь будет приведен финальный вариант промпта, который очень хорошо работает для данной задачи:

You control a wheel robot.
Available commands to robot:
<FORWARD> - slowly go forward
<RIGHT> - turn right without moving
<LEFT> - turn left without moving
<BACK> - slowly go back
<STOP> - stay
Your goal:
Using available commands to correct your direction get close to WHITE BALL as much as possible and touch it.
- Describe in new line started with ???: Where WHITE BALL located now relative to robot and what approximate distance to it?
- If you don't see WHITE BALL - move back.
- Answer in new line started with >>>: What available command to choose to achieve the goal?

Основное отличие - указание перед тем как дать ответ кратко описать сцену. Знаки вопросов при этом выполняют чисто техническую функцию, о которой будет рассказано ниже. Подсказка двигаться назад в случае если цели не видно - вспомогательный, но очень полезный функционал. Без него задача следования за целью выполняется, но при потере цели из виду робот просто останавливается. Символ «>>>» и дополнительные указания начинать с новой строки так же не являются обязательными, но, случайно или нет, с ними работает чуть стабильнее и быстрее. Почему? Это та самая необъяснимая «магия» промптинга, которая способна отбить любое желание с ним работать - каждое слово или символ могут полностью сломать поведение модели без какой либо логики и очевидных причин. Возможно, такая нестабильность конкретно в данной задаче - следствие попыток использовать очень короткие промпты, оптимальные с точки зрения скорости обработки и эффективности. Возможно я просто забыл в конце добавить слово «пожалуйста».

Но зато, посмотрите как четко и без прерываний робот справляется с задачей (видео ускорено):

Оптимальный промпт
Оптимальный промпт

Ответы компактные, но содержат всё необходимое для принятия правильного решения.

Подсказка ехать назад при потере объекта из вида также хорошо работает, не мешая основной логике:

Простой поиск объекта
Простой поиск объекта

К сожалению, провести аккуратное «ablation study» и честно оценить вклад каждой строки/формулировки промпта не получилось: модель слишком чувствительна к мелким правкам текста. Это в целом типичный эффект для глубокого обучения — небольшие изменения входа могут заметно менять выходной сигнал. В компьютерном зрении похожая чувствительность проявляется, например, когда слабый шум изображения приводит к заметным колебаниям координат боксов детектора (YOLO) или границ сегментационных масок. У языковых моделей вход дискретный (токены вместо пикселей), но принцип тот же: одна «невинная» правка в промпте способна заметно перестроить траекторию генерации и как следствие, итоговый ответ. Тем не менее, я вкратце приведу базовое описание работы VLM, которое в целом объясняет полученные результаты.

Интерпретация результатов

Проведённые эксперименты - это наглядная демонстрация сразу двух тесно связанных феноменов: обучения по контексту (in-context learning, ICL) и цепочки рассуждений (chain of thought, CoT) как частного случая ICL.

Иными словами, у универсальной большой VLM нет явно выученной функции вида «картинка → команда», как это бывает в специализированных end-to-end моделях управления. Зато в процессе обучения в её параметрах закрепились более общие и декомпозированные знания, распределённые между модальностями:

  • в визуальной части — навыки восприятия, например задачи вида «обнаружь объект на изображении», «определи его положение в кадре», «опиши сцену»;

  • в языковой части — абстрактные правила и причинно-следственные зависимости, такие как «если цель находится слева — следует повернуть налево», «если это препятствие — лучше объехать его справа».

Когда мы заставляем модель отвечать на эти вопросы последовательно, мы фактически вынуждаем её разложить исходную задачу управления на несколько более простых подзадач: сначала восприятие и интерпретация сцены, затем — выбор действия на основе описанных правил. Соответствующие знания из визуальной и языковой подсистем не используются напрямую, а извлекаются в виде сгенерированных токенов, которые помещаются в общий контекст модели.

Далее, благодаря авторегрессионной природе генерации, эти токены начинают влиять на последующие шаги вывода. Модель использует собственные промежуточные результаты как входные данные для следующих предсказаний и тем самым совместно обрабатывает визуальную информацию и логические правила. В результате сложная задача «восприятие → решение → действие» сводится к последовательному решению элементарных шагов — предсказаний следующего токена.

Добавление информации о прошлом состоянии

До сих пор оставалась нереализованной одна «тудушка» из первой части - грамотное подключение истории состояний робота в тело промпта. Очередной "подход к снаряду" привел к более-менее рабочему варианту.

Неожиданная трудность, с которой пришлось столкнуться состояла в том, что при наивной реализации, когда весь предыдущий ответ модели или даже несколько таких подгружались прямо в промпт, это приводило к полной потере работоспособности - константный ответ при любой картинке на входе. Модель как будто переставала понимать, что от нее просят. Даже при специальных выделениях части с историей состояний и указаний на нее в промпте.

Решение простое - брать только самую нужную информацию: прошлое описание сцены и выбранную команду. С командой всё просто - её мы и так сами выбрали перед отправкой к роботу. Будем добавлять её в начало промпта на каждом следующем шаге с подписью, чтобы модель поняла что там ей подсовывают:

if self.add_last_command:
  prompt = f"Last step command: {self.history[-1]['last_command']}" + "\n" + prompt

Результат примерно такой: информация только об одной принятой моделью прошлой командой особо ей не помогает в принятии решений, а в текущей реализации даже мешает - появились ненужные остановки:

Промпт с информацией о прошлой команде
Промпт с информацией о прошлой команде

Почему изначальное поведение так сильно ломается сказать затрудняюсь, были опробованы разные несложные варианты, в том числе попросить модель проговорить самой свое прошлое движение, чтобы потенциально лучше его обработать в цепочке рассуждений.

Чтобы выделить в ответе модели описание сцены на прошлом шаге простой эвристики недостаточно. К счастью можно просто попросить модель сделать это самой в рамках её же ответа. В промпте для этого есть такой спецсимвол «???» (см. метод parse_scene_description). Краткое описание предыдущей сцены так же подается в начало промпта со специальной пометкой:

if self.add_last_scene:
  prompt = f"Last step scene: {self.history[-1]['last_scene']}" + "\n" + prompt

Любопытно, но эффект еще хуже чем при добавлении последней команды, робот просто не может думать:

2691845633df9ea0959991d61a65375a.gif

Хотя казалось бы, дополнительная информация в любом виде должна помогать принимать правильные решения. Учитывая то, насколько непредсказуемым бывают те или иные правки в промпте, можно предположить, что при должном терпении и здесь можно найти рабочий вариант.

Про интерпретируемость VLM

Когда речь заходит о VLM, иногда звучит тезис (который и я пару раз слышал): их ключевое преимущество над «классическими» моделями зрения — способность объяснять свои решения, а значит они уже не «чёрные ящики». Здесь важна оговорка: модель не извлекает из себя скрытую «причину» решения — она генерирует правдоподобный текст про решение. Такое объяснение часто полезно как подсказка, куда смотреть и что проверить, но оно не гарантированно верно причинно: это может быть постфактум-рационализация, подогнанная под запрос и стиль промпта. Поэтому полностью интерпретируемой модель не становится, и иногда самым честным ответом на «почему?» остаётся просто «потому», даже если поверх этого можно придумать красивую историю.

Ниже пара показательных примеров. В промте была просьба сначала подробно описать возможные последствия выбора каждой из команд и на основе этих рассуждений принять решение. Как видно из логов, подобные объяснения не сильно помогают понять причину неудачи. На первом кадре модель почему-то решила, что ехать прямо - значит удаляться от объекта:

Робот неверно понимает логику движения
Робот неверно понимает логику движения

На втором кадре странная логика поворота вправо при расположении объекта слева:

Еще одна ошибка интерпретации в целом правильно распознанной сцены
Еще одна ошибка интерпретации в целом правильно распознанной сцены

Сборка робота

Платформа

В качестве платформы был выбран Waveshare 4WD rover. Классно выглядит, неплохо ездит, батарея вроде неплохая. Возможно лучше было поискать что-то еще проще, потому что этот ровер, например, всегда держит wifi точку доступа с одним открытым адресом для управления им через браузер - бесполезный функционал, запускает по умолчанию демо-скрипт,

Камера

Широкоугольная камера имеет угол обзора в 126 град. и это то что нужно, меньше не берите. Для таких камер часто надо докупать шлейф, потому что в 5-ой версии RaspberryPi уменьшили ширину гнезда для шлейфа камеры (зато их стало два).

Допники

Радиатор лучше брать родной, он не загораживает собой отверстия для монтажа платы.

Настройка робота

OC

Настройка самого робота будет зависеть от конкретной модели. Например, для waveshare ровера сначала нужно вручную отключить запускаемый при старте python-процесс, блокирующий камеру (официальная инструкция).

Настройка мини-ПК RaspberryPi (так же см. репозиторий) начинается с установки на нее Raspberry Pi OS. Я ставил bookworm версию, на всякий случай сохранил образ ТУТ.

Контейнер ROS2

После этого в домашнюю директорию нужно склонировать репозиторий и установить докер-контейнер с ROS2:

bash robot.sh

Первый запуск будет долгим, потому что скрипт пойдет настраивать драйвера для pi-камеры. Они легко ставятся в нативную Raspberry Pi OS, а вот в контейнер с обычной Ubuntu сделать это оказалось непросто. Пришлось собирать на месте из исходников. После завершения установки останется собрать внутри контейнера пакет robot и активировать среду двумя быстрыми командами:

./b && . e

Чтобы проверить работу камеры можно воспользоваться скриптом, который либо выведет окно, либо сохранит кадры в png-файлы:

python3 tools/picamera_test.py

Замечние: по умолчанию скрипт robot.sh создает контейнер без проброса X. Если RaspberryPi подключен к монитору, то можно поменять последний флаг на True в robot.sh:

./build_and_run.sh ros:humble-ros-base camerabot camerabot false true

Далее пересоздать контейнер.

Базовые проверки

Теперь можно проверить связь между роботом и хостом:

  • на хосте: ros2 run robot listener

  • на роботе: ros2 run robot talker

Если в консоли робота видны сообщения с хоста, то всё хорошо, можно поуправлять роботом с камерой с помощью кнопок.

  • на хосте: ros2 launch robot robot_teleop.py

  • на роботе: ros2 launch robot sensing_control.py

Запуск робота с VLM

Если все описанные выше шаги были успешно пройдены, то ровер поедет и с VLM:

  • на хосте: ros2 launch robot vlm_control_ugv.py

  • на роботе: ros2 launch robot sensing_control.py

Запуск в реальности
Запуск в реальности

Заключение

В заключение — несколько оговорок. Выводы, сделанные на основе проведённых опытов, не претендуют на универсальность: другие модели могут вести себя существенно иначе. Кроме того, при запуске даже одной модели на разных видеокартах уже наблюдалась заметная разница в поведении. Также замечу, что несмотря на продолжительный опыт работы с беспилотниками, за VLM берусь впервые, так что надеюсь на любую конструктивную обратную связь).

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 04.08.26 11:05 Kisnoles

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

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  • 23.08.26 20:02 leslieyee

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  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

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

  • 11.10.26 03:04 Patricia014

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

  • 12.10.26 19:34 lydiassmith567

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

  • 12.10.26 19:34 lydiassmith567

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

  • 13.10.26 14:14 lisalisa22

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

  • 13.10.26 14:14 lisalisa22

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

  • 17.10.26 12:58 melissathomason573

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

  • 17.10.26 12:58 melissathomason573

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

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