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Н Новости

Stable Diffusion: text-to-person

Многие из вас сталкивались со Stable Diffusion и знают, что с помощью этой нейросети можно генерировать разнообразные изображения. Однако не всем интересно создавать случайные картинки с кошкодевочками, пускай даже и красивыми, и всем прочим. Согласитесь, было бы гораздо интереснее, если бы можно было обучить нейросеть создавать изображения... нас самих? Или наших любимых актёров и музыкантов? Или наших почивших родственников? Конкретных людей, в общем, а не какие-то собирательные образы из того, что было заложено при обучении нейросети. И для достижения этой цели нам потребуется обучить некую модель. Этим мы и займёмся, пытаясь определить наиболее оптимальный воркфлоу и максимально его автоматизировать.

В итоге эта задача сводится к нескольким подзадачам:

подготовка датасета для обучения модели;
непосредственно обучение модели;
генерация изображений с применением обученной модели и автоматизация этого процесса для получения максимально разнообразных результатов.

Примечание

Это русскоязычная и более краткая версия моего же гайда с GitHub, который там оформлен в формате wiki. Основная разница заключается в том, что в оригинале присутствует суммарно несколько сотен графиков и сеток от 1x4 до 17x21 изображений в разрешении 768x768, благодаря которым производилось сравнение разных значений разных параметров при обучении модели. Чтобы хоть кто‑то дочитал этот гайд и не умер от обилия изображений, я решил сократить часть со сравнением, оставив лишь итоги и по минимуму лишних картинок, так что самые интересующиеся могут проследовать в оригинал!

Примеры результатов

Прежде чем мы пойдём дальше, имеет смысл продемонстрировать, каких вообще результатов можно добиться.

Примеры

Данила Поперечный | Все примеры

Карина Истомина | Все примеры

Лана Дель Рей | Все примеры

Скриптонит | Все примеры

Отдельно стоит отметить, что это результаты, сгенерированные уже прошлым поколением text-to-image нейросетей на базе модели Stable Diffusion 1.5 (SD1.5). Текущее поколение нейросетей на базе модели Stable Diffusion XL (SDXL) показывает совершенно другой уровень качества, однако они гораздо более требовательны к железу и алгоритмы их обучения и генерации изображений с их помощью на текущий момент и близко не оптимальны, поэтому лезть туда сейчас могу посоветовать исключительно энтузиастам. Лично я уже устал с ними бороться, так что пока занял выжидательную позицию. Тем не менее не будет лишним продемонстрировать, что могут и они.

Карина Истомина | Все примеры

Это результаты с применением базовой SDXL модели и LoRA модели, обученной на её основе. В то же время базовая SD1.5 модель выдаёт что-то абсолютно неприличное.

Страшно представить, что будет дальше, ведь между SD1.5 и SDXL прошло меньше года. Однако стоит отметить, что обучение моделей на базе SDXL по своей сути принципиально ничем не отличается от обучения моделей на базе SD1.5, так что всё, что мы будем разбирать дальше, применимо и к ним.

Подготовка датасета

Для обучения модели потребуются фотографии нужного человека в количестве от 10-15 штук и до бесконечности. Наиболее адекватный диапазон - 15-30 фотографий.

Очень важно, чтобы на фотографиях был только один человек.
Чем фотографии качественнее и чем более читаемое на них лицо человека, тем лучше.
Датасет должен быть разнообразным: разный свет, разное окружение, разные позы, разное положение лица. Чем меньше в нём разнообразия, тем более зашоренной может получиться итоговая модель.
Внешность человека на фотографиях должна быть более-менее стабильной и консистентной: где-то толстый, где-то худой - нехорошо; где-то молодой, где-то старый - нехорошо; где-то есть тату на лице, где-то нет - нехорошо. Очень часто при просмотре соцсетей некоторых людей (чаще всего девушек) возникает ощущение, что на фотографиях запечатлён не один человек, а пяток разных. Учитывая, что мозг человека фактически так же представляет собой нейросеть и он не в состоянии обобщить полученную из таких фотографий информацию, создав единый целостный образ персонажа, это серьёзный звоночек, говорящий о том, что и обученная на таком датасете модель может выдавать противоречивые результаты.
Также настоятельно рекомендую обрезать фотографии до соотношения сторон 1:1.

В общем, в случае с датасетом целиком раскрывается концепт garbage in, garbage out. Датасет влияет на результат даже сильнее, чем большинство параметров обучения модели, так что отнеситесь к нему серьёзно, если хотите получить что-то качественное на выходе. Однако в качестве пробы пера вы можете обучить модель просто на всех приличных фотографиях, что у вас есть. В половине случаев меня удовлетворяли и такие результаты.

Взглянем на выборки из датасетов, на которых получились изображения из примеров выше.

Примеры

Данила Поперечный | Больше примеров

Карина Истомина | Больше примеров

Лана Дель Рей | Больше примеров

Скриптонит| Больше примеров

Как вы могли заметить, в половине из этих датасетов я нарушил правила, которые описывал вам, однако результаты вышли, как минимум, неплохими!

Спойлер

Так как сравнительная часть гайда будет опущена, я сразу продемонстрирую, какие результаты и на каком датасете были получены в итоге. В качестве персонажа была взята Билли Айлиш.

Результаты | Больше примеров

Датасет | Больше примеров

Результаты получились довольно похожими и качественными, несмотря на то, что в датасете невероятный разброс во внешности! Лучше, конечно, брать кого-то с более стабильной внешностью...

Обучение модели

Сначала небольшое терминологическое уточнение. Так как моделями называют всё подряд, во избежание пересечения терминов дальше терминология будет такая: что генерирует изображения - чекпойнт (checkpoint), как в англоязычных источниках, а что мы обучаем - модель, или же лору (LoRA).

Суть лоры сводится к тому, что при генерации изображения она между слоями нейросети добавляет свои дополнительные слои. И что же делают эти дополнительные слои?..

Мы можем сгенерировать изображение случайного человека. Это базовое изображение. Если к промпту мы добавим лору, тогда это базовое изображение претерпит некоторые преобразования. Например, изменится стиль изображения или внешность человека приобретёт черты того, на ком была обучена лора.

Базовое изображение и то же изображением с применением лоры Ланы Дель Рей

Важный плюс, который очень сильно сыграет нам на руку, - можно обучить лору на любом чекпойнте и потом применять её ко всем чекпойнтам той же структуры. То есть обучили модель на любом чекпойнте на базе SD1.5 - можете применить ко всем чекпойнтам на базе SD1.5, аналогично для SDXL и прочих. Не на всех чекпойнтах результаты будут качественными, но технически всё будет работать.

Основы обучения

Для обучения советую использовать Kohya's GUI, который представляет из себя GUI для скриптов Kohya SS. Установка не представляет из себя ничего сложного, вы справитесь! Если у вас слабая видеокарта, то вместо локальной установки можете воспользоваться сервисами вроде Google Colab и RunPod. К сожалению, я ими не пользовался, так что помочь тут не смогу.

Пока пройдёмся по самым базовым вещам в настройках.

Source Model

Здесь вы можете загрузить и сохранить JSON конфиг для модели. В Model Quick Pick нужно выбрать чекпойнт, на котором модель будет обучаться: либо один из предложенных, который автоматически загрузится, либо custom, к которому вы можете указать путь. В каком формате сохранять результат, в целом не имеет значения, но если скачиваете модели или чекпойнты из непроверенных источников, то лучше скачивать в safetensors, так как ckpt может содержать в себе вредоносный код. Чекбоксы нужны для обучения моделей на базе SD2.0, SD2.1 и SDXL и нам не потребуются.

Folders

Output Folder - путь к папке, в которую будет сохраняться результат. Logging Folder - путь к папке, куда будут сохраняться логи обучения. В отличие от многих логов, это действительно полезные логи, которые вы сможете посмотреть, нажав на кнопку Start Tensorboard, после чего откроется окно с графиками различных параметров вашей модели. Model Output Name - название файла с моделью, по которому вы сможете использовать её при генерации изображений.

Image Folder - путь к папке с папками с изображениями для обучения. Regularisation Folder - путь к папке с папками с изображениями для регуляризации, по поводу их назначения пока не задумывайтесь. Последние две папки не такие простые, как кажется. Рассмотрим их отдельно, воспользовавшись встроенным инструментарием для подготовки папок. В дальнейшем вы можете делать это вручную.

Class Prompt - это класс сущности, на которой будет обучаться модель (man, woman, cat). Тогда как Instance Prompt - это уникальный токен модели. Очень важно, чтобы это было какое-то сочетание символов, не имеющее смысла в английском языке, иначе вместо обучения нейросети чему-то новому вы попытаетесь перезаписать её понимание указанного слова, что, скорее всего, приведёт к непредвиденным результатам. Я использую разные сочетания из 3-4 букв для каждой модели, но можно также использовать и цифры. Многие люди используют сочетание ohwx, одинаковое для всех моделей. Вместе Instance Prompt и Class Prompt образуют своеобразный Trigger Prompt, который необходимо добавлять в промпт при генерации изображений с применением обученной лоры.

Training Images - путь к папке с изображениями для обучения модели. Repeats - это количество изучений каждого из этих изображений в ходе одной эпохи обучения. Соответственно, эпоха представляет из себя изучение каждого изображения Repeats раз. Но если указать путь к папке с регуляризационными изображениями, смысл которых мы обсудим позже, в ходе эпохи будут изучаться также и они.

Destination Training Directory - путь к папке, куда по нажатии кнопки Prepare Training Data будут скопированы все тренировочные и регуляризационные изображения, также там будет создана папка для логов. Кнопка Copy Info to Folders Tab скопирует пути к этим папкам во вкладку Folders, откуда мы изначально и пришли. Если теперь вы откроете папку img по указанному пути, то увидите внутри неё папку с названием вида <repeats>_<instance prompt> <class prompt>, а в reg - папку с названием вида <repeats>_<class prompt>.

Сравнение - теория

В большинстве гайдов авторы просто называют якобы лучшие значения параметров. Я так не могу, я им не верю. Однако из-за сокращения сравнительной части мне в итоге тоже придётся просто назвать вам лучшие значения параметров... Хотя даже в таком сжатом формате я постараюсь максимально это обосновать. В общем, из-за своей недоверчивости я потратил больше сотни часов только на обучение моделей и генерацию изображений, чтобы получить наглядные результаты, которыми можно делиться и которые можно воспроизвести. Напомню, что их вы можете оценить в оригинале.

За основу для сравнения я взял модель, которую в дальнейшем буду называть базовой, натренированную на эмпирически определённом и частично нагугленном наборе параметров, смысл далеко не каждого из которых мне был понятен на момент начала написания этого гайда, однако результаты на нём получались стабильно хорошими. Тогда я не знал, что они могут быть ещё лучше.

Мы пробежимся по большинству параметров из GUI: некоторые из них участвовали в сравнении и они так или иначе влияют на результат, некоторые не участвовали, потому что либо нужны не всегда, либо их достаточно задать один раз и больше не менять. Оставшиеся нерассмотренными параметры вам вряд ли потребуется трогать, однако обо всех-всех параметрах вы можете почитать в документации Kohya's GUI.

Учитывая комплексность темы и взаимосвязанность практически всех терминов и параметров, сначала обсудим основные из них.

Мы будем обучать стандартную LoRA модель, она же LoRA for Linear Layers, однако есть и другие типы этих моделей, разработанные проектом LyCORIS. Некоторые из них больше подходят для обучения конкретному стилю, а не персонажу, другие подходят для более специфичных задач. В моих опытах и гайдах, которые я читал, они не превосходили по качеству стандартные модели. Учитывая, что все они также требуют разной настройки, для упрощения сравнения они были опущены.

Следующим важным параметром, который также требует собственной настройки и напрямую влияет на качество результата, является оптимайзер. Оптимайзер отвечает за поиск наилучших значений параметров обучаемой модели. В общих словах оптимайзеры различаются алгоритмами поиска этих наилучших значений. Также есть две большие группы оптимайзеров: адаптивные и неадаптивные. Первые динамически меняют Learning Rate (LR) на основе разных параметров, тогда как вторые используют постоянный LR. Сам же LR, грубо говоря, отвечает за силу обучения модели. Если провести параллель с жизнью, то с низким LR вы можете весь семестр готовиться к экзамену, постепенно изучая тему за темой, а с высоким LR можете за ночь перед экзаменом выучить всё. В теории результат в обоих случаях будет один. В итоге, чтобы явно не задавать этот критически важный параметр руками, за основу был взят адаптивный оптимайзер DAdaptAdam, который как хорошо показывал себя в моих предыдущих экспериментах, так и в целом часто рекомендуется.

Отдельно отмечу, что Seed (сид) у всех обученных моделей, участвующих в сравнении, был одинаковым, чтобы на результаты меньше влияла случайная составляющая.

Раз я не могу показать вам сами сравнения целиком, давайте хоть объясню, что в них происходило. Сравнения проводились с использованием графиков из Tensorboard, которые находятся в логах, и сеток из изображений в разрешении 768x768 непосредственно из Stable Diffusion.

Графики

DLR(step)

Как выяснилось, несмотря на отсутствие необходимости вручную задавать LR, в адаптивных оптимайзерах всё равно необходимо следить за динамическим LR (DLR). Его начальное значение задаётся параметром оптимайзера d0, то есть обучение во всех случаях начинается с этого значения DLR. По умолчанию оно равно 1e-6, или 0.000001.

Step - это проход по Batch Size изучаемых изображений один раз.

Таким образом, этот график показывает, как сила обучения модели меняется в процессе её обучения.

Loss(epoch)

Loss - это неточность воспроизведения изучаемых изображений.

Epoch - это проход по всем изучаемым изображениям Repeats раз.

Таким образом, этот график показывает, как меняется схожесть с персонажем в процессе обучения. Однако его не имеет смысла оценивать вне контекста, так как изменение loss не обязательно имеет явное позитивное или негативное влияние на результат, так что он учитывался лишь при формировании вывода по параметру.

Сетки

Изображения для сеток генерировались при помощи чекпойнтов Dreamshaper 8 (DS) и Epic Realism - Pure Evolution V1 (ER). Первый отвечает за графику, а второй - за реализм.

В ходе обучения можно сохранять модель каждые N эпох или шагов, что можно использовать, чтобы оценить, как быстро и хорошо модель учится.

Итак, большую часть времени на каждом из чекпойнтов получалось 3 сетки:

фиксированный сид, простой промпт - по 1 изображению на моделях, сохранённых через каждые 10% обучения;
фиксированный сид, сложный промпт - по 1 изображению на моделях, сохранённых через каждые 10% обучения;
случайный сид, случайный промпт - по 9 изображений на полностью обученных моделях.

Фиксированный сид значит, что базовое изображение в этих сравнениях не изменяется. Это позволит проанализировать, как эти одинаковые во всём гайде изображения реагируют на лору с разными параметрами.

Изображения со случайным сидом нужны для более честного сравнения, потому что в силу разных обстоятельств и моей предвзятости может получиться так, что с фиксированным сидом наилучшие результаты получаются только на базовых настройках. Чтобы этого избежать, в сравнение и добавляются полностью случайные изображения. Прям вот вообще случайные. Даже самые неудачные варианты я не удалял.

Простой промпт - это (masterpiece:1.3), portrait, closeup. С таким промптом модель просто попытается скопировать внешность персонажа без лишней отсебятины. Этот промпт одинаковый для обоих чекпойнтов.

Сложный промпт - это (masterpiece:1.3), portrait, closeup, lavander field, sunrise, pink shirt для ER и (masterpiece:1.3), portrait, closeup, green mountains background, japan street, black hoodie для DS. С подобным промптом можно проанализировать, как модель воспроизводит персонажа в контексте, который не присутствует в изначальном датасете.

Случайные промпты помогут проанализировать, как модель ведёт себя в полностью случайном контексте. Сами промпты в этом случае не имеют особого значения, так как результаты рассматриваются лишь в контексте сравнения с результатами базовой модели.

Длинная картинка

К концу оригинального сравнения меня немного понесло и я использовал несколько другие сетки, но там это было оправдано. Тем не менее основная часть сравнений проходила на основе графиков и сеток, описанных выше.

Сравнение - параметры

Итак, теперь, когда вы примерно понимаете, как я проводил сравнения, можем перейти непосредственно к итогам сравнений и обзору основных параметров. Мы пойдём по ним в том порядке, в котором они расположены в Kohya's GUI.

Model Quick Pick | Regularisation

Итак, Model Quick Pick - это параметр из вкладки Source Model, он же путь до чекпойнта, на котором обучается модель. Если с его назначением всё ещё более-менее понятно, то что за регуляризация? В общем, во вкладке Folders можно указать Regularisation Folder, то есть путь к папке с подпапками с регуляризационными изображениями. Я их заботливо сделал для вас. Нужно указывать путь к корневой папке man или woman в зависимости от того, чью модель вы обучаете.

И всё же что это такое и как оно работает? Честно говоря, я так и не смог найти более-менее понятное и достаточно техническое объяснение. Но суть сводится к тому, что вместе с нашими изображениями из датасета модель изучает и изображения с классом того, что изучается. То есть обучаем модель на фотографиях нашей woman - условной Билли Айлиш, а параллельно кормим её фотографиями случайных woman. В итоге она лучше понимает, что такое woman в принципе, а потому лучше генерирует и Билли Айлиш.

Раньше считалось, что в качестве регуляризационных изображений лучше использовать изображения, созданные на том же чекпойнте, на котором модель обучается. Зачастую это ужасно кривые и страшные изображения. Просто посмотрите на эту жесть. Однако не так давно стала мелькать мысль о том, что лучше использовать настоящие фотографии. Я экспериментатор, я собрал фотографии с бесплатной лицензией на Unsplash и использовал их в качестве регуляризационных изображений наряду с изображениями из разных чекпойнтов, включая SDXL. Собственно, модель с настоящими фотографиями с Unsplash субъективно победила в сравнении. Рекомендую!

Что же касается чекпойнта... Вы можете подумать, что лучше всего обучать модель и генерировать изображения на одном и том же чекпойнте. К сожалению, это практически всегда не так. Вы также можете подумать, что тогда лучше всего для обучения использовать базовый чекпойнт - SD1.5. И хотя это неплохо работает в случае с SDXL, но в случае SD1.5 результаты получаются слишком неоднозначными. Хотя выходят самые сочные цвета и самая высокая совместимость со всеми прочими чекпойнтами, сходство с обучаемым человеком присутствует лишь поверхностно. Результат получается таким, как будто мы обучили плохого близнеца. Я даже вам покажу!

Вроде бы, поверхностное сходство есть, волосюшки там и всё такое, но на самом деле получается другой человек.

А самые хорошие результаты получаются на других чекпойнтах. Один из них - это Realistic Vision 2.0. Именно 2.0, а не какая-то более поздняя версия. Изображение с примением модели на его основе как раз и представлено на картинке слева. И если я ещё могу предположить, почему он даёт такие хорошие результаты, то вот в случае со вторым чекпойнтом у меня нет практически никаких предположений. Второй - это 2.8D STABLE BEST VERSION. Фактически это какой-то нонейм чекпойнт, который почти случайно я добавил в сравнение, но он уничтожил почти всех. Опять же, добавлю немного примеров! Он везде крайний справа.

Примеры

Не везде он выдал идеальные результаты, но в сравнении это выглядит практически идеально. Изначально сравнение состояло почти из 20 чекпойнтов, так что пришлось постараться.

Итак, обязательно используйте регуляризационные изображения! И обязательно используйте в качестве них настоящие фотографии! Их тоже для пущего спокойствия лучше обрезать до соотношения сторон 1:1. Несмотря на то, что их использование увеличивает количество шагов в эпохе и, как следствие, время обучения модели в 2 раза, вы в итоге всё равно выигрываете во времени, потому что из результатов вместо 95% брака вам придётся отсеивать 75% брака. Количество качественных результатов растёт в разы!

Что же касается чекпойнта, то я рекомендую натренировать по модели на каждом из них. В таком случае с помощью этих двух моделей вы сможете генерировать изображения практически на всех существующих чекпойнтах. Модели на Realistic Vision 2.0 лучше совместимы с чекпойнтами, которые также генерируют реализм, тогда как модели на 2.8D STABLE BEST VERSION лучше совместимы с чекпойнтами, которые генерируют графику. Но некоторые совместимы с обоими типами, а некоторые совместимы наоборот. В общем, однозначной логики здесь нет, так что тренируйте по модели на каждом!

#UPD: в ходе дополнительных экспериментов с разными датасетами у меня многократно возникли ситуации, когда модель на 2.8D STABLE BEST VERSION была несовместима почти со всеми чекпойнтами, тогда как модель на Realistic Vision 2.0 была совместима почти со всеми. Однако всё же бывали и исключения. В общем, советую начинать именно с модели на Realistic Vision 2.0 и дальше смотреть по ситуации.

LoRA Network Weights

Если ваша модель вышла недоученной или по какой-то причине обучение прервалось, здесь вы можете указать модель, которая будет выступать отправной точкой при текущем обучении. Отдельно отмечу, что обучить модель на 10 эпохах и обучить модель на 5 эпохах, потом дообучив ещё на 5 эпохах, - это почти всегда не одно и то же.

Batch Size

Этот параметр определяет количество изображений, изучаемых одновременно, как следствие уменьшая общее количество шагов обучения в Batch Size раз и сокращая общее время обучения. Желательно, чтобы он был кратен количеству изображений в датасете или количеству их изучений.

Вот как его изменение влияет на время обучения и потребление VRAM:

1 - 26 min, 8.2 Gb;
3 - 17 min, 9.2 Gb;
11 - 15 min, 13.3 Gb.

Повышение на 1 повышает потребление VRAM примерно на 0.5 Gb. Однако повышать до упора, пока не упрётесь в предел по VRAM, нет смысла, так как в один момент наступает точка, после которой время обучения уже не падает, а потребление VRAM всё так же растёт, и если у вас много VRAM, то эта точка может наступить относительно рано.

Бытуют мнения, что при использовании значения больше 1 результат получается сравнительно хуже. В определённых случаях так и есть, однако в нашем случае умный оптимайзер подкручивает DLR таким образом, чтобы модель всегда успешно училась, из-за чего разница в качестве результатов получается минимальная.

DLR(step)

Loss(epoch)

Как итог, следует начать с 1 и поэтапно увеличивать, определив ту самую точку, начиная с которой повышение скорости обучения пропадает. Скорее всего, это будет значение в диапазоне от 2 до 5. Я использую 3.

Save Every N Epochs | Save Every N Steps

По умолчанию сохраняется только полностью обученная модель. С помощью этих параметров вы можете сохранять модель каждые N эпох или шагов. Это удобно, потому что в итоге можно выбрать лучшую из нескольких моделей. И если модель переучилась, вы можете взять более старую. Я рекомендую сохранять модель минимум каждые 10% обучения.

Epoch | Total Steps | Repeats

Количество эпох, общее количество шагов и количество изучений каждого изображения рассмотрим бок о бок.

Вспомним некоторые формулы.

$Epoch\ Steps = Image\ Count * Repeats$ $Total\ Steps = Epoch\ Count * Epoch\ Steps$

Также в формуле формально есть ещё Batch Size, но фактически он не изменяет общее количество шагов, а лишь утрамбовывает несколько шагов в один, так что его учитывать в дальнейших расчётах нет смысла.

Зато нужно учесть наличие регуляризационных изображений, которые, как я уже сказал, обязательно следует использовать! И необходимое их количество как раз и равно Epoch Steps. При использовании регуляризационных изображений получается так, что в ходе одной эпохи каждое изображение из датасета изучается Repeats раз (назовём это тренировочными шагами), а вместе с каждым таким изучением изучается одно регуляризационное изображение (назовём это регуляризационными шагами). Это приводит к тому, что количество шагов в эпохе и, как следствие, общее количество шагов увеличиваются в 2 раза, что повлияет на дальнейшую математику. И получается, что нужно какое-то ощутимое количество тренировочных шагов, чтобы могло использоваться достаточное количество регуляризационных изображений. Чем их больше, тем лучше. В разумных количествах.

Я насобирал 330 этих изображений, так что это наш воображаемый предел тренировочных шагов. Суммарно получаем 660 шагов в эпохе, что объективно много, но с учётом применения регуляризации всё же компромиссно. То есть мы определились с одним неизвестным - используем такое количество Repeats, чтобы за одну эпоху покрыть как можно больше из 330 регуляризационных изображений, то есть Repeats = math.floor(330 / Image Count).

Получается, фактически мы имеем одну переменную - количество эпох. И определить идеальное их количество достаточно проблематично, так что я всегда советую ставить с запасом.

Приведу немного грубых примеров:

10 изображений в датасете, 33 изучения, 6 эпох - 3960 шагов;
15 изображений в датасете, 22 изучения, 8 эпох - 5280 шагов;
30 изображений в датасете, 11 изучений, 10 эпох - 6600 шагов;
50 изображений в датасете, 6 изучений, 14 эпох - 8400 шагов.

В общем, суть в том, что при росте датасета нужно увеличивать общее количество шагов. Получается так, что количество тренировочных шагов у нас фактически постоянное. Изменяя количество изображений в датасете, мы изменяем общее количество изучений каждого из них. В итоге при достаточно большом датасете каждое изображение может изучаться недостаточное количество раз, что может как сыграть нам на руку, уберегая от переобучения модели, так и навредить, приведя к тому, что модель будет недоученной. А при достаточно маленьком датасете каждое изображение может изучаться слишком много раз, что может привести как к тому, что модель быстро обучится, так и к тому что она переучится, то есть эти изображения натурально запекутся в модели, из-за чего она будет воспроизводить только их.

Всегда есть ощутимый риск, что модель выйдет недоученной или переученной. Но этот эффект может проявляться очень случайно. Однако в любом случае ни недоученная модель, ни переученная - это не приговор. Недоученную можно доучить, в переученной можно выбрать более старые эпохи. Я бы даже сказал, что в любой модели нужно выбирать лучшие эпохи, а как это делать, я расскажу в блоке с генерацией изображений.

Caption Extension

Для каждого из изображений в датасете вы можете подготовить файл с ключевыми словами, в теории это должно помочь модели понять, что стоит изучать, а что нет. На практике в этом есть смысл только в том случае, если вы хотите обучить модель определённому стилю или обучить несколько разных персонажей за раз. В случае с одним персонажем модель и так прекрасно справляется.

В общем, по умолчанию это расширение caption. Если у вас нет таких файлов рядом с изображениями в датасете, то и использоваться ничего не будет.

Mixed Precision | Save Precision

Эти два параметра отвечают за формат представления чисел с плавающей точкой. Мы можем выбрать разные типы и для обучения модели, и для сохранения модели.

Числа с плавающей точкой состоят из 3 частей: знак, экспонента и мантисса. В зависимости от формата числа на экспоненту и мантиссу отводится разное количество бит:

fp32 - 8E, 23M;
fp16 - 5E, 10M;
bf16 - 8E, 7M.

При выборе формата bf16 или fp16 обучение модели проводится на смеси 32-битных и 16-битных данных, однако можно обучать модель исключительно на 16-битных данных, включив настройку Full fp16 Training или Full bf16 Training в зависимости от выбранного формата.

По итогам выяснилось, что использовать fp32 нет абсолютно никакого смысла, так как это очень сильно замедляет время обучения, также увеличивая потребление VRAM, но при этом никак видимо не улучшая результат. Что касается оставшихся двух вариантов, то bf16 поддерживается не на всех видеокартах. Если ваша видеокарта его поддерживает и при старте обучения не возникают ошибки, то советую использовать его. Если нет, то используйте fp16, разница всё равно практически нулевая. Также в случае bf16 можете включить Full bf16 Training, что слегка сократит потребление VRAM, однако, если её у вас с запасом, спокойнее этого не делать. Аналогичная настройка для fp16 почему-то не работает, полностью выключая обучение модели.

Seed

Сид позволяет зафиксировать некоторые случайные процессы при обучении. Некоторые, но не все. Если никакие настройки обучения не менялись и сид остался прежним, то повторное обучение даст вам копию ранее обученной модели. Но в некоторых случаях может и не дать. Если сид не указывать или указать не тот, что раньше, то модель обязательно получится другой. В общем, обязательно нужно ставить одинаковый сид, если вы планируете сравнивать несколько моделей. Если нет, то можно как указывать, так и не указывать.

Cache Latents to Disk

Перед началом обучения все участвующие в обучении изображения, включая регуляризационные, проходят некоторый этап подготовки, что занимает какое-то время. Чтобы в последующих обучениях с применением этих же изображений время на подготовку не тратилось, можно закешировать их на диске. Советую это сделать.

LR Scheduler

Scheduler определяет функцию изменения LR в процессе обучения. Вот как это может выглядеть.

LR(step)

Здесь вы можете наблюдать функции cosine, constant и polynomial. Какие-то более изысканные включать в сравнение я не стал. В общем, cosine и polynomial оказались практически идентичными, хотя вторую можно сконфигурировать и сделать не просто линейной.

Если взглянуть на график DLR(step), то можно заметить, что DLR сначала постепенно нарастает, а потом следует функции, определённой Scheduler.

DLR(step)

И тут же мы можем увидеть важный, казалось бы, плюс constant - в этом случае модель стабильно учится с одинаковой силой на протяжении почти всего обучения, тогда как в случае двух других функций обучение плавно затухает под конец. Можно подумать, что в этом случае результат получится лучше, однако на практике выходит иначе. И к тому же мы делаем наш оптимайзер глупее, фактически превращая его из адаптивного в неадаптивный. В общем, cosine выдаёт более стабильные и качественные результаты.

Optimizer

Хотя этот выбор мы уже обсудили, я всё равно провёл маленькое сравнение оптимайзера DAdaptAdam, который изначально был выбран, с оптимайзером Prodigy, который как бы считается его наследником. Существенной разницы я не увидел, так что всё же считаю, что лучше придерживаться изначального выбора.

Optimizer Extra Arguments

Здесь мы можем указать дополнительные параметры оптимайзера. Посмотреть возможные параметры можно, например, в документации по оптимайзерам.

Во-первых, это параметр decouple=True. Без него модель просто-напросто не учится.

Во-вторых, это параметр use_bias_correction=True. Без него модель учится, но может выдавать вот такие артефакты.

Почему в документации эти два параметра называются иначе, вообще не понятно ¯_(ツ)_/¯.

Также можно указать параметр weight_decay, который в теории должен помочь в борьбе с переобучением модели, однако на практике оказывает довольно слабое влияние. Тем не менее, значение в диапазоне от 0.01 до 0.60 хуже не делает, а я буду использовать промежуточное значение 0.20.

Таким образом, у нас получается строка вида decouple=True use_bias_correction=True weight_decay=0.20.

Learning Rate | Text Encoder Learning Rate | UNet Learning Rate

Что такое LR, мы уже разобрались. Документация выбранного оптимайзера настойчиво рекомендует использовать значение 1, пока у нас не возникают какие-то проблемы. Проблемы не возникают - мы используем 1. Такой же LR стоит указать и для Text Encoder и UNet - это два блока в архитектуре Stable Diffusion, в технический смысл которых мы не будем углубляться.

LR Warmup

Хотя документация Kohya's GUI говорит, что этот параметр влияет только на Scheduler constant_with_warmup, это не так. Если установить его в N%, тогда LR будет расти от 0 до 1 в течение N% обучения. Для 10% это будет выглядеть примерно так.

LR(step)

У нас умный оптимайзер, который самостоятельно разруливает всё, что связано с LR, посему не вижу смысла ему мешать. Устанавливаем в 0.

Max Resolution

Этот параметр отвечает за разрешение изображений, на котором будет обучаться модель. Крайне желательно, чтобы все изображения в датасете имели разрешение выше, чем указано здесь.

Вот какие разрешения я сравнивал и как они влияют на время обучения и потребление VRAM:

512x512 - 11 min, 8.6 Gb;
768x768 - 17 min, 9.7 Gb;
1024x1024 - 25 min, 10.9 Gb;
1280x1280 - 39 min, 13.1 Gb.

Изначально SD1.5 был обучен на изображениях в разрешении 512x512. Многие чекпойнты на его основе были обучены на изображениях в разрешении 768x768. Так что эти два разрешения дают наиболее стабильные результаты при обучении моделей, однако 768x768 обеспечивает существенно лучшее качество и сходство с персонажем, чем 512x512, так что понижать разрешение рекомендую лишь в крайнем случае. Разрешения же выше не обеспечивают стабильный и соответствующий рост качества. Если 1024x1024 ещё может быть запасным вариантом, когда вам хочется экспериментов, хотя и периодически вызывает артефакты, то при разрешении 1280x1280 модель теряет и в сходстве с персонажем, и получает артефакты при генерации вдовесок. Также повышение разрешения при обучении далеко не значит, что вы сможете генерировать изображения в разрешении выше 768x768. Тут уж как повезёт.

В общем, не советую существенно вылезать за 768x768. Более высокие разрешения оставьте для SDXL.

Network Rank

Этот параметр условно отвечает за то, сколько информации модель может запомнить. Его изменение не сильно влияет на время обучения, но сильно влияет на потребление VRAM и вес файла модели:

32 - 7.7 Gb, 37 Mb,
64 - 8.0 Gb, 74 Mb,
128 - 8.6 Gb, 148 Mb
192 - 9.5 Gb, 221 Mb,
256 - 10.0 Gb, 295 Mb,
512 - 12.5 Gb, 590 Mb.

Получается, что повышение NR на 32 приводит к повышению VRAM примерно на 300 Mb и увеличению файла модели на 37 Mb.

Так как этот параметр часто вызывает споры, приведу графики.

DLR(step)

Как видно, тут логика в общем случае простая: чем больше модель может запомнить, тем сильнее она учится. Оптимайзер опять выручает.

Loss(epoch)

Что приводит к практически идентичным графикам схожести.

Однако на практике при NR, равном 32 и 64, модель, по-моему, теряет в схожести с персонажем, а вот в остальных случаях существенной разницы я не увидел. Значения из диапазона от 128 до 256 выглядят наиболее оправданными.

Network Alpha

Этот параметр условно отвечает за то, как легко модель запоминает информацию. Однако это значение имеет смысл не само по себе, а в соотношении с NR. Другими словами, сила запоминания модели изменяется в NA/NR раз.

DLR(step)

Однако фактически это изменение, опять же, нивелирует наш умный оптимайзер, подкручивая DLR. В итоге получается так, что, чем хуже модель запоминает, тем сильнее она учится.

Loss(epoch)

Поэтому разница между возможными значениями оказывается минимальной и в теории, и на практике. В силу этого проще использовать стандартное значение 1.

Clip Skip

Этот параметр отвечает за то, с какого слоя CLIP модели векторы будут отправлены в U-Net, причём отсчёт идёт с конца. Задать его можно как при обучении модели, так и при генерации изображений. Всего этих слоёв 12, по умолчанию векторы отправляются с последнего слоя, то есть стандартное значение 1. Однако в некогда слитом Novel AI чекпойнте они отправлялись с предпоследнего слоя. Из-за того, что этот чекпойнт объединили со многими другими, нестандартное значение 2 пошло по миру.

Так говорят гайды, документация и Google. Однако даже если мы на базовом SD1.5 чекпойнте попробуем покрутить этот параметр, то он всё равно будет оказывать влияние на результат генерации, хотя, казалось бы, не должен.

Примеры

При прямом сравнении выяснилось, что разница между его комбинациями не такая сильная, однако лично мне спокойнее использовать 2 и при обучении модели, и при генерации изображений.

Gradient Checkpointing

По умолчанию в процессе обучения чекпойнт целиком загружается во VRAM. Если включить этот параметр, то чекпойнт загружается и используется постепенно, что экономит просто гигантское количество VRAM. И это совершенно не влияет на результат. Честно говоря, не понимаю, почему по умолчанию этот параметр выключен.

CrossAttention

Здесь мы можем выбрать дополнительные алгоритмы оптимизации.

xFormers - это библиотека, разработанная Meta AI. Она позволяет ускорить обучение и уменьшить потребление памяти, реализуя алгоритмы memory-efficient attention и Flash Attention. SDPA - это Scaled Dot Product Attention оптимизация. Это нативная имплементация тех же алгоритмов уже от PyTorch.

И вот как использование разных оптимизаций влияет на время обучения и потребление VRAM при использовании чекпойнта 2.8D STABLE BEST VERSION, который весит почти 7 Gb:

xFormers + Gradient Checkpointing - 15 min, 8.3 Gb;
SDPA + Gradient Checkpointing - 23 min, 8.7 Gb;
xFormers - 33 min, 15.6 Gb;
Gradient Checkpointing - Out of Memory Error.

Победитель очевиден.

Некоторые люди заявляют, что использование этих оптимизаций оказывает негативное влияние на качество результатов, однако могу смело заявлять, что и с ними у меня получались прекрасные результаты. И в случае, например, тяжёлых моделей альтернативных вариантов в принципе может не быть.

Min SNR Gamma

Это такая техника обучения, которая должна сделать процесс обучения более стабильным.

Глазами выбрать наилучшее значение было сложно, так что предлагаю довериться документации Kohya's GUI и использовать рекомендуемое значение 5. Да и графики для него были самыми красивыми.

Don't Upscale Bucket Resolution

Bucket - это группа изображений схожего разрешения. Если вы обучаете модель на разрешении 512x512 и Bucket Resolution Steps установлен в 64, то эти самые бакеты будут 512, 448, 384 и так далее пикселей. Бакеты раздельные для разрешения по вертикали и по горизонтали. Однако изображение со стороной 500 пикселей будет помещено в бакет 448, при этом лишние 52 пикселя будут обрезаны. Если же выключить эту настройку, то изображение будет заапскейлено до 512 пикселей. Если выбирать меньшее из зол, то лучше уж пускай апскейлится, чем обрезается. Но ещё лучше собирать в датасет изображения в разрешении выше, чем то, на котором вы собираетесь учить модель.

С этими бакетами в целом много сложностей. Именно поэтому лучше стоит и обрезать все изображения до 1:1, и подбирать Batch Size кратный количеству изображений в датасете или количеству их изучений, и подбирать в датасет изображения в высоком разрешении.

Noise Offset

Этот параметр позволяет при обучении добавить дополнительный к шум к изображениям, что в теории может привести к более ярким и сочным цветам у результатов.

DLR(step)

Чем больше шума мы добавляем, тем сильнее учится модель.

Loss(epoch)

Однако даже это может не спасти от казусов при высоком уровне шума.

Вот как эти казусы выглядят непосредственно на результатах.

Длинная картинка

В общем, если добавить немного шума, это действительно делает цвета чуть ярче и интереснее. Но как будто это далеко не самая серьёзная проблема при обучении. SDXL была обучена с применением значения 0.0357, которое выглядит вполне компромиссным, так что предлагаю его позаимствовать, несмотря на то, что напрямую в сравнении оно не участвовало.

Samples

В процессе обучения можно создавать образцы изображений с применением обучаемой модели и того чекпойнта, на котором модель обучается. Это может помочь вам следить за тем, как проходит процесс обучения, и вовремя заметить, что что-то пошло не так (например, модель переобучилась) и остановить обучение. Оно слегка замедляет обучение, так как на генерацию изображений уходит некоторое время, но в целом это несущественное замедление.

Генерировать образцы, как и сохранять модель, можно каждые N эпох или шагов. Советую точно так же делать образцы минимум каждые 10% обучения.

В промпте для образца должен быть задействован такой контекст, который не присутствует в датасете. Например, такой промпт использую я - masterpiece, best quality, (<instance prompt> <class prompt>:1.2), green t-shirt, beach, ocean, upper body, looking at viewer --n low quality, worst quality, bad anatomy, bad composition, poor, low effort --w 768 --h 768 --l 3.5 --s 50 --d 1. Не забудьте заменить плейсхолдеры.

Сравнение - итоги

После сравнения всех параметров по отдельности я провёл итоговое сравнение базовых, промежуточных и финальных моделей.

Первые две модели - это две вариации базовых настроек. Следующие две - это вторая вариация базовых настроек с применением регуляризационных изображений на двух чекпойнтах. Последние две - это финальные настройки, существенно от промежуточных отличающиеся только изменениями второстепенных параметров, также на двух чекпойнтах.

Покажу самые колоритные результаты.

Примеры

И промежуточные, и финальные результаты получились схожими по качеству. Фактически наибольшее влияние на результат оказало применение регуляризационных изображений, так что ещё раз повторю, как это важно!

Итак, если вам лень пошагово заполнять настройки по гайду, то можете воспользоваться моими конфигами. Тыц и тыц. Различаются они только тем, какой чекпойнт используется для обучения. Не забудьте заменить плейсхолдеры своими значениями, а также поставить количество эпох, соответствующее размеру вашего датасета! Если что-то не работает, то идите по списку и пошагово меняйте те параметры, где указано несколько возможных значений.

Генерация изображений

Самое сложное позади. Дело за малым.

Установка GUI

Итак, для генерации изображений нам понадобится GUI для работы со Stable Diffusion. Я буду использовать самый популярный - AUTOMATIC 1111. Вы можете использовать любой, но учтите, что у них есть как сходства, так и различия, поэтому не все методы и фичи, описанные далее, будут работать в других.

Установка и настройка находятся за рамками этого гайда и включают в себя много нюансов. Как и прежде, по желанию вы можете использовать Google Colab или RunPod. Вы можете либо установить чистый GUI по инструкции из него или использовать сторонний установщик. Я могу порекомендовать A1111 Web UI Installer, которым пользуюсь сам. Хотя указано, что он и устарел, на текущей работоспособности это никак не сказалось. Его создатели предлагают использовать Stability Matrix взамен, однако он несколько перегружен фичами, которые могут испугать незнакомого пользователя, поэтому решайте для себя.

Также обязательно почитайте про возможные настройки и особенно про оптимизацию. К сожалению, оптимизация включает в себя не только параметры запуска, но и некоторые системные настройки. Не будет лишним и обновить драйвера GPU.

Среди всех оптимизаций лично я использую параметр запуска --opt-sdp-no-mem-attention, также пришлось отключить Hardware Acceleration в Windows. Всё остальное если и давало какой-то буст, то минимальный.

Подготовка GUI

Во вкладке Settings нужно нажать на кнопку Show All Pages и через Ctrl + F найти quicksettings. В списке выбираете sd_vae и CLIP_stop_at_last_layers. После чего в шапке страницы жмите на Apply Settings и Reload UI.

После перезагрузки UI вы увидите две новые настройки в шапке страницы.

Clip Skip мы уже обсуждали, советую использовать 2.
VAE отвечает за декодирование итогового изображения. Нужно скачать vae-ft-mse-840000-ema-pruned и поместить в папку stable-diffusion-webui\models\VAE. После этого кликните на иконку справа от настройки, чтобы обновить список, и выберите скачанный VAE.
Checkpoint - это, собственно, чекпойнт, который будет генерировать изображения. Какие чекпойнты мы будем использовать, разберёмся чуть дальше.

Обзор параметров

Prompt

Prompt (он же Positive Prompt) - это описание того, что вы хотите сгенерировать. Negative Prompt - это описание того, что вы не хотите сгенерировать. Лучше перечислять слова или словосочетания через запятую, а не писать полноценные предложения, как в Midjourney. Также вы можете обернуть любые слова в круглые скобки и задать вес, чтобы изменить влияние этих слов на результат. Например, (masterpiece:1.3) или (blue eyes:0.8) в позитивном промпте и (nswf:1.5) в негативном промпте. Чуть далее мы рассмотрим более комплексные параметры, которые также можно задавать в промпте.

Sampler

Sampling Method (он же Sampler) определяет метод преобразования шума в итоговое изображение в ходе Sampling Steps шагов. Сэмплер напрямую влияет на результат и время его генерации. Изменение количества шагов также влияет на время генерации. Более того, сэмплеры можно поделить на две группы по такому параметру, как convergence, то есть сходимость. Сходящиеся сэмплеры при увеличении количества шагов постепенно улучшают изначальное изображение, при этом существенно не изменяя общую сцену, тогда как несходящиеся при увеличении шагов могут изменить сцену целиком.

Длинная картинка

Среди всех сэмплеров лучшим долгое время считался DPM++ 2M Karras, так как он обеспечивает хорошие результаты за относительно малое количество шагов, при этом делает это быстро и вдобавок ещё и сходится. Однако в недавнем обновлении 1.6.0 в AUTOMATIC 1111 добавили довольно много новых сэмплеров, так что, возможно, победитель ещё изменится. Интересующимся могу посоветовать глянуть эти видео и статью по сэмплерам.

CFG Scale

CFG Scale определяет, как строго нейросеть будет следовать промпту. Чем выше это значение, тем меньше будет отсебятины. Оптимальное значение находится в диапазоне с 3 до 8. Значения за пределами диапазона могут вызвать артефакты.

Seed

Seed, как и в случае с моделями, позволяет воспроизвести результат. Если вы установили любое число больше 0, то при повторной генерации на тех же настройках вы получите то же самое изображение. Как и в случае с моделями, не всегда, так как несходящиеся сэмплеры и некоторые другие факторы могут повлиять на это. В общем, если использовать -1, то под капотом всегда будет генерироваться случайный сид, что будет приводить к случайным результатам.

Кнопка с игральным кубиком устанавливает сид в -1, а кнопка с иконкой переработки берёт сид из последнего сгенерированного изображения.

Resolution

Width и Height определяют разрешение итогового изображения. Максимальное разрешение, на котором SD1.5 выдаёт стабильные результаты, - это 768x768. На некоторых чекпойнтах оно повышается до 1024x1024, но их надо поискать. Риск возникновения артефактов там всё равно выше. Также можно генерировать не только квадратные изображения, но как будто квадратные получаются лучше всего.

Upscaling

Так как стабильно получать хорошие результаты в высоком разрешении проблематично, для решения этой проблемы используют апскейлинг. Hires Fix позволяет нам апскейлить изображения непосредственно в процессе генерации.

Upscaler - это модель, используемая для апскейлинга. Для их поиска советую почитать upscale.wiki, однако сразу могу посоветовать немного качественных:

Все апскейлеры необходимо помещать в stable-diffusion-webui\models\ESRGAN.

Hires Steps определяет количество шагов апскейлинга. Если указано 0, то это столько же, сколько в Upscaling Steps. Upscale By определяет коэффициент изменения разрешения. Denoising Strength определяет, как сильно изображение изменится в процессе апскейлинга.

Если не хотите сильных изменений в сцене и внешности, используйте значения до 0.3.

Также апскейлить изображения можно не только непосредственно во время генерации, но и после. Для этого используются вкладки img2img и Extras. img2img - это большая и комплексная история, которая требует отдельного рассмотрения. Так что для начала могу посоветовать апскейлить во вкладке Extras, там всё довольно понятно. Также с апскейлингом отлично справляется Gigapixel AI.

В общем, лучше апскейлить постфактум, выбрав какие-то конкретные изображения, чтобы не апскейлить мусор и не замедлять генерацию.

Batching

Вы также можете генерировать множество изображений за один подход. Batch Size определяет, сколько изображений будет сгенерировано в одной группе, тогда как Batch Count определяет количество таких групп.

Подготовка промпта

Dynamic Prompts

Итак, нам потребуется несколько расширений. Первое из них - Dynamic Prompts. Оно потребуется для рандомизации промптов. Для установки идите во вкладку Extensions и скопируйте ссылку в Install from URL. После установки перезагрузите UI.

Это расширение позволит нам добавлять в промпт динамические части, которые будут меняться случайно. Суть сводится к тому, что в фигурных скобках через | можно указывать список вариантов, из которых будет выбран один случайный. Например, {day|night} city in {summer|winter|autumn|spring}. Также мы можем задать, как часто выпадает тот или иной вариант. Например, {9::day|night} приведёт к тому, что day будет выпадать 9 раз из 10. Если коэффициент не задан, то он равен 1. Частота рассчитывается относительно суммы всех коэффициентов. Например, в промпте {3::summer|4::winter|5::autumn|spring} вариант summer будет выпадать с частотой 3 / (3 + 4 + 5 + 1).

Также, чтобы не задавать огромные списки непосредственно в промпте, мы можем поместить их в отдельные файлы, где каждый вариант начинается с новой строки. Эти файлы необходимо помещать в stable-diffusion-webui\extensions\sd-dynamic-prompts\wildcards.

Например, вы можете создать файл season.txt со следующим содержанием.

summer
winter
autumn
spring

В итоге вместо {summer|winter|autumn|spring} вы сможете использовать __season__. Все подобные файлы можно посмотреть во вкладке Wildcards Manager.

Таким образом, мы можем описать множество сцен, сохранить их в один файл и потом использовать в промпте, каждый раз получая новую сцену в изображении. С генерацией подобных текстовых файлов отлично справляется ChatGPT. Но вы также можете использовать и мои сцены. Также можете воспользоваться моим списком различных творцов, если захотите ещё сильнее изменить результат.

Также с этим расширением поставляется хитрая штука, называемая Magic Prompt. Он дополняет ваш промпт случайными словами, используя для этого обученную текстовую модель. Именно дополняет, а не пишет с нуля, то есть последняя строка в промпте должна быть не пустой. Из хороших окончаний могу посоветовать in the, по которому модель допишет в промпт локацию, стиль или что-то ещё. В общем, тоже рекомендую попробовать, в случае разнообразных экспериментов очень выручает.

Randomizer Keywords

Второе расширение - это Randomizer Keywords. С его помощью мы сможем указывать настройки для генерации изображения непосредственно в самом промпте. Уже представили, как прекрасно эти два расширения работают в совокупности? :) Например, <cfg_scale:{3|4|5|6|7}>. Но удобнее всего, что мы можем задать сам чекпойнт непосредственно в промпте, выбирая один из случайных!

Само расширение довольно неизвестное и на данный момент заброшенное, так что я его форкнул и костылями заткнул основные проблемы, про некоторые нюансы почитайте в его описании. Хотя можно найти и более поддерживаемые и менее неизвестные расширения, такие как Unprompted, я всё ещё думаю, что первое расширение лучше. Я смог найти только эти два, так что если вы знаете какие-то ещё, обязательно дайте об этом знать! В общем, Unprompted перенасыщен различными сложными фичами, которые большинство людей вряд ли будет использовать, при этом ключевой функционал в нём невероятно забагован. А ещё для многих фич отсутствует документация, так что приходится копаться в коде, чтобы понять, что и как работает. И синтаксис у него отвратительный. Всё эти факторы привели к тому, что проще было починить первое, в хорошем смысле тупое как пробка, расширение, чем разобраться со вторым спагетти-монстром.

Checkpoint

А теперь самое время вернуться к выбору чекпойнта. Как я упоминал ранее, лоры по-разному работают на разных чекпойнтах: где-то результаты получаются хуже, где-то - лучше. В общем, я собрал список чекпойнтов, которые с применением обученной нами лоры дают наиболее стабильные и качественные результаты. Я разделил их на две категории: photo и graphic. Сами списки находятся здесь. Списки представляют из себя названия чекпойнтов и ссылки на их скачивание. Обязательно убедитесь, что скачиваете именно указанные в списке версии, так как более новые версии могут выдавать менее стабильные и менее качественные результаты. Суммарно все перечисленные чекпойнты весят порядка 150 Gb.

Помещать их нужно в stable-diffusion-webui\models\Stable-diffusion. Также настоятельно рекомендую для каждой категории чекпойнтов создать свою подпапку.

А теперь снова к рандомизации. Если вы поместили чекпойнты в папки photo и graphic, то в папке с шаблонами (stable-diffusion-webui\extensions\sd-dynamic-prompts\wildcards) вы можете создать подпапку checkpoints и в ней два файла: photo.txt и graphic.txt. В каждом из этих файлов нужно указать относительный путь к соответствующим чекпойнтам. Например, graphic\28DSTABLEBESTVERSION_28dv5.safetensors или photo\absolutereality_v181.safetensors. Оба этих файла для перечисленных выше категорий чекпойнтов вы можете скачать здесь.

После проделанных манипуляций мы можем задавать случайный чекпойнт в промпте: <checkpoint:{__checkpoints/photo__|__checkpoints/graphic__}>. Как и в случае со всеми случайными параметрами, здесь вы также можете задавать веса у каждого варианта, если хотите чаще получать фото или графику.

LoRA

Чтобы использовать обученную модель, нужно поместить её в stable-diffusion-webui\models\Lora и в промпт добавить конструкцию <lora:*model_filename*:*weight*>. Например, <lora:final_28d28:0.9>. Вес определяет, как сильно модель влияет на результат.

Не рекомендую выходить за диапазон от 0.8 до 1.2.

Также необходимо добавить в промпт Trigger Prompt, который мы обсуждали при подготовке папок. Например, (blh woman:1.2). Вес этого промпта тоже влияет на результат.

Так что и здесь перебарщивать не стоит.

Textual Inversion

Очередная интересная штука, которую можно указать в промпте, - это Textual Inversion модели. Эти модели фактически аккумулируют в себе знания о том, что должно или не должно быть сгенерировано. Например, вы можете обучить такую модель на изображениях плохо нарисованных рук, назвав её bad-hands. Тогда вместо того, чтобы писать в негативный промпт что-то вроде bad hands, extra fingers, mutated hands, вы сможете просто использовать название обученной модели bad-hands. Как итог, вы будете реже получать изображения плохо нарисованных рук.

Эти модели нужно поместить в stable-diffusion-webui\embeddings. Я рекомендую использовать, как минимум, эти:

Можно использовать и больше, комбинируя их с обычными словами в одном промпте.

X/Y/Z Plot

Это чертовски удобная фича для проведения разнообразных сравнений, которые я делал всё это время.

Рассмотрим её на примере выбора лучшей эпохи модели, чем я обязательно рекомендую вам заняться после обучения любой модели. Для начала задайте все параметры генерации, включая оба промпта, не забыв указать лору и Trigger Prompt. С этого момента начинается лёгкая магия. Допустим, у нас есть 10 моделей разных эпох. Очень важно, чтобы их названия подчинялись общему шаблону, так что вам придётся переименовать итоговую модель с model на model-000010. Теперь в промпте нам нужно указать модель первой эпохи: <lora:model-000001:0.9>.

А теперь ищем в самом низу страницы настройку Script и выбираем там X/Y/Z Plot. В поле с типом указываем Prompt S/R. S - это Search, R - это Replace. Суть его сводится к тому, что он ищет первое значение из указанного списка и с каждым последующим шагом по порядку заменяет его на указанные далее значения. Если в списке мы укажем 01,02,03,04,05,06,07,08,09,10, то в итоге у нас получится сетка из 10 изображений, к каждому из которых применена своя модель. В общем, если вы хотите заменить что-то в промпте, то используйте Prompt S/R, а если хотите заменить какой-то параметр генерации, то ищите его в списке. Одновременно вы можете изменить 3 параметра - по одному на каждую ось.

Обязательно попробуйте!

Непосредственно генерация изображений

Не забудьте выключить X/Y/Z Plot. Приступаем к автоматизации!

Итак, давайте предположим, что мы обучили по модели на обоих чекпойнтах и для каждой из них выбрали 8, 9 и 10 эпохи. Тогда итоговый промпт может выглядеть примерно так:

<lora:blh_final_{rv20|28d28} ({8|9|10}):{0.9|1.0|1.1}>
<checkpoint:{__checkpoints/graphic__|__checkpoints/photo__}>
<height:{9::768|1024}>
<width:{9::768|1024}>
{<sampler_name:Euler a><steps:50>|3::<sampler_name:DPM++ 2M Karras><steps:25>}
<cfg_scale:{3|4|5|6|7}>

(blh woman:1.2)

(masterpiece:1.3), portrait, closeup, __scene__, (by __artist__:{3::0|1.5})

Здесь мы выбираем одну из двух моделей одной из трёх эпох. Для этой модели мы задаём один из трёх весов. Выбираем случайный чекпойнт. В одном из 10 случаев увеличиваем высоту или ширину изображения до 1024 пикселей. Также мы случайно выбираем один из двух сэмплеров с количеством шагов, где второй вариант выпадает в 3 раза чаще. В основной части промпта мы выбираем из файла случайную сцену и с вероятностью 25% применяем стиль какого-то творца.

Также очень важно использовать Batch Size больше 1. Я рекомендую 6 или 9. Это необходимо из-за того, что расширение постоянно переключается между чекпойнтами, а во время смены тратится время на подгрузку чекпойнта во VRAM. В общем, если генерировать по одному изображению, то может получиться так, что смена чекпойнта занимает больше времени, чем генерация изображения.

Осталось лишь нажать на кнопку Generate ПКМ, выбрать Generate Forever, чтобы включить бесконечную генерацию, и ждать, пока вам не надоест. Как только надоело, там же выбираете Cancel Generate Forever, никакие другие варианты не сработают. В качестве альтернативы бесконечной генерации можно просто задать большой Batch Count.

Собственно, вот и всё! Мы автоматизировали процесс генерации, как могли.

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2 окт. 2023 г.

22.01.26 07:48 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 07:50 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 10:42 Tonerdomark

I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
22.01.26 19:25 Angela_Moore

Help to recover money from elon musk giveaway scam I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
23.01.26 07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
23.01.26 07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
26.01.26 10:36 alksnismareks

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26.01.26 23:21 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
26.01.26 23:21 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
26.01.26 23:21 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
27.01.26 01:18 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
27.01.26 01:19 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
27.01.26 09:29 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
27.01.26 09:29 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
27.01.26 09:32 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
29.01.26 05:03 joyo

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
30.01.26 08:23 joseph67t

It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again!
31.01.26 00:55 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.01.26 00:55 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.02.26 18:52 Christopherbelle

Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com.
03.02.26 08:05 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
03.02.26 08:05 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
04.02.26 16:23 borutaralf

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
04.02.26 16:24 borutaralf

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
04.02.26 17:11 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
05.02.26 12:07 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
05.02.26 15:46 feliciabotezatu

Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. 📧 Email: [email protected] 🌐 Visit: Official https://techyforcecyberretrieval.com Website] 🕒 Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.
05.02.26 15:52 harryjones5

How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706
06.02.26 14:44 feliciabotezatu

Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. Email: [email protected] Visit: Official https://techyforcecyberretrieval.com Website] Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.
07.02.26 00:44 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.02.26 00:44 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.02.26 04:43 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
07.02.26 17:31 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
10.02.26 23:52 frankqq

It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. My coins were stolen by hackers, and I was afraid I wouldn't be able to recover them. It was a nightmare for me because I didn't know where to start. But after my friend told me about [email protected] and whatsapp:+1 7127594675, things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading again.
11.02.26 05:50 patricialovick86

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11.02.26 05:50 patricialovick86

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12.02.26 23:55 brouwerspatrick8

I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S APP https://wa.link/989vlf
12.02.26 23:56 brouwerspatrick8

I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S APP https://wa.link/989vlf
13.02.26 00:17 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.02.26 00:17 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.02.26 02:16 Ralf Boruta

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13.02.26 02:16 Ralf Boruta

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
13.02.26 18:29 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
13.02.26 18:29 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
17.02.26 23:59 Lilyfox

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18.02.26 00:01 Lilyfox

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18.02.26 03:23 walterlindahi9

This past January, my world came crashing down. I lost nearly $42,000 of my hard-earned savings to a sophisticated Solana-based crypto scam. At first, it all seemed legitimate: sleek website, professional whitepaper, even glowing testimonials from “investors.” I’d done my homework, or so I thought. The promise of high returns in a volatile market felt like my ticket to financial freedom. For the first few months, everything appeared to be working. My portfolio showed steady gains. I remember checking my wallet balance daily, feeling a mix of pride and relief. I’ve cracked the code to building real wealth. Then, without warning, the platform vanished. Wallet addresses went dead. Support channels disappeared, and my funds were gone in an instant. The emotional fallout was worse than the financial loss. Sleepless nights became the norm. Anxiety gnawed at me constantly. I replayed every decision in my head, blaming myself for being naive. I vowed never to trust anyone again, not influencers, not experts, not even my own judgment. But giving up wasn’t an option. I owed it to myself and to my future to fight back. So I began digging. I scoured Reddit threads, filed reports with blockchain analytics firms, and even contacted local authorities (though they offered little help). The more I searched, the more overwhelmed I became, lost in a labyrinth of technical jargon, dead ends, and predatory recovery services asking for upfront fees. Then, through a survivor’s forum, I stumbled upon TechY Force Cyber Retrieval. Skeptical but desperate, I reached out. What set them apart wasn’t just their expertise; it was their empathy. They didn’t make wild promises. Instead, they walked me through how crypto tracing works, what success looks like, and what realistic timelines are. No pressure. No false hope. Within weeks, their forensic team identified transaction trails linked to the scam wallet. Using on-chain analysis and coordination with exchanges, they flagged suspicious activity and initiated recovery protocols. It wasn’t magic, but it was methodical, transparent, and grounded in real blockchain intelligence. Today, I’m cautiously optimistic. While not all funds have been recovered yet, TechY Force has already secured a significant portion and, more importantly, restored my sense of agency. I’m sleeping again. I’m healing. If you’ve been scammed, know this: you’re not alone, and you’re not foolish. Crypto fraud preys on hope, but that same hope can fuel your comeback. Don’t suffer in silence. Reach out. Ask questions. And never let a scammer steal your future along with your funds. WhatsApp +1(561) 726 3697 Mail. Techyforcecyberretrieval(@)consultant(.)com Telegram (@)TechCyberforc
22.02.26 03:48 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.02.26 03:49 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.02.26 18:58 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
22.02.26 19:00 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
23.02.26 23:26 chongfook

As cryptocurrencies continue to reshape global finance in 2026, the risks have never been higher. From sophisticated phishing campaigns to fake wallet apps and investment scams, millions of investors face the devastating reality of lost or stolen digital assets. When your crypto vanishes, panic sets in—and that's when fraudsters strike again, posing as "recovery experts" to exploit your vulnerability. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com But there's a legitimate path forward. TECHY FORCE CYBER RETRIEVAL stands as the industry's most trusted crypto recovery company, combining advanced blockchain forensics, global partnerships, and a client-centric approach to help victims reclaim what was stolen. --- Why Recovery Is Possible—With the Right Team Cryptocurrency's decentralized, pseudonymous nature makes asset recovery complex—but not impossible. The blockchain is transparent. Every transaction leaves a trail. The challenge isn't finding the funds—it's having the expertise to follow that trail through mixers, bridges, and exchange deposits before they disappear forever. That's where TECHY FORCE CYBER RETRIEVAL excels. --- Our Proven Recovery Framework We don't believe in shortcuts, false promises, or upfront fees. Our process is built on transparency, forensic precision, and real results. Here's how we work: 1. Case Intake & Initial Assessment You begin by submitting a detailed report: compromised wallet addresses, transaction IDs, timestamps, and any communication with scammers. Our intake team reviews your case within hours to determine immediate next steps. 2. Blockchain Forensic Analysis Our specialists deploy proprietary tracking tools to map the movement of your stolen assets across multiple blockchains. We identify laundering patterns, exchange deposit addresses, and potential freezing points—building a clear investigative roadmap. 3. Global Partner Coordination Through established relationships with regulated exchanges, DeFi protocols, and compliance teams worldwide, we initiate direct communication to flag suspicious transactions and request asset freezes where legally permissible. 4. Legal & Regulatory Engagement When necessary, we collaborate with legal partners and law enforcement agencies to strengthen recovery efforts—especially in cases involving large-scale hacks or organized fraud rings. 5. Recovery Execution & Fund Return Once assets are secured, they're transferred directly to a new, secure wallet of your choice. We never hold your funds. And critically, we operate on a success-only model. You pay nothing unless we recover your assets. 6. Post-Recovery Security Guidance Recovery is only half the battle. We provide personalized recommendations to secure your remaining holdings—from hardware wallet setup to phishing awareness training—so you can move forward with confidence. --- What Sets TECHY FORCE CYBER RETRIEVAL Apart While countless "recovery services" flood the internet, few deliver legitimate results. Here's why we're consistently rated the best crypto recovery company in 2026: - Zero Upfront Fees – We only succeed when you do. No hidden charges. No bait-and-switch tactics. - Advanced Blockchain Intelligence – Our forensic tools track assets across Bitcoin, Ethereum, Solana, and 50+ other networks. - Global Reach – Partnerships with exchanges and regulatory bodies in North America, Europe, and Asia maximize recovery odds. - Client-First Communication – Weekly updates. Clear timelines. No ghosting. - Proven Track Record – Hundreds of successful recoveries in 2025–2026, with millions returned to rightful owners. --- Emerging Trends in 2026: What Victims Need to Know The threat landscape evolves constantly. This year's biggest risks include: - AI-Powered Phishing: Scammers now use deepfake voice and video to impersonate support staff. - Cross-Chain Bridge Exploits: Funds moved between networks are increasingly targeted. - Fake Recovery Services: Fraudsters pose as legitimate firms—always verify credentials before sharing information. TECHY FORCE CYBER RETRIEVAL stays ahead of these threats, continuously updating our tools and strategies to protect and serve our clients. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com --- Your Next Step If you've lost crypto to a scam, hack, or forgotten credentials, don't let despair—or another fraudster—steal your second chance. TECHY FORCE CYBER RETRIEVAL is accessible, transparent, and ready to help. Reach out today. Let our experts assess your case—and show you that even in 2026, stolen crypto doesn't have to stay lost forever. — TECHY FORCE CYBER RETRIEVAL Advanced Forensics. Global Reach. Your Recovery.
24.02.26 15:31 [email protected]`

Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf
24.02.26 15:32 [email protected]`

Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf
26.02.26 16:29 michaeldavenport238

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
26.02.26 16:29 michaeldavenport238

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
27.02.26 00:08 sanayoliver

I spend my days studying the mysteries of the universe, delving into black holes, quantum mechanics, and the nature of time itself. But apparently, the real black hole I should have been concerned about was my own memory. I encrypted my Bitcoin wallet to keep it as secure as possible. The problem? I promptly forgot the password. Classic, right? It didn't help that this wasn't just pocket change I was dealing with. No, I had $190,000 in Bitcoin sitting in that wallet, and my mind had decided to take a vacation, leaving me with absolutely no idea what that password was. The panic set in fast. My brain, which could solve some of the most complex physics equations, couldn't remember a 12-character password. It felt like my entire financial future was being sucked into a black hole, one I'd created myself. Desperate, I tried everything. I thought I could outsmart the system, using every trick I could think of. I tried variations of passwords I thought I might have used, analyzing them through the lens of my own behavioral patterns. I even resorted to good ol' brute force, typing random combinations for hours, hoping that maybe, just maybe, my subconscious would strike gold. Spoiler alert: it didn't. Each failed attempt made me feel more and more like a genius who'd locked themselves out of their own universe. In a final act of desperation, admitting that theoretical physics couldn't crack my own encryption, I contacted TechY Force Cyber Retrieval. From the moment I reached out, the difference was night and day. While I had been flailing in the dark, they approached my case with a precision that rivaled the calculations I do daily. They didn't promise miracles; they promised a methodical, advanced recovery process. Within a surprisingly short timeframe, they utilized specialized tools to bypass the mental block I couldn't overcome. When they finally recovered the wallet and confirmed the full $190,000 was intact and accessible, the relief was indescribable. It was as if I had pulled my financial future back from the event horizon just before it was lost forever. To anyone thinking they are too smart to lose their keys, or too logical to make such a mistake: don't wait until you are staring into the abyss. If you find yourself in a situation where your own memory has become your greatest enemy, trust the experts at TechY Force Cyber Retrieval. They turned my personal black hole into a success story, proving that sometimes, even the brightest minds need a little help to find the light. REACH OUT TO THEM ON MAIL [email protected]
27.02.26 02:04 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site) (Email [email protected])
27.02.26 02:04 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site) (Email [email protected])
27.02.26 15:57 luciajessy3

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27.02.26 15:59 wendytaylor015

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27.02.26 15:59 wendytaylor015

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27.02.26 16:00 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
27.02.26 16:01 luciajessy3

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27.02.26 16:01 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
27.02.26 16:01 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
01.03.26 10:48 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.03.26 10:48 marcushenderson624

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03.03.26 14:09 Thomas Muller

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03.03.26 14:09 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
04.03.26 07:21 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
04.03.26 07:22 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
04.03.26 12:25 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.03.26 12:25 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.03.26 13:36 CARL9090

In January, my life shifted in a way I never expected. I clicked a trading link given to me by someone I found on Telegram, believing it was legitimate. It looked professional. It felt secure. I trusted it. Until I tried to withdraw my money. Within seconds, everything was gone, transferred into a wallet claiming account without a trace. That was the moment the truth hit me: I had been scammed. The emotional fallout was brutal. For weeks, I couldn’t even speak about it. I thought people would judge me. I thought they’d say I should have known better. Then someone stepped in who changed everything Agent Jasmine Lopez ,She listened without judgment. She treated my fear as real and valid. She traced patterns, uncovered off-chain indicators, and identified wallet clusters linked to a larger scam network. She showed me that what happened wasn’t random it was organized and intentional. For the first time, I felt hope. Hearing that students, parents, and hardworking people had been targeted the same way made me realize this wasn’t stupidity. It was predation. We weren’t careless we were deliberately targeted and manipulated I’m still healing. The experience changed me. But it also reminded me that even in your darkest moment, there can be someone willing to shine a light. Contact her at [email protected] WHATSAPP +44 7478077894
07.03.26 07:46 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 07:46 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 08:39 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 08:55 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 09:40 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
07.03.26 10:37 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
07.03.26 10:37 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
07.03.26 17:49 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
07.03.26 20:10 ericbank61

I never thought I’d be the one writing one of these stories. You hear about crypto scams, hacks, and lost fortunes, and you think, “That’s for other people. The careless ones.” I was careful. Or so I believed. It started with a sophisticated phishing attack. An email that looked identical to a legitimate exchange notification, a link to “verify my wallet security,” and a moment of distracted panic. I clicked. Within hours, my life savings in Bitcoin—a sum I’d been accumulating for five years—vanished from my private wallet. The transaction hash was a cold, unfeeling tombstone on the blockchain. My stomach dropped into a void. I felt physically ill. The police filed a report, but their knowledge ended at the edge of traditional finance. The exchange offered sympathy but no solutions. I was adrift, utterly hopeless. After weeks of despair, scouring forums in the dead of night, I found a thread mentioning Mighty Hacker Recovery. The name sounded almost too bold, like something from a cheesy movie. But the testimonials were detailed, sober, and from people who sounded just like me: desperate, betrayed, and out of options. With nothing left to lose, I reached out. Their intake process was professional but guarded. They asked for transaction IDs, wallet addresses, and a detailed timeline—no promises, just facts. A consultant named Leo became my point of contact. He had a calm, analytical voice that cut through my panic. “We don’t hack *into* systems,” he explained. “We follow the digital trail. We analyze the attack vector, trace the flow of funds through the blockchain’s transparency, and identify the weak points in the scammer’s own security. Sometimes, it’s about speed and outmaneuvering them before they can launder the assets.” What followed was a tense, silent partnership. I provided every shred of information I had, while Leo’s team worked in the shadows. There were days of silence that felt like years. Then, an update: they’d traced my BTC to a mixing service, a tool scammers use to obfuscate the trail. Mighty Hacker Recovery used advanced blockchain forensic techniques to peel back those layers. They discovered the scammer had made a critical error—a small portion of the funds was sent to a KYC-compliant exchange wallet. That was the chink in the armor. Using the immutable evidence from the blockchain and legal pressure channels they’d established with certain international platforms, they initiated a recovery claim. The process was complex, involving digital affidavits and proof of illicit origin. Three weeks after my first desperate email, Leo called. “We’ve secured a freeze on the destination wallet. The exchange is cooperating. We’re initiating the reversal.” I didn’t dare believe it until I saw it. Two days later, my wallet balance updated. My Bitcoin, minus Mighty Hacker Recovery’s contingency fee, was back. The relief wasn’t euphoric; it was a deep, trembling exhaustion, like waking up from a nightmare. They didn’t perform magic. They applied intense expertise, relentless persistence, and an intricate understanding of both the blockchain’s weaknesses and a scammer’s psychology. They gave me back more than my crypto; they gave me back a sense of agency in a landscape designed to make victims feel powerless. If you’re reading this from your own private hell of loss, know this: the trail never truly disappears. You just need the right team to follow it. For me, that was Mighty Hacker Recovery.
07.03.26 22:44 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
07.03.26 22:44 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
11.03.26 19:43 Michael Jensen

With the help and expertise of CapitalNode Analytics, i was able to get back my digital tokens from a fake investment platform. They are swift, precise and transparent in their operations.
12.03.26 15:04 Mike Franz

I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]
12.03.26 15:05 Mike Franz

I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]
15.03.26 20:22 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.03.26 20:22 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.03.26 20:22 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.03.26 12:01 [email protected]

I would like to highly recommend TOP RECOVERY EXPERT, the best in cryptocurrency recovery. I want the world to know how exceptional their services are. For years, I faced a very difficult time after being scammed out of $453,000 in Ethereum. It was devastating to realize that someone could steal from me without remorse after I trusted them. Determined to recover my funds legally, I began searching for reliable help and came across TOP RECOVERY EXPERT, the most professional recovery service I have ever found. With their expertise and support, I was able to recover my entire Ethereum wallet. I now understand that while many investment opportunities can seem too good to be true, professional guidance can make all the difference. Thanks to TOP RECOVERY EXPERT, I have regained not only my assets ETH but also my peace of mind and happiness. Their dedication and professionalism have truly changed my life. I am now the happiest person I have ever been, all because of their help. If you have been a victim of a crypto scam, I strongly advise you to reach out to TOP RECOVERY EXPERT. Contact Information: Text/Call: +1 (346) 980-9102 Email: [email protected] For more information visit his website: https://toprecoveryexpert2.wixsite.com/consultant
16.03.26 13:20 luciajessy3

There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts {A} Consultant {.} Com , Stay alert and protect yourself.
16.03.26 13:20 luciajessy3

There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts @ Consultant . Com , Stay alert and protect yourself.
18.03.26 15:27 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.03.26 15:27 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08:03 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
08:04 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
08:15 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.