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[Перевод] «Друзья не дают друзьям пользоваться Ollama»

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Ниже — перевод статьи «Friends Don’t Let Friends Use Ollama», опубликованной на Sleeping Robots в апреле 2026 года. Поскольку за прошедшие месяцы Ollama успела заметно измениться, я добавил к переводу несколько комментариев и примечание в конце статьи, где обновил ключевые технические детали по состоянию на сентябрь 2026 года.

Ollama стала популярной потому, что первой предложила простой интерфейс поверх llama.cpp. А затем годами старалась лишний раз не напоминать, на чём на самом деле работает, вводила пользователей в заблуждение и в конце концов развернулась в сторону облака — всё это на венчурные деньги, привлечённые вокруг чужого движка.

Вот эта история целиком — и почему сегодня альтернативы выглядят лучше.

Ollama — самый популярный способ запускать большие языковые модели локально. И, пожалуй, не должна им быть.

Своим положением она обязана прежде всего тому, что оказалась первой: первым инструментом, который сделал llama.cpp доступным людям, не желавшим компилировать C++ или самостоятельно писать конфигурацию сервера. На тот момент это действительно был полезный вклад.

Но затем проект годами систематически затушёвывал происхождение технологии, на которой работал, вводил пользователей в заблуждение относительно того, что именно они запускают, и всё дальше отходил от принципа «локально прежде всего», благодаря которому изначально и заслужил доверие. И всё это — параллельно с привлечением венчурных инвестиций.

Это не попытка найти «правду где‑то посередине». Я пользовался Ollama. Потом перестал. Ниже — почему, на мой взгляд, вам стоит сделать то же самое.

Обёртка над llama.cpp, страдающая амнезией

Все возможности Ollama по инференсу изначально обеспечивал llama.cpp — движок на C++, созданный Георгием Гергановым в марте 2023 года. Именно проект Герганова фактически сделал возможным запуск моделей LLaMA на обычных пользовательских ноутбуках. Первую версию он собрал за один вечер, положив начало всему движению локальных больших языковых моделей.

Сегодня у llama.cpp более 100 000 звёзд на GitHub, свыше 450 участников разработки, и именно он лежит в основе практически всей экосистемы инструментов, работающих с GGUF.

Ollama основали в 2021 году Джеффри Морган и Майкл Чианг, прежде работавшие над Kitematic — графическим интерфейсом для Docker, который впоследствии приобрела Docker Inc. Они прошли зимний набор Y Combinator 2021 года, привлекли предпосевные инвестиции и публично запустили продукт в 2023-м.

С самого начала идея подавалась как «Docker для больших языковых моделей»: удобная обёртка, позволяющая одной командой скачать и запустить модель. Под капотом всю основную работу выполнял llama.cpp.

Больше года README Ollama вообще не упоминал llama.cpp. Ни README, ни сайт, ни маркетинговые материалы. В бинарных сборках проекта не было и обязательного уведомления о лицензии MIT для распространявшегося вместе с ними кода llama.cpp.

И это уже не вопрос хороших манер в мире открытого ПО. У лицензии MIT есть, по существу, одно главное условие: сохранить уведомление об авторских правах. Ollama его не выполняла.

Сообщество это заметило. В начале 2024 года появился тикет #3185 с требованием привести распространение к условиям лицензии. Он более 400 дней оставался без ответа сопровождающих проекта.

Когда в апреле 2024 года открыли тикет #3697 с прямой просьбой указать использование llama.cpp, уже через несколько часов появился подготовленный сообществом запрос на слияние #3700. В конце концов сооснователь Ollama Майкл Чианг добавил одну строку в самый низ README:

«Проект llama.cpp основан Георгием Гергановым».

Ответ команды Ollama на запрос был ещё показательнее. Разработчики написали: «Мы тратим значительную часть времени на исправления и доработки, чтобы обеспечить пользователям Ollama беспроблемную работу… Со временем мы перейдём на более системно спроектированные движки».

Если перевести с корпоративного: заметного признания заслуг llama.cpp не будет, а со временем мы всё равно собираемся от него отойти.

Как написал один из комментаторов Hacker News: «Меня постоянно ставит в тупик их подход — они сами создают себе негативный пиар буквально на пустом месте. Строить продукт на llama совершенно нормально, тем более что они действительно добавляют удобство. Просто укажите вклад команды llama как положено».

Другой заметил: «О том, что Ollama старается преуменьшать свою зависимость от llama.cpp, в сообществе локальных больших языковых моделей известно уже давно».

Форк, который сделал всё только хуже

В середине 2025 года Ollama действительно продолжила дистанцироваться от llama.cpp. Разработчики отказались от него как от основного движка инференса и создали собственную реализацию непосредственно поверх ggml — низкоуровневой библиотеки для работы с тензорами, которую использует и сам llama.cpp.

Официальной причиной назвали стабильность: llama.cpp развивается быстро и иногда ломает совместимость, а корпоративным клиентам Ollama нужна предсказуемость.

Получилось ровно наоборот.

Собственный движок Ollama вернул ошибки, которые в llama.cpp исправили ещё несколько лет назад. Пользователи сообщали о сломанной поддержке структурированного вывода, проблемах с моделями компьютерного зрения и аварийных остановках из‑за проверок GGML в нескольких версиях подряд.

Модели, нормально работавшие в оригинальном llama.cpp, ломались в Ollama. Это касалось в том числе свежих моделей вроде GPT‑OSS 20B: в реализации Ollama не было поддержки типов тензоров, необходимых этой модели. Сам Георгий Герганов указал, что Ollama сделала форк GGML и внесла в него неудачные изменения.

Ирония тут почти неприлично очевидна. Годами они преуменьшали свою зависимость от llama.cpp, а когда наконец решили обойтись без него, получили ухудшенную версию того самого проекта, заслуги которого так не хотели признавать.

Результаты тестов тоже говорят сами за себя. В нескольких тестах сообщества llama.cpp оказался в 1,8 раза быстрее Ollama на одном и том же оборудовании с одной и той же моделью: 161 токен в секунду против 89.

При работе на процессоре разница составляет 30–50%. В недавнем сравнении на Qwen-3 Coder 32B llama.cpp показал примерно на 70% большую пропускную способность.

Дополнительные издержки Ollama связывают с отдельным фоновым сервисом, неудачной логикой переноса вычислений на графический процессор и собственной копией движка, которая отстаёт от основного проекта.

Названия моделей, вводящие в заблуждение

Когда в январе 2025 года DeepSeek выпустила семейство R1, Ollama разместила у себя уменьшенные дистиллированные версии — например DeepSeek‑R1-Distill‑Qwen-32B. Это дообученные модели Qwen и Llama, а вовсе не настоящая R1 на 671 миллиард параметров.

Однако в каталоге Ollama и командной строке они были представлены просто как «DeepSeek‑R1».

Команда

ollama run deepseek-r1

скачивает восьмимиллиардную дистиллированную модель на основе Qwen, которая по поведению совсем не равна настоящей R1.

Это трудно списать на случайную ошибку. Сама DeepSeek дала этим моделям названия с приставкой R1-Distill. На Hugging Face они были обозначены правильно. Ollama различие убрала.

В результате социальные сети заполнили сообщения людей, утверждавших, что они запускают «DeepSeek‑R1» на обычном домашнем железе, а затем недоумевавших, почему модель показывает слабые результаты. Заодно это било по репутации DeepSeek.

В тикетах GitHub #8557 и #8698 пользователи просили разделить модели. Оба закрыли как дубликаты, ничего не исправив.

На сегодняшний день ollama run deepseek-r1 по‑прежнему запускает маленькую дистиллированную модель. В Ollama прекрасно знали о различии и предпочли его не подчёркивать — по всей видимости, потому что название «DeepSeek‑R1» привлекает больше скачиваний, чем «DeepSeek‑R1-Distill‑Qwen-32B».

Приложение с закрытым исходным кодом

В июле 2025 года Ollama выпустила настольное приложение для macOS и Windows. Его разрабатывали в закрытом репозитории (github.com/ollama/app), распространяли без лицензии, а исходный код публично доступен не был.

Для проекта, выстроившего репутацию на открытом исходном коде, ход получился, мягко говоря, странным.

Участники сообщества сразу подняли этот вопрос. Тикет о лицензировании набрал 40 голосов. Разработчики обнаружили в бинарном файле возможные зависимости под AGPL-3.0.

При этом на сайте кнопка загрузки находилась рядом со ссылкой на GitHub, создавая впечатление, будто пользователь скачивает открытый инструмент под лицензией MIT, хотя фактически ему предлагалось закрытое приложение вообще без указанной лицензии.

Сопровождающие проекта несколько месяцев молчали. В ноябре 2025 года код наконец влили в основной репозиторий, но первоначальный запуск довольно хорошо показал, какой выбор для проекта оказывается естественным, когда приходится выбирать между прозрачностью и удобством для бизнеса.

Как сформулировали в XDA: «Если ваш проект строит репутацию на открытом исходном коде, нельзя при запуске невнятно объяснять, что именно у вас открыто, а что нет».

Modelfile: заново изобретаем уже решённую проблему

Формат моделей GGUF, созданный Георгием Гергановым, проектировался вокруг одного основного принципа: всё необходимое должно помещаться в один файл.

Первый пункт спецификации GGUF гласит: «Полная информация: все сведения, необходимые для загрузки модели, содержатся в файле модели, и пользователь не должен предоставлять никаких дополнительных данных».

Шаблоны диалога, стоп‑токены, метаданные модели — всё находится внутри файла. Указываете llama.cpp файл GGUF — и он работает.

Ollama добавила поверх этого Modelfile. Это отдельный конфигурационный файл, вдохновлённый — разумеется — Dockerfile. В нём указываются базовая модель, шаблон диалога, системный промпт, параметры сэмплирования и стоп‑токены.

Большая часть этой информации уже находится внутри GGUF.

Как выразился один из комментаторов Hacker News: «Мы буквально только что избавились от всего этого бардака с кучей файлов — и тут Ollama добавила его обратно».

Дальше проблемы начинают быстро наслаиваться друг на друга.

Ollama автоматически распознаёт только те шаблоны диалога, о которых уже знает, сверяясь с жёстко заданным списком. Если в метаданных GGUF находится корректный шаблон Jinja, но он не совпадает ни с одним из известных Ollama вариантов, система молча переключается на примитивный шаблон {{ .Prompt }}, ломая формат инструкций модели.

Пользователю приходится вручную извлекать шаблон диалога из GGUF, переводить его в синтаксис шаблонов Go — который отличается от Jinja, — и записывать результат в Modelfile.

А llama.cpp тем временем просто читает шаблон из файла и использует его.

С изменением параметров всё ещё веселее.

Если вы хотите поменять температуру или системный промпт у модели, загруженной из реестра Ollama, порядок действий такой: выгрузить Modelfile командой ollama show --modelfile, отредактировать его, а затем выполнить ollama create, чтобы создать новую запись модели.

Пользователи сообщали, что ради изменения одного параметра при этом копируется вся модель — от 30 до 60 ГБ.

Один из них описал процесс так: «Работа через modelfile — та ещё боль. Паттерн отвратительный, я его ненавижу. Некоторые модели занимают 30–60 ГБ, и копировать всё целиком ради изменения одного параметра — просто идиотизм».

Для сравнения: в llama.cpp параметры передаются обычными ключами командной строки.

Нужна другая температура? Передайте --temp 0.7.

Другой системный промпт? Передайте его в запросе к API.

Никаких дополнительных файлов, никаких десятков гигабайт копирования, никакого отдельного формата, который нужно изучать.

Кроме того, Modelfile привязывает пользователя к синтаксису шаблонов Go, который отличается от Jinja, используемого авторами моделей.

LM Studio принимает шаблоны Jinja напрямую. llama.cpp читает их из GGUF. Только Ollama заставляет переводить шаблоны с одного языка на другой — причём ошибается достаточно часто, чтобы расхождениям между шаблонами из каталога Ollama и исходными метаданными GGUF посвящались отдельные тикеты на GitHub.

Реестр как бутылочное горлышко

Когда выходит новая модель — очередной вариант Qwen, Gemma или DeepSeek, — файлы GGUF обычно появляются на Hugging Face уже через несколько часов. Участники сообщества вроде Unsloth или Bartowski быстро готовят квантованные версии.

С llama.cpp такую модель можно запускать сразу:

llama-server -hf unsloth/Qwen3.5-35B-A3B-GGUF:Q4_K_M

Одна команда. Напрямую с Hugging Face. Без посредника.

С Ollama приходится ждать.

Кто‑то из команды должен упаковать модель для собственного реестра, решить, какие варианты квантования опубликовать — обычно только Q4_K_M и Q8_0, без Q5, Q6 и IQ, — преобразовать шаблон диалога в формат Go и всё это загрузить.

До тех пор для мира Ollama модели как будто не существует — если, конечно, вы не готовы самостоятельно устраивать танцы с Modelfile.

Из‑за этого на r/LocalLLaMA регулярно повторяется один и тот же сценарий: выходит новая модель, люди пробуют её через Ollama, получают ошибки, низкую скорость или сломанный шаблон диалога — и обвиняют модель, а не среду выполнения.

В недавнем сообщении под заголовком «Если хотите тестировать новые модели, используйте llama.cpp/transformers/vLLM/SGLang» было показано, как у моделей Qwen возникают проблемы с вызовом инструментов и бессмысленные ответы, которые «происходят только в Ollama» из‑за собственной копии движка и неправильной обработки шаблонов.

Один из комментаторов сформулировал это предельно кратко:

«Друзья не дают друзьям пользоваться Ollama».

Особенно раздражают ограничения на квантование.

Ollama умеет самостоятельно создавать только Q4_K_S, Q4_K_M, Q8_0, F16 и F32. Если вам нужен Q5_K_M, Q6_K или любой вариант IQ, которые llama.cpp поддерживает уже много лет, — не повезло. Придётся выполнять квантование самостоятельно за пределами Ollama.

Когда пользователь спросил о поддержке Q2_K, ответ по существу свёлся к «используйте другой инструмент».

Для проекта, который рекламирует себя как простой способ запускать модели, предложение уйти к другому инструменту ради обычного выбора квантования весьма показательно.

Позднее Hugging Face добавил поддержку команды ollama run hf.co/{repo}:{quant}, на лету создавая манифест в стиле Docker. Это частично решает проблему доступности моделей.

Но даже тогда файл копируется во внутреннее хранилище Ollama под именем в виде хеша, тот же GGUF нельзя без лишних действий использовать совместно с другими инструментами, а проблемы с распознаванием шаблонов никуда не исчезают.

Базовая архитектура остаётся прежней: Ollama ставит себя посредником между вами и вашими моделями. И этот посредник оказывается медленнее, менее функционален и хуже совместим, чем инструменты, поверх которых он стоит.

Разворот в облако

В конце 2025 года Ollama добавила к локальному каталогу модели, работающие в облаке.

Инструмент, название которого практически стало синонимом локального и приватного инференса, начал отправлять запросы сторонним облачным провайдерам.

Закрытые модели вроде MiniMax появились в общем списке без достаточно заметного предупреждения о том, что при их выборе ваши данные уйдут за пределы локальной машины.

Пользователи подняли вопрос о маршрутизации данных. Когда вы запускаете закрытую модель вроде MiniMax‑m2.7 через «Ollama Cloud», ваши промпты могут пересылаться внешнему поставщику, который фактически размещает модель.

В собственной документации Ollama говорится: «Мы обрабатываем ваши промпты и ответы для предоставления услуги, но не сохраняем и не журналируем их содержимое».

Однако там ничего не говорится о том, что с этими данными делает сторонний поставщик. В случае моделей, размещённых в Alibaba Cloud, пользователи отмечали отсутствие гарантии нулевого хранения данных.

Ситуацию усугубила CVE-2025-51471 — уязвимость, позволяющая похитить токен аутентификации и затрагивающая все версии Ollama.

Вредоносный сервер реестра может во время обычного скачивания модели заставить Ollama отправить токен аутентификации на подконтрольный злоумышленнику адрес. Исправление появилось в виде запроса на слияние, но до основной версии добиралось несколько месяцев.

Для инструмента, построившего свой образ вокруг локальности и конфиденциальности, уязвимость, позволяющая утянуть учётные данные на произвольный сервер, — уже не просто очередная неприятная ошибка. Тут вопрос скорее к самой архитектурной философии проекта.

Венчурный сценарий

Всё это становится понятнее, если посмотреть на систему стимулов.

Ollama — стартап из Y Combinator, выпуск зимнего набора 2021 года, основанный инженерами, которые до этого сделали графический интерфейс для Docker, а затем продали его Docker Inc.

Сценарий до боли знаком: взять существующий проект с открытым кодом, завернуть его в удобный интерфейс, набрать пользовательскую базу, привлечь инвестиции — а потом решить, как всё это монетизировать.

Последовательность получается почти образцовой:

  1. Запуститься на базе открытого ПО — построить продукт на llama.cpp и завоевать доверие сообщества

  2. Свести упоминание основы к минимуму — создать впечатление самостоятельного продукта

  3. Привязать пользователей к собственной экосистеме — свой реестр моделей, хешированные имена файлов, неудобные для других инструментов

  4. Выпустить закрытые компоненты — настольное приложение

  5. Добавить облачные сервисы — основу для монетизации

Отдельно стоит посмотреть на устройство реестра моделей.

Ollama хранит загруженные модели в собственном хранилище под именами, представляющими собой хеши. Если вы несколько месяцев скачивали модели через Ollama, просто указать llama.cpp или LM Studio на эти файлы уже не получится — потребуется дополнительная возня.

Свои GGUF‑файлы в Ollama можно импортировать через Modelfile. А вот обратный путь заметно менее удобен.

Это обычная привязка к поставщику, которую большинство пользователей не замечает ровно до того момента, когда пытается уйти.

Чем пользоваться вместо Ollama

Инструменты, которые Ollama прячет за своей оболочкой, доступны напрямую. И настраивать их уже давно не намного сложнее.

llama.cpp — собственно движок. В нём есть сервер с API, совместимым с OpenAI (llama-server), встроенный веб‑интерфейс, полный контроль над размером контекста и параметрами сэмплирования, а производительность стабильно выше, чем у Ollama.

В феврале 2026 года компания Герганова ggml.ai присоединилась к Hugging Face, чтобы обеспечить проекту долгосрочное развитие. llama.cpp распространяется под лицензией MIT, активно развивается сообществом и насчитывает более 450 участников.

Проект Mozilla llamafile развивает идею единственного файла ещё дальше: модель вместе со средой выполнения упаковывается в один исполняемый файл, который работает в шести операционных системах вообще без установки.

Скачал. Запустил. Готово.

llama‑swap занимается оркестрацией нескольких моделей: загружает и выгружает их и позволяет переключаться между ними по запросу через единый адрес API.

В паре с LiteLLM получается единый прокси, совместимый с API OpenAI, который умеет маршрутизировать запросы между несколькими движками и нормально работать с псевдонимами моделей.

Если нужен настольный графический интерфейс, есть действительно открытые варианты.

Jan под лицензией AGPLv3 — локальное приложение для общения с моделями с аккуратным интерфейсом и полностью открытым исходным кодом.

koboldcpp под AGPL — форк llama.cpp со встроенным веб‑интерфейсом и широкими возможностями настройки, полностью открытый и пригодный для аудита.

Оба — настоящие проекты свободного ПО, а не обёртки, скрывающие закрытый код за открытым движком.

Есть и закрытые обёртки.

LM Studio — проприетарная программа поверх llama.cpp и самая популярная альтернатива Ollama не без причины: она предлагает примерно то же удобство «в один клик», нормальный графический интерфейс, принимает любые GGUF и предоставляет доступ ко всем основным настройкам.

Что важнее, разработчики LM Studio ведут себя по отношению к экосистеме добросовестно. У них есть отдельная страница благодарностей, где прямо указаны llama.cpp и его лицензия, и они не пытаются делать вид, будто непонятно, что находится под капотом.

Это закрытый продукт. Но не паразитический.

Msty — ещё один закрытый графический интерфейс поверх открытых движков инференса, с поддержкой нескольких моделей и встроенным поиском по базе знаний.

Я вовсе не против бизнеса, который зарабатывает на том, что делает свободное ПО удобнее. Это совершенно нормальная модель.

Но стоит честно называть вещи своими именами: такие инструменты — коммерческие продукты, существующие благодаря llama.cpp, а не какие‑то независимые альтернативы ему.

Разница между добросовестной и недобросовестной обёрткой определяется не тем, берёт ли она деньги и использует ли закрытый код. Вопрос в том, уважает ли она работу, на которой стоит.

LM Studio — уважает.

Ollama — нет.

Стоит посмотреть и на ramalama от Red Hat — ориентированный на контейнеры инструмент для запуска моделей, который прямо и на видном месте перечисляет проекты, на которых основан.

Именно так Ollama и следовало поступить с самого начала.

Ни один из этих инструментов не требует больше нескольких минут на настройку. Представление о том, будто Ollama остаётся единственным доступным вариантом для обычного пользователя, давно не соответствует действительности.

Если посмотреть шире

В марте 2023 года Георгий Герганов за один вечер собрал первую версию llama.cpp и фактически запустил революцию локального искусственного интеллекта.

Он и сотни участников сообщества затем годами работали над тем, чтобы всё более мощные модели можно было запускать на обычном пользовательском железе. Это действительно важная работа. Именно она остаётся фундаментом, благодаря которому локальный инференс остаётся открытым и доступным.

Ollama завернула эту работу в удобную командную строку, привлекла на её основе венчурные инвестиции, больше года не считала нужным нормально указывать происхождение своего движка, затем неудачно от него ответвилась, выпустила закрытое приложение и в конце концов развернула проект в сторону облачных сервисов.

На каждом этапе, когда можно было повести себя как добросовестный участник сообщества открытого ПО, компания выбирала вариант, который позволял выглядеть более самостоятельной в глазах инвесторов.

Экосистеме локальных больших языковых моделей Ollama не нужна.

Ей нужен llama.cpp.

Всё остальное — упаковка. И упаковка получше уже существует.

Примечание переводчика: что изменилось с апреля 2026 года

Оригинал этой статьи был опубликован 15 апреля и обновлён 18 апреля 2026 года. За прошедшие месяцы Ollama успела заметно изменить несколько вещей, о которых пишет автор.

Самое существенное изменение касается llama.cpp. В июне Ollama 0.30 вернула llama.cpp в качестве backend для GGUF‑моделей. В актуальном исходном коде Ollama закрепляет конкретную версию llama.cpp, собирает из неё llama-server и накладывает собственный слой совместимости. Поэтому описанный выше период собственного GGML‑backend — уже история, а не текущее состояние проекта.

Это, однако, не полностью снимает вопрос об отставании от upstream. Ollama использует не текущий HEAD llama.cpp, а зафиксированную версию. Весной 2026 года это, например, приводило к заметной разнице в производительности Vulkan на AMD из‑за отсутствующих upstream‑оптимизаций. Сейчас версии обновляются гораздо регулярнее: например, 15 сентября Ollama обновила llama.cpp до b10969. Сам механизм возможного отставания от upstream при этом никуда не исчез.

Изменилось и несколько деталей вокруг Modelfile. Параметры вроде температуры можно задавать непосредственно во время работы, а системный промпт — менять без создания отдельной копии модели; API также позволяет передавать параметры в запросе. Кроме того, при создании производных моделей Ollama использует content‑addressed layers, поэтому упомянутое выше копирование десятков гигабайт ради одного изменённого параметра не следует считать актуальным поведением. При этом Modelfile по‑прежнему остаётся отдельным слоем конфигурации поверх модели, а вопрос совместимости шаблонов с остальной GGUF‑экосистемой никуда полностью не исчез.

История с названием DeepSeek‑R1 изменилась меньше. По состоянию на сентябрь 2026 года короткое имя deepseek-r1 по‑прежнему не означает автоматически полноразмерную 671-миллиардную R1: разные размеры доступны отдельными тегами. При этом нынешняя страница библиотеки Ollama уже значительно яснее показывает, какая именно модель стоит за каждым вариантом. Поэтому претензия автора к первоначальному именованию остаётся понятной, но современный интерфейс стал прозрачнее.

Наконец, облачное направление за это время не исчезло, а, наоборот, превратилось в полноценную часть бизнеса Ollama. 9 июля компания объявила о привлечении ещё $88 млн и сообщила о 8,9 млн разработчиков, одновременно прямо назвав облако одним из ключевых направлений развития. 31 августа новые планы Pro, Max и Team перевели на прозрачную тарификацию по токенам с включённым ежемесячным объёмом кредитов. Это уже не побочная экспериментальная функция, а полноценный коммерческий сервис.

С другой стороны, претензии автора к облачной приватности сегодня требуют существенной оговорки. Действующая с марта 2026 года политика конфиденциальности Ollama прямо утверждает, что содержимое запросов к облачным моделям обрабатывается только транзитно, не используется для обучения и не сохраняется после выполнения запроса. В описании новых тарифов Ollama также заявляет Zero Data Retention и отсутствие журналирования промптов. Поэтому часть приведённой выше критики отражает состояние и прозрачность сервиса именно на момент написания оригинальной статьи, а не нынешнюю публично заявленную политику Ollama.

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

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

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  • 18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

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

  • 11.10.26 03:04 Patricia014

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

  • 12.10.26 19:34 lydiassmith567

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

  • 12.10.26 19:34 lydiassmith567

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  • 13.10.26 14:14 lisalisa22

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