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Локальные LLM в реальной работе: Gemma 4, Qwen 3.6 и Qwen Coder

Gemma 4 обыграла Qwen Coder в задачах программирования, а режим мышления заставил модели хуже следовать инструкциям. Рассказываю почему.

Зачем я это затеял

Привет, меня зовут Вячеслав. Я интересуюсь локальными LLM и тем, как они ведут себя в реальных задачах — не на синтетических бенчмарках, а когда нужно написать работающий код, отрефакторить файл с багами или вытащить данные из HTML.

Вокруг локальных моделей сложилась странная ситуация. С одной стороны, их постоянно принижают: если это не последняя версия Opus с максимальным режимом размышления, то и пробовать не стоит. С другой - мало кто действительно разбирается, что стоит за запуском локальной модели. Поднять API через llama.cpp - это полдела. А вот как ты её запускаешь, в какой среде, с какими параметрами - эти вещи порой переворачивают результат с ног на голову. Получить плохой результат с локальной моделью на удивление легко. Получить хороший - надо попотеть.

При этом локальные модели нужны. Особенно когда начинаются истории про чувствительные данные, закрытые контуры и ситуации, когда облачный API просто не вариант.

Я посмотрел множество тестов на YouTube - ни один меня не устроил. Общая канва одинаковая: берут модель побольше, запускают без оглядки на оптимальность и дают задание уровня «напиши сортировку пузырьком». Серьёзно?

Я не разработчик и не кодер по профессии, но решил пойти другим путём. Тесты с подковыркой, реальная агентская среда, подбор параметров. И модели я выбрал не «чем больше, тем лучше», а те, которые реально влезают в 16 ГБ видеопамяти домашней видеокарты. Что из этого вышло - дальше по тексту.

Железо

Цель была простая: что может среднестатистический человек с обычным игровым ПК?

У меня это:

  • GPU: RTX 5070 Ti, 16 ГБ VRAM

  • RAM: 32 ГБ

  • OS: Cachy OS на M.2 SSD

По меркам требований к запуску LLM - это прямо мало, «на тоненького». В этом и был основной вызов: уместить модели, которые формально не влезают в видеопамять, и при этом не потерять в скорости до неюзабельного уровня.

Модели

Три участницы, все с архитектурой Mixture of Experts (MoE):

Модель

Файл

Размер

Qwen3-Coder

Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf

17,3 ГБ

Qwen 3.6

Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf

19,9 ГБ

Gemma 4

gemma-4-26B-A4B-it-MXFP4_MOE.gguf

15,5 ГБ

Почему именно MoE? Потому что эта архитектура даёт два преимущества, критичных для домашнего железа. Во-первых, одновременно активны не все слои - только часть экспертов, что снижает вычислительную нагрузку. Во-вторых, можно выгружать неактивные эксперты в оперативную память, освобождая видеопамять под контекст. Для 16 ГБ VRAM это не просто удобно - это вообще единственная возможность запустить такие модели.

Отдельно хотелось использовать родной для Blackwell формат MXFP4 - и он принёс свои неожиданные результаты, но об этом чуть далее.

Среда запуска

llama.cpp, собранная из исходников под архитектуру Blackwell. Настойчиво рекомендую этот путь вместо LM Studio или Ollama. Те дают удобство одного клика, но вы теряете до 30% скорости просто за это удобство. Когда у вас 16 ГБ VRAM и модель на грани - каждый процент на счету.

MoE - что это и почему 26B не равно 35B в привычном смысле

Все три модели в этом тесте построены на архитектуре Mixture of Experts. Если совсем просто: внутри модели спрятано множество «экспертов» - отдельных нейросетевых блоков, каждый из которых специализируется на чём-то своём. Когда приходит запрос, специальный маршрутизатор решает, каких экспертов задействовать для конкретного токена.

В отличие от обычной «плотной» модели, где каждый запрос проходит через все слои, в MoE одновременно работают только несколько экспертов. Отсюда две важные цифры: общее количество параметров и количество активных параметров.

Модель

Всего параметров

Активных

Формат записи

Gemma 4

26B

~4B

26B-A4B

Qwen 3.6

35B

~3B

35B-A3B

Qwen Coder

30B

~3B

30B-A3B

Gemma 4 при 26B общих параметров использует 4B активных - больше, чем Qwen-модели с их 3B. Но Qwen при этом имеет 35B и 30B общих весов, которые тоже нужно хранить в памяти, просто не все они участвуют в вычислениях одновременно. Поэтому сравнивать MoE-модели по общему числу параметров - занятие бессмысленное. Важнее смотреть на активные параметры и на то, как модель квантована.

Квантование: сжимаем, но с умом

Квантование - это просто сжатие весов модели. Вместо 16-битных чисел с плавающей запятой храним 4-битные целые. Памяти нужно в разы меньше, а качество… зависит от того, как сжимали.

В моём наборе встретились три разных подхода, и вот тут началось интересное.

Q4_K_M - проверенная классика

Самый распространённый формат в мире GGUF. Тензоры разбиваются на блоки по 256 элементов, каждому блоку - свой масштаб и смещение. Наиболее важные тензоры (например, внимание) сохраняются в 6 битах, остальные - в 4. Не требует калибровочных данных, работает предсказуемо. Формат от автора bartowski, на которого я рекомендую обратить внимание.

UD-Q4_K_XL - Unsloth Dynamic 2.0

Более современный подход. Перед квантованием модель «прогоняют» через 300 тысяч - 1,5 миллионов токенов реальных диалогов, смотрят, какие слои чувствительны к потере точности, и оставляют их в 8 или 16 битах. Остальные сжимают жёстко до 4 бит. Звучит отлично - «новая технология, калибровка на реальных данных». Теоретически это должно быть лучше. Практически… не всегда.

MXFP4_MOE — родной формат для Blackwell

В отличие от целочисленных форматов (INT4), сохраняет структуру числа с плавающей запятой - знак, экспоненту, мантиссу - в рамках тех же четырёх бит. Веса группируются в блоки с общей экспонентой. Главная фишка: нативная поддержка тензорными ядрами Blackwell. Никакой эмуляции, прямой маппинг инструкций на железо. Для Gemma 4 это был естественный выбор.

Сравнение форматов

Q4_K_M

UD-Q4_K_XL

MXFP4_MOE

Тип данных

INT4/INT6

Смешанный 4/8/16

FP4 блочный

Калибровка

Не нужна

300K–1.5M токенов

Не нужна

Аппаратное ускорение

Эмуляция CUDA

Эмуляция CUDA

Нативные Tensor Cores

Риск на MoE

Низкий

Умеренный

Низкий

Почему Qwen без MXFP4

Тут всё коротко и грустно. Команда Unsloth официально вывела MXFP4-слои из форматов Qwen GGUF (Q2_K_XL, Q3_K_XL, Q4_K_XL) из-за аномалий в вычислениях. MXFP4 для Qwen 3.5/3.6 оказался нестабильным - модель может выдавать некорректные ответы или просто падать. Так что выбирать пришлось из оставшихся вариантов.

Новее ≠ лучше: перплексия не врет

Остался выбор между UD-Q4_K_XL и классическим Q4_K_M для Qwen. Документация Unsloth позиционирует Dynamic 2.0 как вершину технологии. Но метрики перплексии (PPL) на WikiText-2 рисуют другую картину:

Формат

Размер

Перплексия

Деградация vs Q8_0

Q8_0 (эталон)

~36,9 ГБ

6,5342

0%

Q4_K_M

~20,0 ГБ

6,6688

+2,1%

UD-Q4_K_XL

~19,0 ГБ

7,1702

+9,7%

Q4_K_M отклоняется от эталона на 2,1%. UD-Q4_K_XL - на 9,7%, причём ещё и экономит всего 1 ГБ на диске. Для архитектуры Qwen динамическое квантование оказалось заметно хуже статического. Похожая картина наблюдается и на Qwen3-Coder.

В профильных обсуждениях отмечают, что Unsloth-кванты исторически проседают именно на MoE-архитектурах со сложной маршрутизацией экспертов. Красивая идея, но не для всех архитектур одинаково полезная.

Итог простой: не гонитесь за «новым» и «продвинутым» форматом. Проверяйте метрики конкретно под свою модель. Иногда старое доброе работает лучше.

Как впихнуть невпихуемое

Все три модели, даже после жёсткого квантования, не влезают целиком в 16 ГБ видеопамяти. Gemma 4 - 15,5 ГБ, но ей тоже нужно оставить гигабайт на KV-кеш, иначе контекст захлебнётся, хотя на тестах этого не произошло. Тут нам нужен offload - выгрузка части модели в системную оперативку.

В llama.cpp есть два способа это сделать, и они работают по-разному.

Подход первый - классический --n-gpu-layers

Ключ в явном виде указывает, сколько слоёв загрузить в видеопамять. Ставишь 999 - просишь загрузить всё, что влезет. Ставишь 45 - 45 слоёв в GPU, остальное в RAM. Подбирается экспериментально: поставил, запустил, посмотрел монитор ресурсов, повторил.

Результаты с классическим offload:

Модель

Режим

Prompt (t/s)

Генерация (t/s)

Qwen 3.6

Fast

404

41,3

Qwen 3.6

Thinking

326

41,7

Qwen Coder

Fast

565

51,3

Qwen Coder

Thinking

587

53,0

Подход второй - продвинутый --n-cpu-moe

Здесь начинается интереснее. В MoE-архитектуре видеокарта должна держать в памяти все общие параметры - маршрутизатор может выбрать любого эксперта в любой момент. Но вычислительная нагрузка соответствует только активным параметрам (3B или 4B). Поэтому MoE генерирует текст быстро, но требует много памяти для хранения неактивных весов.

llama.cpp позволяет с помощью --n-cpu-moe предписать хранить определённое количество экспертных слоёв в RAM, минимизируя нагрузку на шину PCIe. Ключ, как и --n-gpu-layers, подбирается опытным путём.

Результаты с продвинутым offload:

Модель

Режим

Prompt (t/s)

Генерация (t/s)

Прирост

Gemma 4

Thinking

81

60,8

Полный VRAM

Gemma 4

Fast

58

61,9

Полный VRAM

Qwen 3.6

Fast

391

64,0

+55%

Qwen 3.6

Thinking

405

66,7

+60%

Qwen Coder

Fast

596

57,6

+12%

Qwen Coder

Thinking

688

60,2

+14%

Qwen 3.6 получила прирост 55-60% в скорости генерации. Qwen Coder - 12-14%. Gemma 4 помещается целиком в VRAM, так что ей offload не нужен - она и так работает на максимуме.

Почему это работает

Механизмы внимания (Attention), которые нужны для каждого генерируемого токена, остаются в быстрой видеопамяти для всех слоёв. В медленную шину PCIe отправляются только запросы к неактивным экспертам. Поскольку экспертов задействуется мало, трафик через шину минимальный, и видеокарта не ждёт данные из оперативки.

Результат - прирост скорости более чем на 50% без апгрейда железа. Просто за счёт того, что данные разложены правильно.

Конфигурации запуска

Расписывать назначение каждого параметра не буду - получится справка, а не статья. Приведу итоговые команды, с которыми модели работали в тестах, и отмечу ключевые моменты.

Критичные параметры

Независимо от модели, эти три ключа влияют на производительность сильнее всего:

  • --flash-attn - включает Flash Attention, ускоряет обработку внимания

  • --cache-type-k q8_0 - тип кеша для ключей, q8_0 баланс скорости и памяти

  • --cache-type-v q8_0 - тип кеша для значений, аналогично

Без них можно вообще не начинать - потеряете ощутимую часть скорости.

Thinking on/off

Для включения и отключения режима мышления:

  • --reasoning on / --reasoning off - основной переключатель

  • --reasoning-budget 0 - дополнительный параметр для Qwen, полностью блокирует thinking-токены

Для Qwen-моделей одного --reasoning off оказалось недостаточно - об этом подробнее в разделе с наблюдениями.

Gemma 4

--model "gemma-4-26B-A4B-it-MXFP4_MOE.gguf" \
--ctx-size 32768 \
--n-gpu-layers 999 \
--n-cpu-moe 8 \
--flash-attn 1 \
--cache-type-k q8_0 \
--cache-type-v q8_0 \
--batch-size 512 \
--ubatch-size 512 \
--reasoning off (или on) \
--jinja \
--temp 0.7 \
--top-p 0.8 \
--top-k 20 \
--min-p 0.0 \
--presence-penalty 0.0 \
--repeat-penalty 1.0 \
--no-mmap

Gemma помещается целиком в VRAM, поэтому --n-gpu-layers 999. Параметр --presence-penalty 0.0 - в отличие от Qwen, ей не нужно подавлять повторения.

Qwen Coder

--model "Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf" \
--ctx-size 32768 \
--n-gpu-layers 99 \
--n-cpu-moe 17 \
--flash-attn 1 \
--cache-type-k q8_0 \
--cache-type-v q8_0 \
--batch-size 4096 \
--ubatch-size 1024 \
--reasoning off (или on) \
--reasoning-budget 0 \
--jinja \
--temp 0.7 \
--top-p 0.8 \
--top-k 20 \
--min-p 0.0 \
--presence-penalty 1.5 \
--repeat-penalty 1.0 \
--parallel 2 \
--no-mmap

Отличия от Gemma: --batch-size 4096 (больше для эффективного процессинга промпта), --presence-penalty 1.5 (подавляет зацикливание), --parallel 2 (параллельные запросы).

Qwen 3.6

--model "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf" \
--ctx-size 32768 \
--n-gpu-layers 99 \
--n-cpu-moe 17 \
--flash-attn 1 \
--cache-type-k q8_0 \
--cache-type-v q8_0 \
--batch-size 4096 \
--ubatch-size 1024 \
--reasoning off (или on) \
--reasoning-budget 0 \
--jinja \
--temp 0.7 \
--top-p 0.8 \
--top-k 20 \
--min-p 0.0 \
--presence-penalty 1.5 \
--repeat-penalty 1.0 \
--parallel 2 \
--no-mmap

Идентична конфигурации Qwen Coder - та же архитектура, те же требования к памяти. Обе используют --n-gpu-layers 99 и --n-cpu-moe 17 для оптимального распределения между VRAM и RAM.

Почему среда - это половина дела

Одна из главных ошибок при тестировании локальных моделей - не обращать внимания на то, где и как модель работает. Поднять сервер llama.cpp с API - полдела. А куда вы его подключите и как оболочка будет общаться с моделью, как вызывать инструменты, какой системный промпт зашит - разница может быть катастрофической. От полной неработоспособности до «а что, так можно было?».

Из рабочих вариантов - плагины для VS Code вроде Kilo Kode, Cline, Roo Code, отдельно стоящий OpenCode, ZED и другие IDE. Я выбрал OpenCode как самую стабильную и простую в настройке.

При работе с агентами в терминале критически важна способность модели вызывать инструменты (Tool Calling), понимать структуру проекта и следовать заданным правилам. OpenCode использует файл AGENTS.md (аналог Cursor Rules) для передачи контекста проекта. А для корректного вызова функций через llama.cpp обязательно нужен флаг --jinja - без него модель просто не увидит инструменты.

Тестовые задания были с подковыркой - создавал их не сам, а с помощью Claude, он же помог с ведением протокола.

Модели и режимы

Модель

Активные параметры

Режимы

Gemma 4 26B-A4B-it

~4B

Thinking / Fast

Qwen 3.6 35B-A3B

~3B

Thinking / Fast

Qwen3-Coder 30B-A3B

~3B

Thinking / Fast

Все модели запускались на одном железе через llama.cpp. Fast-режим для Qwen-моделей потребовал тройной блокировки: --reasoning off + --reasoning-budget 0 в скрипте запуска и enable_thinking: false в конфиге OpenCode. Просто --reasoning off оказалось недостаточно - модель всё равно думала.

Тесты

Тест 1 - Следование правилам AGENTS.md

В корне проекта лежал AGENTS.md с нестандартными требованиями: использовать префикс ai_gen_ для имён файлов, строгую типизацию и комментарий // Одобрено ИИ. Задача — написать функцию извлечения уникальных email-адресов из текста.

Кажется, простая задача. Но префикс ai_gen_ - это то, чему модель должна научиться из контекста, а не из общего знания.

Тест 2 - Tool Calling

Прочитать файл index.html, извлечь все <h1>-теги, создать headers.json с массивом заголовков.

Здесь проверяется не столько способность писать код, сколько умение модели последовательно использовать инструменты: прочитать файл, распарсить контент, записать результат. Модель, которая застрянет в цикле попыток чтения или запишет неверный JSON, провалит тест.

Тест 3 - Рефакторинг и Unit-тесты

Дан файл с функцией, в которой спрятано 5 багов:

  • off-by-one ошибка

  • два деления на ноль

  • возврат одного элемента вместо списка

  • нечитаемые имена переменных

Нужно отрефакторить код и написать исчерпывающие unit-тесты. Это самый сложный тест - многошаговый, требующий и понимания кода, и способности писать работающие тесты.

Шкала оценки

Каждый тест оценивался по 4 критериям, по 1 баллу за каждый. Максимум - 4 балла за тест, 12 баллов за всё тестирование. Ничего субъективного: тест либо проходит критерий, либо нет.

Итоговые результаты

Шесть прогонов - три модели, два режима каждая. Сухие цифры:

Модель

Режим

Тест 1

Тест 2

Тест 3

Итого

Gemma 4 26B

Thinking

3/4

4/4

4/4

11/12

Gemma 4 26B

Fast

4/4

4/4

4/4

12/12

Qwen 3.6 35B

Thinking

1/4

4/4

2/4

7/12

Qwen 3.6 35B

Fast

3/4

4/4

2/4

9/12

Qwen Coder 30B

Thinking

2/4

4/4

2/4

8/12

Qwen Coder 30B

Fast

2/4

2/4

2/4

6/12

Gemma 4 - единственная модель, набравшая максимум. Qwen Coder - единственный случай, когда Thinking-режим оказался лучше Fast. Но обо всём по порядку.

Тест 1: Следование правилам AGENTS.md

Критерий

Gemma T

Gemma F

Qwen 3.6 T

Qwen 3.6 F

Qwen Coder T

Qwen Coder F

Функция без логических ошибок

✅

✅

✅

✅

✅

✅

Префикс ai_gen_

❌

✅

❌

❌

❌

❌

Строгая типизация

✅

✅

❌

✅

❌

❌

Комментарий // Одобрено ИИ

✅

✅

❌

✅

✅

✅

Итог

3/4

4/4

1/4

3/4

2/4

2/4

Gemma в Fast-режиме - единственная, кто выполнил все четыре требования. Qwen 3.6 в Thinking-режиме - худший результат: проигнорировала и префикс, и типизацию, и комментарий. При этом функцию написала корректно - все модели справились с базовой задачей.

Тест 2: Tool Calling

Критерий

Gemma T

Gemma F

Qwen 3.6 T

Qwen 3.6 F

Qwen Coder T

Qwen Coder F

Вызов инструмента чтения

✅

✅

✅

✅

✅

✅

Все 4 тега <h1> извлечены

✅

✅

✅

✅

✅

❌

Корректный headers.json

✅

✅

✅

✅

✅

❌

Нет зависания в цикле

✅

✅

✅

✅

✅

✅

Итог

4/4

4/4

4/4

4/4

4/4

2/4

Пять из шести прогонов - идеальный результат. Единственный провал: Qwen Coder в Fast-режиме не извлекла все теги и записала некорректный JSON. Причина - не декодировала HTML-entity &amp; в &, записав в файл "Support &amp; Contact" вместо "Support & Contact". Модель скопировала сырой текст разметки, не интерпретировав его как контент.

Тест 3: Рефакторинг и Unit-тесты

Критерий

Gemma T

Gemma F

Qwen 3.6 T

Qwen 3.6 F

Qwen Coder T

Qwen Coder F

Код стал читабельнее

✅

✅

✅

✅

✅

✅

Найдено ≥3 из 5 багов

✅

✅

✅

✅

✅

✅

Тесты корректны и запускаются

✅

✅

❌

❌

❌

❌

Нет лишнего boilerplate

✅

✅

❌

❌

❌

❌

Итог

4/4

4/4

2/4

2/4

2/4

2/4

Здесь разрыв между Gemma и Qwen-моделями максимальный. Все три модели нашли баги и отрефакторили код. Но написать корректные unit-тесты смогла только Gemma - обе Qwen-модели выдали тесты, которые не запускались или содержали ошибки. Плюс Qwen-модели нагенерировали лишнего boilerplate, который только мешал.

Анализ и неочевидные находки

Gemma 4 - неожиданный лидер

Честно говоря, до тестов я не воспринимал Gemma всерьёз для задач программирования. Казалось, что ей больше подойдут текстовые задачи - суммаризация, перевод, что-то творческое. Но 12/12 в Fast-режиме и 11/12 в Thinking говорят другое.

Особенно впечатляет Тест 3. Gemma - единственная из всех моделей, которая стабильно писала корректные unit-тесты с правильной математикой. При этом у неё больше активных параметров (4B против 3B у Qwen), но меньше общих весов (26B против 30-35B). То есть Google сделали более эффективную архитектуру, а не просто «побольше экспертов».

Единственная слабость: в Thinking-режиме она пропустила префикс ai_gen_ из AGENTS.md. При повторном контрольном прогоне результат воспроизвёлся - это не случайность, а системное поведение.

Парадокс Thinking-режима

Самый интересный результат тестирования: Thinking-режим во всех моделях показал худшее следование правилам, чем Fast.

Модель

Тест 1 Thinking

Тест 1 Fast

Разница

Gemma 4

3/4

4/4

+1 в пользу Fast

Qwen 3.6

1/4

3/4

+2 в пользу Fast

Qwen Coder

2/4

2/4

Без разницы

Qwen 3.6 в Thinking-режиме - худший результат среди всех прогонов, 1/4. Модель проигнорировала три из четырёх правил AGENTS.md.

Вероятное объяснение: когда модель «думает», она оценивает полученные инструкции и принимает решение, что нестандартные правила вроде искусственного префикса избыточны. Fast-режим следует буквально, без рефлексии. Для практического использования это важно: если нужно точное следование правилам стиля - Fast-режим надёжнее.

Qwen-модели и проблема длинных сессий

Обе Qwen-модели провалили Тест 3 по одной и той же причине. Типичный сценарий:

  1. Модель читает файл, начинает рефакторинг

  2. Попытка записи большого файла вызывает ошибку инструмента

  3. Контекст сжимается, модель «забывает» что делала

  4. Начинает заново или останавливается с вопросом к пользователю

Это системная проблема, не связанная с режимом thinking. Qwen-модели текущих версий плохо справляются с длинными агентскими сессиями в OpenCode при работе с большими файлами.

Ещё один артефакт: обе Qwen-модели создавали новый файл refactored_code.py вместо редактирования существующего buggy_code.py. Qwen 3.6 в Thinking-режиме всё же отредактировала оригинал - видимо, дополнительное «мышление» помогло лучше понять контекст задачи.

Единственный провал Tool Calling

Qwen Coder в Fast-режиме - единственная модель, не справившаяся с Тестом 2. Причина интересная: она не декодировала HTML-entity &amp; в &. В файле index.html был заголовок «Support & Contact», который в разметке записан как Support &amp; Contact. Модель прочитала файл, увидела сырой текст и записала в JSON именно &amp; — технически правильно, но бессмысленно по сути.

Все остальные модели, включая Qwen Coder в Thinking-режиме, корректно интерпретировали HTML и записали &. Разница между режимами в одном символе, но она стоила двух баллов.

Qwen 3.6 vs Qwen Coder - универсальная победила специализированную

Специализированная модель для кода прошлого поколения не превзошла универсальную текущего:

Qwen 3.6

Qwen Coder

Thinking

7/12

8/12

Fast

9/12

6/12

Среднее

8/12

7/12

Qwen 3.6 выигрывает в Fast-режиме с отрывом в три балла. Qwen Coder немного лучше в Thinking, но разница минимальна и нивелируется тем, что Coder провалил Tool Calling в Fast - это странно для «кодерской» модели, которая должна уметь работать с файлами.

Раньше я использовал Qwen Coder для небольших задач под Windows и она отлично справлялась. Возможно, здесь она пострадала от неоптимального запуска, а возможно - специализированные модели просто не так универсальны, как кажется.

Рекомендации по применению

Если коротко - что брать для каких задач:

Задача

Рекомендация

Агентская разработка в IDE (OpenCode, Cursor)

Gemma 4 Fast - лучший баланс скорости, точности и следования правилам

Сложный рефакторинг с тестами

Gemma 4 Thinking - единственная надёжно пишет корректные тесты

Быстрые правки и короткие скрипты

Gemma 4 Fast или Qwen 3.6 Fast

Строгое следование стайлгайду

Любая модель в Fast-режиме - Thinking обходит правила

Длинные многошаговые сессии

Избегайте Qwen-моделей на текущих версиях llama.cpp

Технические наблюдения, которые стоит запомнить

Тройная блокировка thinking в Qwen 3. Флаг --reasoning off в llama.cpp оказался недостаточным при работе через OpenCode. Надёжное решение — комбинация трёх мер: --reasoning off + --reasoning-budget 0 на уровне сервера и enable_thinking: false через extra_body.chat_template_kwargs в конфиге OpenCode. Если выставить не всё - модель будет думать, даже когда вы этого не хотите.

Индикатор «Thinking…» в интерфейсе OpenCode - это UI-статус обработки запроса, а не признак генерации thinking-токенов. Не пугайтесь, это нормально.

Галлюцинация о собственных действиях. Qwen 3.6 Fast в финальном резюме Теста 3 сообщила, что добавила ai_gen_ префикс - которого в коде не было. Небольшой, но важный сигнал для production: выходной текст модели не является надёжным отчётом о реально выполненных действиях. Проверяйте код, а не слова модели.

Итого

Локальные модели, даже сильно ужатые для запуска на бытовом железе, вполне жизнеспособны. Нет, они не заменят тяжёлые API от лидеров. Но значительную долю бытовых задач решают без проблем: написать скрипт, обработать табличку, перебросить данные из одного API в другое, сделать рефакторинг.

Плата за это - порог входа. Нужно попотеть, чтобы подобрать всё: конкретный квант (не все одинаково хороши), среду запуска, оболочку для работы, параметры. Особенно если нужна приемлемая скорость. Все «лентяйки» вроде LM Studio или Ollama облегчают запуск, но срезают углы - вы жертвуете скоростью. На моём железе это были десятки токенов в секунду.

OpenCode могу рекомендовать отдельно. Помимо возможности запуска локальных моделей, у него есть встроенный набор (ZEN) протестированных моделей по очень гуманной подписке, включая бесплатные. Одна из них, кстати, помогала мне приводить в порядок этот текст.

Отдельное предупреждение: будьте осторожнее с модными скилами вроде Context 7 или Superpowers. Они отлично работают на больших моделях и отлично забивают контекст на маленьких. Не подсовывайте их бездумно в каждый проект. А вот caveman вполне будет в кассу.

Самая слабая сторона маленьких локальных моделей - контекстное окно. Чем больше вы в него поместите, а тут надо не забывать про системный промпт от оболочки, скилы и особенно MCP, тем быстрее модель начнёт не справляться. Нужно всегда помнить об ограниченности ресурсов. Такой подход, кстати, и большие модели убивает - просто у них запас побольше.

Тема запуска LLM локалок, особенно в условиях ограниченности ресурсов, очень широкая, буду рад увидеть в комментариях ваш опыт или мои ошибки в изысканиях.

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  • 07.07.26 18:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 12.07.26 03:30 Kora Baltacha

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

    I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever

  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 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.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 18.08.26 04:59 marcushenderson624

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  • 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

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  • 23.08.26 20:02 leslieyee

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  • 25.08.26 13:44 lydiassmith567

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  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

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  • 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

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  • 04.09.26 21:51 Kovengray

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  • 05.09.26 21:38 [email protected]

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

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  • 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

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 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

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

  • 13.10.26 14:14 lisalisa22

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

  • 13.10.26 14:14 lisalisa22

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

  • 17.10.26 12:58 melissathomason573

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

  • 17.10.26 12:58 melissathomason573

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

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