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Выжать больше из локальных LLM. Ollama медленнее llama.cpp в 3 раза. UD_Q4_K_XL лучше чем Q4_K_M, а вес тот же и т.д

Самый просто способ запустить локальную LLM - это установить ollama или LM Studio. Это быстро и просто, но вы теряете и в скорости, и в качестве. Почему UD_Q4_K_XL лучше при том же размере, почему квант Q3 может быть медленнее чем Q4. Хорошая ли идея взять REAP для вырезания ненужных экспертов из MoE. Кто быстрее, Linux или Windows. В общем как выжать больше из локальных LLM на домашнем железе.

Что означает 35B и что означает A3B

Для MoE моделей основной шаблон именования это Qwen3.6-35B-A3B.

Qwen3.6 - имя модели и её версия. Число до точки - это мажорное обновление, часто связано с каким-то существенным обновлением архитектуры, число после точки - обновление внутри архитектуры.

35B - общее количество параметров модели. B - это Billion, то есть 35 миллиардов параметров.

A3B - количество активных параметров, сокращение от Active 3B.

Чем больше параметров активно во время генерации нового токена, тем лучше качество результата, но требуется больше вычислений, значит медленнее генерация и ниже t/s.

У Dense моделей всегда активны все параметры, при прочих равных такие модели будут "умнее" MoE версий, но скорость генерации в разы ниже. У MoE наоборот, скорость работы выше, но качество ответов может плавать даже в рамках одной сессии.

При схожих размерах, качество Dense в разы выше, а скорость в разы ниже

Избыточный размер моделей, почему BF16 это FP32, а не FP16

LLM состоит из слоев, каждый слой состоит из набора чисел, числа сгруппированы в матрицы-тензоры, тензоры разделены на 2 блока: блок Внимания (Attention) и блок FFN. Параметры модели - это суммарное количество чисел из которых состоят матрицы.

Если числа нужно как-то хранить, если их хранить в формате float32, который занимает 32 бита или 4 байта, то если посчитать вес модели размером 35B, 35 млрд умножить на 32 бита, то такая модель будет весить 35.000.000.000 * 32 = 1.120.000.000.000 бит или 130 Гб.

И это маленькая модель 35B, а учитывая, что модели могут доходить до 700B (DeepSeek R1/V3.1, GLM-5.1) и даже до 1T (Kimi K2.5, Qwen3.6-Plus), то такой объем не просто большой, он огромен, нужно как-то его уменьшить.

GPU умеют быстро перемножать матрицы float32 и float16, а для LLM и нужно перемножать много таких матриц, поэтому выбор был из этих двух форматов. Но если float32 такой большой, то почему не взять за основу float16, что уменьшит размер моделей в 2 раза?

Для того, чтобы понять это, надо посмотреть как распределены биты в f32 и f16.

В f32 за диапазон отвечает экспонента размером в 8 бит, а за точность мантисса, которой отведено 23 бита.

В f16 экспонента урезана до 5 бит, а мантисса до 10 бит. Диапазон урезан, а точность сохранена высокой.

В этом и есть проблема. Для нейросетей важнее ширина диапазона значений, а не его точность. Во время обучения происходит перераспределение весов, создаются группы со значениями выше, а другая группа со значениями ниже, кроме этого происходят выбросы, во время градиентного спуска спускаемся до порядков 10^-7 или даже 10^-8. Функция активации не должна возвращать бесконечность если числа выходят за границы, и алгоритм backpropagation мог корректировать малыми шагами сдвиги весов.

Для того, чтобы это работало, числа должны иметь очень широкий диапазон принимаемых значений. В f32 за счет экспоненты в 8 бит обеспечивался нужны диапазон. В f16 экспоненту урезали до 5 бит, и во время обучения это приводило к тому, что обучение застревало, веса не корректировались, backpropagation не мог их сдвинуть, или они уходили в NaN из-за бесконечности на активации. Чтобы использовать f16 приходилось применять различные ухищрения, смешивать fp32 и fp16 обучаясь в Mixed Precision, что приводило к дополнительному увеличение расхода памяти даже выше чем было на fp32, скорость обучения падала. Снижался расход на инференс, так как веса теперь были в fp16, но сложность обучения вырастала.

Простым архитектурным решением этой проблемы было бы в том, что если в 16-битном формате сохранить экспоненту 8 бит, как и была в fp32, а урезать мантиссу, тогда бы точность осталась как и было в fp32, обучение бы проходило гладко, а размер уменьшился бы в 2 раза.

Так появился формат BF16, ширина диапазона сохранилась, а точности для обучения хватало.

Квантование моделей

Инференс намного проще чем обучение, и если развить идею, что диапазон важнее точности, то можно применить такое квантование. Все числа с плавающей точкой преобразовать в целые числа с учетом масштабирования пожертвовав равномерностью шага, но сохранив расстояние между числами. Таким образом квантование в Int8 выглядело бы вот так:

Если приглядеться, то можно заметить разницу, но тут сохранено главное, масштаб и структура, поэтому на качестве инференса это почти не сказалось. Если идти дальше, то самый простой способ это квантовать всё до Int4, тут уже разницу заметить куда проще, но структура в целом сохранена.

Так работал квант Q4_0 в llama.cpp, он не сохранял качество Q8, но работал очень быстро на CPU, поэтому такой квант до сих пор выпускают.

Если идти ещё дальше, то можно дойти до квантования уровня 1.58-бита, то есть будет всего 3 значения [-1, 0, 1]. Это тоже работает, есть целые проекты которые занимаются 1-битными моделями.

Примером такой 1-битной модели LLM Bonsai 8B 1-Bit.

1-bit Bonsai

Текст связный, код запускается, скорость для Dense 8B модели на 4060 высокая. Но вот над качество нужно ещё поработать.

Результат работы 1-Bit Bonsai, не очень похоже на клон Марио

Квантовать в лоб не самое эффективное решение. В какой-то момент к проекту llama.cpp присоединился ikawrakow, создатель K-квантов и i-квантов, и он занялся этим вопросом, что в итоге перевело качество квантования на новый уровень.

Можно выделить 3 основные вещи, кроме самих алгоритмов квантования, которые позволяют сильнее, но сохранять качество:

Блочное квантование. Модель разбивается на блоки, в каждом блоке применяется свой коэффициент scale. Это повышает точность отдельных блоков, а так как модель не однородна, то это повышает точность всей модели.
Добавление калибровочной imatrix. Специальный датасет, в котором собрано типовое использование, активирует различные блоки, те блоки, которые откликаются лучше, квантуются меньше, другие сильнее.
Разделение уровня квантования тензоров attn и ffn. Качество "ума" модели напрямую зависит от качества Внимания, если attn квантовать слабее или оставлять оригинал, то несмотря на более агрессивное квантование ffn, общее качество сохраняется на высоком уровне.

ikawrakow добавил новые алгоритмы квантования, новые схемы квантования, и ввел смысловые обозначения таким квантам. Например, Q4_K_M или IQ4_XS:

Q4 - цифра рядом с Q означает какой битностью будет квантовано тело модели FFN.

K или I - это статичный квант или imatrix квант.

M - буква показывает на сколько выше будут квантованы тензоры внимания. Если S - то либо тот же уровень, либо на 1 шаг выше, и так далее. Встречаются обозначения S, M, L, XL.

XS - это алгоритм квантования внимания с использование imatrix. За счёт imatrix i-кванты весят меньше, и по качеству выше, но требуют в 2 раза больше вычислений на деквантование в момент инференса.

Качество квантов росло, улучшались математические алгоритмы, улучшались походы к созданию imatrix, но в какой-то момент ikawrakow рассорился с ggerganov, и ушел из проекта, он создал форк ik_llama.cpp, где продолжает создавать продвинутые SOTA кванты, и уже добился новых успехов. Новый IQK кванты весят меньше, качество выше, скорость лучше.

Такие кванты ik_llama особенно хорошо помогают, когда не хватает несколько Гб чтобы вместить модель целиком на GPU получая огромный буст скорости, так как если модель не влезает целиком в GPU хотя бы 1 слоем, происходит внушительное падение скорости. Или если надо вместить квант в 192 Гб RAM, запуская DeepSeek V3.2 или GLM-5.1 не залезая на диск.

Проблема Q4_K_M

Стандартный квант всегда и везде это Q4_K_M. Он будет предложен по умолчанию в любой среде, например, если запустить ollama run qwen3.6,то загрузится именно Q4_K_M квант.

Тоже самое в LM Studio, вначале будут их варианты квантов в стандартном виде, и по умолчанию будет загружаться Q4_K_M:

Классические кванты Q4_K_M устарели, они и там и там создаются по старой статичной схеме, которая когда-то не плохо работала, но с тех пор выработали более эффективные схемы квантования, которые позволяют либо снизить объем в Гб, либо в те же Гб засунуть больше качества.

Другая проблема ollama в том, что вы никогда не знаете, что именно вы загружаете. Например, выполнив команду ollama run gemma4 вы получите какую-то gemma4, которую они решили делать стандартной. Gemma4 представлена в 4 варианта: E2B, E4B, 26B-A4B, 31B, и в большинстве случаев интересна будет 26B-A4B, а не слабая E4B. Тоже касается и ollama run qwen3.5, так как qwen3.5 представлена в 7 вариантах.

Для конкретной версии нужно использовать команду ollama run gemma4:26b, но это не решает проблему с выбором кванта.

Динамическое квантование

Когда созданные кванты начали активно сравнивать по показателям PPL и KLD, то начали искать новые схемы квантования, основываясь не на четкую структуру создания, а были динамичную. Теперь через один слой ffn_down может квантоваться сильнее, а ffn_up наоборот. Общие эксперты, которых в MoE моделях от 0 до 3-4 штук квантуются высоко, в Q6 или Q8, а MoE эксперты квантуются сильнее. И так далее.

Основные создатели квантов Unsloth, Ubergarm, Bartowski, mradermacher начали создавать свои рецепты и свои imatrix калибровочные датасеты, в то время как LM Studio, GGML, ollama придерживаются старой статичной схемы квантования.

Динамическое квантование позволяет зайти ниже квантов Q4, и дальше мы посмотрим на что способно квантование UD-Q2_K_XL.

UD-Q4_K_XL лучше чем Q4_K_M

Для замеров на сколько квант деградировал используют метрики KLD.

Сравнить нужно с BF16 версией, так как нам интересно на сколько кванты деградировали по сравнению с оригиналом, а не на сколько дрейфуют относительно друг друга.

Нужен какой-то тестовый бенчмарк из которого нужно извлечь все логиты:

.\llama-perplexity -m "Qwen3.6-35B-A3B-BF16-00001-of-00002.gguf" -f "prompt.txt" --save-all-logits "ref_logits.bin" --ctx-size 4096

Вместо prompt.txt можно использовать стандартный wiki.test.raw, либо свой датасет. Для BF16 нужно 65 Гб видеопамяти, запускать придется в режиме fit, который активирует ncmoe, из-за этого процесс создания логитов займет минут 25-30, а сам файл с логитами будет весить 70 Гб.

Само сравнение уже происходит быстрее, такой командой:

.\llama-perplexity -m "Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf" -f "prompt.txt" --kl-divergence --kl-divergence-base "ref_logits.bin" --ctx-size 4096

Проведем сравнение интересующих нас квантов Qwen3.6 35B-A3B:

Qwen3.6-35B-A3B

Классический Q4_K_M выступает на уровне UD-Q3_K_XL, который легче на 4.4 Гб.
UD-Q4_K_XL обходит классический Q4_K_M, но весит на 1.2 Гб больше.
UD-Q2_K_XL при равном весе показывает себя лучше чем IQ2_M.

Qwen3.6-35B-A3B сравнение разных квантов

Unsloth постоянно работают над оптимизацией своих квантов, у них собран хороший датасет для imatrix и гибкая схема динамического квантования Unsloth Dynamic 2.0.

Они ввели новую категорию XL (extra Large) для квантования attn, оставляя Внимание ближе к оригиналу, без сильного квантования. И добавляют к имени квантов UD там, где распределение квантования следует их рецепту создания, а не стандартному.

Так же провели масштабное исследование на Qwen3.5 по замерам качества квантов, чтобы найти лучший рецепт: https://unsloth.ai/docs/models/qwen3.5/gguf-benchmarks

Вначале, они выпускали UD квант только в размере UD-...-XL, но с недавнего времени они начали выпускать UD для всех вариантов квантования.

В LM Studio можно найти эти кванты, добавляя в строке поиска "unsloth", по умолчанию квант будет не XL, поэтому нужно будет выбрать его из списка. Не отключаемая функция в LM Studio это загрузка Vision, который нужен не всегда, но он будет занимать память.

Где скачать llama.cpp и как запустить на AMD и Nvidia

Ollama и LM Studio устанавливают глобально с систему, а llama.cpp поставляется в виде portable архивов, поэтому нужно скачать и разархивировать, чтобы получить доступ к exe файлам.

Скачать в официальном репозитории: https://github.com/ggml-org/llama.cpp/releases

Для Nvidia видеокарт нужно скачать CUDA 12 версию и CUDA 12.4 DDLs.
Для Nvidia 5000 серии лучше скачать CUDA 13 и CUDA 13.1 DDLs, если драйвера свежие.
Для AMD и Intel нужно скачать Vulkan, DLL не требуются.

Также стоит обновить драйвера, без этого могут быть просадки до 30-40% в генерации.

Для AMD всё просто, нужно скачать только Vulkan архив и разархивировать его, для для CUDA версии нужно скачать дополнительные DLL и разархивировать их в папку с llama.cpp.

Для RTX 5000 серии лучше использовать драйвера CUDA 12.8 и выше, там лучше поддержка архитектуры blackwell.

Когда вы скачали 2 архива для CUDA, один с llama.cpp, другой с DLL, то разархивировать их:

2 архива для CUDA, один с llama.cpp, другой с DLL

После чего перенести cublast DLLs в папке с llama.cpp

Дальше нужно открыть папку с llama.cpp в терминале, или открыть через Windows Terminal, либо в строке пути написать pwsh или cmd.

Все модели находятся на huggingface: https://huggingface.co/

Например, Qwen3.6-35B-A3B: https://huggingface.co/unsloth/Qwen3.6-35B-A3B-GGUF

Там будет список квантов, их размер и кнопка Use this model где будет список, среди которого будет llama.cpp, откуда можно взять команду для скачивания и запуска. Эта команда скачает модель по пути C:\Users\user\.cache\huggingface\hub\

.\llama-server.exe -hf unsloth/Qwen3.6-35B-A3B-GGUF:UD-Q4_K_M

Либо можно запускать любые уже скачанные gguf файлы указывая -m путь

.\llama-server.exe -m "T:\models\Qwen3.6-28B-REAP20-A3B-Q4_K_M.gguf"

Либо указать путь ко всей папке, указав, что за раз нужна 1 модель (по умолчанию 4):

.\llama-server.exe --models-dir "T:\models\" --models-max 1

Сервер запускается в режиме OpenAI-compatible API, этот сервер теперь можно использовать в любом приложение где можно указать Custom URL для OpenAI.

Также запускается Web-клиент по адресу http://127.0.0.1:8080

В настройках можно выбрать тему, отображение статистики и настроить сэмплинг.

Веб клиент llama.cpp

Нажатием на глазик рядом с кодом открывается предпросмотр html.

Марио для фанатов Футурамы

Через параметр -c N задается размер контекста, через $env:CUDA_VISIBLE_DEVICES = "1" можно выбрать какая GPU будет работать с этим сервером, если GPU несколько.

OpenAI-compatible API доступен по стандартному адресу http://127.0.0.1:8080/v1

Помимо OpenAI API, поднимается Anthropic Messages API, так что этот сервер можно использовать с Claude Code. Другие агенты вроде OpenCode, Qwen Code, Pi Coding Agent работают по OpenAI-compatible API.

Почему llama.cpp быстрее чем ollama

Чтобы не повторяться, у меня уже есть статья где есть необходимые подробности как и за счет чего получается ускорение: Запускаем GPT-OSS-120B на 6 Гб GPU и ускоряем до 30 t/s. Вам нужна RAM, а не VRAM. Параметр -cmoe для ускорения MoE LLM

Таким же образом я запускал DeepSeek R1: Запускаем настоящую DeepSeek R1 671B на игровом ПК и смотрим вменяемая ли она на огромном контексте (160к)

Если коротко, то MoE модели разрежены, поэтому GPU будет простаивать, если эти "дыры" попали на GPU, нужно сделать так, чтобы GPU всегда была загружена на 100%, для этого надо перераспределить выгрузку тензоров.

Стандартный способ выгрузить слои, это способ ngl. Просто указывается количество слоев, которые попадут на GPU.

Способ который выгружает не слои, а точечно тензоры, перераспределяя то, что попадет на GPU можно назвать cmoe или ncmoe, от cpu-moe.

Если воспользоваться способом ngl, и выгрузить 10 слоев на GPU, то мы забьем всю память GPU, но её эффективность будет 30%, если воспользуемся способом ncmoe, то выгрузим 100% тензоров Внимания и 5 слоев на GPU. Тоже забьем всю память, но эффективность GPU будет 100%.

Есть 3 вариант, когда мы загружаем лишь 3гб VRAM, оставляя много памяти под контекст или другие задачи, и всё равно получаем получаем ускорение в 2 раза, так как эффективность GPU будет 75%, что меньше 100%, но больше 30%. Это режим cmoe.

Итого есть 3 режима работы:

-ngl или --n-gpu-layers
-cmoe или --cpu-moe
-ncmoe или --n-cpu-moe

На сколько ollama медленнее llama.cpp

Проведем немного тестов и сравним скорость. Запускать будем на 4060 16 Гб модель Qwen3.6-35B-A3B, размер кванта Q4_K_M ~22 Гб, он не влезает целиком на GPU.

Для начала замерим выставив настройки на 4k контекста. В ollama можно запустить модель с ключом --verbose, чтобы увидеть статистику генерации.

ollama run qwen3.6 --verbose

Первое, что можно заметить, что ollama работает в режиме ngl, она пытается выгружать целые слои на GPU, и так как на GPU не хватает памяти, то выгружены будут только 26 слоев из 41 и все 16 Гб полностью забиты.

Теперь посмотрим на скорость:

ollama, qwen3.6 35B-A3B, 4060 16gb, 16 t/s

Несмотря на то, что вся видеопамять занята, и кажется что GPU должна работать на полную, мы получаем всего 16 t/s. Это, в целом не плохая скорость, но ожидания были выше.

Теперь очередь llama.cpp, запустим UD-Q4_K_XL, контекст тоже 4k контекст. llama.cpp тоже занял все 16 Гб, но во время загрузки можно заметить, что он переключился на режим ncmoe, так как распознал, что перед нами MoE модель.

./llama-server -m Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf -c 4096

Видно, что все слои загружаются, но VRAM занято всего ~13 Гб, признак ncmoe

Теперь посмотрим на скорость генерации:

llama.cpp, qwen3.6 35B-A3B, 4060 16gb, 45 t/s

И сходу 45 t/s. Это в 2.8 раза быстрее чем на ollama. Учитывая, что все 16 Гб заняты, а 4060 довольно медленная карта, это очень хороший результат, который не требует ни апгрейда, ни каких-то сложных шаманств.

4к контекста это мало, увеличим до 32000. В llama.cpp это делается через параметр -с 32000

llama.cpp, qwen3.6 35B-A3B, 4060 16gb, 30к контекст, 36 t/s

Чем больше контекст, тем ниже скорость, это вполне нормальное поведение. В ollama на таком же размере скорость упала до 11 t/s, то есть скорость в llama.cpp выше уже в 3.2 раза.

Почему ollama в 3 раза медленнее

Ollama под капотом использует движок GGML от llama.cpp, поэтому у них есть возможность активировать режим ncmoe, но они этого не делают. Они используют режим ngl для любых моделей, будь то Dense, где ngl подходит лучше всего, и будь то MoE. Когда они добавят ncmoe, скорость увеличится и на ollama.

Режим -fit в llama.cpp

Для упрощения работы с режимами ngl, cmoe и ncmoe в llama.cpp добавили режим fit.

fit включен по умолчанию и сам определяет оптимальные параметры загрузки моделей. Для MoE он включает ncmoe, для Dense ngl, явным указанием -cmoe можно указать, что нужен cmoe, вместо ncmoe.

Этот режим сам рассчитает сколько памяти нужно под контекст и сколько под слои или тензоры, и оставит свободным 1 Гб VRAM. Параметром --fit-target 1024 можно указать, сколько видеопамяти нужно оставлять свободной после автоматического рассчета.

Например, сочетание -fit, которое не нужно указывать, и -cmoe вместе с -c 262144 выставленным на максимальный контекст в 256k, займет всего 8.5 Гб.

./llama-server -m Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf -c 262144 -cmoe

256к контекста, cmoe, занято VRAM 8.4 Гб

Для 30к контекста нужно 3 Гб:

Почему UD-Q3_K_XL работает медленнее чем UD-Q4_K_XL

Чтобы вместить побольше данных на GPU, можно взять квант меньшего размера, и тут может случиться такое, что такой квант наоборот, будет работать медленнее, чем более крупный.

На днях возникла такая ситуация. Модель была загружена в режиме cmoe, значит все MoE параметры считались на процессоре i5-11600K, остальное работало на 3070 8 Гб, контекст 128к, квантование KV-кэша ctk и ctv Q8_0.

Скорость PP (prompt processing) не так важна, её можно разогнать через увеличение -ub -b параметров, а вот TG (token generation) на кванте Q3 оказался медленнее чем на Q4:

Это не очень очевидно, почему такое может происходить. Чтобы разобраться, нужно посмотреть на структуру квантов и найти в чем отличие:

Видим, что квант UD-Q3_K_XL содержит i-кванты, в то время как UD-Q4_K_XL состоит только из статичных K-квантов.

Теперь всё ясно, i-кванты примерно в 2 раза сложнее для вычислений, и так как вся работа по MoE-экспертам осталась на 6 ядерный CPU, то у него не хватило мощности справится с такой нагрузкой, отсюда и произошла просадка tg.

Попробуем повторить и провести эксперимент. Под рукой есть i7-14700, этот процессор мощнее, чем i5-11600K, поэтому искусственно зададим всего 2 ядра, вместо 6, с помощью -t 2 -cmoe

Скорость UD-Q4_K_XL оказалась и правда выше, чем UD-Q2_K_XL. 25 t/s против 18 t/s.

На что способно квантование UD-Q2_K_XL

Принято считать, что и Q2 и особенно Q2 квантование не стоит внимания, слишком сильная деградация кванта и очень низкое общее качество. Это справедливо для классический стандартных квантов, но динамическое квантование или SOTA кванты позволяют использовать UD-Q2 или IQ2_KS.

Модель Qwen3.6-35B-A3B в кванте Q8 весит 36.9 Гб. Q4_K_M - 21.2 Гб, UD-Q3_K_XL - 16.8 Гб, UD-Q2_K_XL - 12.3 Гб.

4060 Ti 16 Гб медленная, скорость памяти всего 288 Гб/с, а скорость LLM напрямую зависит от скорости памяти. Квант UD-Q2_K_XL влезает в 4060 16 Гб целиком, что даст большой буст к скорости, и компенсирует общую медленность карты. Скорость tg составляет 68 t/s.

Сначала простое задание, змейка в стиле Plants Vs Zombie. Модель взяла шрифт в стиле игры, и это единственный внешний ресурс, остальное создала оформление из смеси эмодзи.

Теперь посложнее. Создать реплику Win 11. Результат выглядит похоже, весь интерактив присутствует, окна открываются, двигаются, закрываются, пуск с анимацией и так далее:

Qwen3.6-35B-A3B-UD-Q2_K_XL, 4060 16гб, 60 t/s

Усложняем сильнее. Рабочий клон Minecraft. Запрещено использовать внешние ресурсы, только процедурная генерация. Тут пришлось перейти из браузере в агента, так как требует модульная структура проекта, много файлов, много мелких правок разных файлов.

На создание первичной структуры, модулей и первого прототипа у модели через агента ушло где-то 40 минут. В качестве агента qwen code подключенный к локальной llama.cpp.

Вначале было много багов:

Баги с текстурами во время разработки клона Minecraft

У модели есть Vision, поэтому можно сделать скриншот и показать то, как она изобразила снег не соответствует действительности:

По мнению игры это Снег. Видимо его летняя версия

На доработку, ремонт багов, создания различного функционала ушло ещё где-то 2 часа. В итоге модель Qwen3.6-35B-A3B в кванте UD-Q2_K_XL починила все баги и довела прототип до рабочего состояния.

Блоки разрушаются и ставятся, существует несколько биомов, вода растекается, графика и звуки процедурно генерируются. Под травой земля, дальше камни, можно копать вглубь.

Qwen3.6-35B-A3B. Выкопали проход вниз, сбоку снежный биом, алмазов нет

Пещер и алмазов пока нет. Добавить их будет хорошим заданием для REAP версии.

REAP - вырезать лишних экспертов из модели и сбросить вес

Идея в том, что в MoE моделях много экспертов, экспертам стараются давать максимум специализации, поэтому часть из них нужна только для каких-то конкретных вещей, например, умению составлять таблицу високосных годов. В других сценариях, например, в программировании, эти эксперты не задействуются, но ресурсы на них уже были потрачены.

REAP (Router-weighted Expert Activation Pruning) вырезает наименее активных экспертов, которые не нужны в конкретных сценариях. Сценарий определяется подготовленным датасетом, поэтому можно создать свою версию REAP заточенную под ваш конкретный сценарий вырезая 25%, 50%, 75% лишних экспертов.

В основном упор REAP делают на программирование, и готовые версии можно найти добавляя REAP к имени: https://huggingface.co/models?search=reap

Например, Qwen3.6 имеет размер 35B-A3B, REAP 20 версия 28B-A3B, на 20% легче.

REAP довольно новая техника, и не так распространена и пока для неё редко делают динамические кванты, поэтому для тестов Q4_K_M. В REAP 20 вырезали не так много, запросы и ответы работают на русском, хотя уже чувствуется, что не так хорошо, как оригинал:

REAP разучилась понимать, кто такой Чапай:

Несмотря на то, что русский язык работает, возможно, будет лучше работать с REAP на английском.

Task: create a 3D GTA-like experience in a single web page. The player should be able to walk around, and enter/leave/drive cars.

Результат:

GTA по мнению Qwen3.6-28B-REAP20-A3B Q4_K_M

Проверить агентный режим, продолжим работу над Minecraft в браузере, нужно добавить пещеры и алмазы.

Инструменты REAP версия не разучилась вызывать. Задание было, алмазы повыше, чтобы глубоко и долго не копать, и сгенерировать какое-нибудь строение.

Алмазы добавлены, пещера не глубокая, но можно поправить, и сгенерированный дом на фоне

В целом REAP работает, на сколько хорошо или плохо, нужно проводить больше тестов. Такие версии актуальны не только для небольших моделей, чтобы вместить их в GPU, но и для преобразования больших, например, GLM-5.1 744B-A40B в GLM-5.1 444B-A14B.

Маленькая модель как черновик, чтобы ускорить большую

Спекулятивное декодирование - способ ускорить большую модель за счет использования маленькой модели черновика. Хорошо работает для структурированных данных, вроде программирования или перевода с размышлениями.

Работает если разница между активными параметрами большой модели, особенно если это Dense модель, и размером черновой модели будет больше чем в 3 раза, чтобы накладные расходы на работу маленькой модели не съедали весь эффект.

Gemma4 31B UD-Q4_K_XL без черновика, скорость 62 t/s на задачи программирования:

.\llama-server -m "gemma-4-31B-it-UD-Q4_K_XL.gguf" -ngl 99

gemma-4-31B-it-UD-Q4_K_XL, 62 t/s

Подключим черновик gemma-4-E2B-it-UD-Q4_K_XL, теперь скорость 97 t/s:

.\llama-server -m "gemma-4-31B-it-UD-Q4_K_XL.gguf" -md "gemma-4-E2B-it-UD-Q4_K_XL.gguf" -ngl 99 -ngld 99 --parallel 1

--parallel 1 нужно указать 1, так как в авто режиме будет выделено в 4 раза больше памяти.

gemma-4-31B-it-UD-Q4_K_XL + gemma-4-E2B-it-UD-Q4_K_XL, 97 t/s

Процент принятия черновой модели ~55%. Для кода ускорение в 1.5 раза.

Для задачи перевода ускорение тоже работает, а для рассказа эффект отсутствует. Можно попробовать настроить draft-max и draft-min, это даст эффект, но особого смысла в этом нет.

Ускорение обработки контекста

Агенты постоянно подгружают в контекст содержимое многих исходных файлов, это не генерация новых токенов TG, а обработка контекст PP.

Если модель не влезает целиком на GPU и работает в режиме cmoe, то скорость обработки контекста PP будет не достаточно быстрой, её можно разогнать через указание размеров пакетов -ub -b, например -ub 4096 -b 4096

Сравним 2 команды бенчмарка:

.\llama-bench -m "Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf" -p 4096 -ncmoe 24

.\llama-bench -m "Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf" -ub 4096 -b 4096 -p 4096 -ncmoe 24

PP: 93 t/s vs 475 t/s

ik_llama

ik_llama не универсальный проект замены llama.cpp, например, тут кванты mxfp4 будут медленнее чем на llama.cpp, так как их поддержка не реализована в полной мере. Тоже самое касается vulkan и rocm, здесь они если и запустятся, то будет сильная просадка скорости.

Ubergram делает кванты специально для ik_llama используя их продвинутые IQK кванты, и тоже применяет динамическое квантование, получая качественный результат.

Для Qwen3.6 пока нет квантов, поэтому протестируем модель Qwen3.5-35B-A3B, кванты:

Unsloth UD-Q4_K_XL
Ubergarm IQ4_KS
LM Studio Q4_K_M

Замеры KLD на разных квантах

IQ4_KS и UD-Q4_K_XL примерно равны по качество, но UD-Q4_K_XL весит больше на 1 Гб.
IQ4_KS и Q4_K_M весят одинаково, но Q4_K_M значительно хуже по качеству.
Q4_K_M имеет KLD в 3 раза хуже.

Квант IQ4_KS и меньше весит и имеет лучшее качество, и для больших моделей это становиться ещё более ощутимым, где выигрыш уже составляет 20-30+ Гб, что может быть очень кстати.

ik_llama: https://github.com/ikawrakow/ik_llama.cpp

Windows сборки ik_llama: https://github.com/Thireus/ik_llama.cpp

gguf кванты для ik_llama: https://huggingface.co/ubergarm

ik_llama не универсальная замена, какие минусы

Над ik_llama работает только один человек, поэтому со временем расхождение между llama.cpp и ik_llama увеличиваются, оптимизации из одного проекта не перетекают в другой, поэтому это не универсальная замена, нужно понимать плюсы и минусы.

В ik_llama основной упор делается на новые кванты и скорость PP и оптимизация расхода памяти на контекст, на длинном контексте скорость PP падает в раз меньше чем на llama.cpp, есть поддержка новых размеров квантования KV-кэша Q6, хорошая поддержка AVX512 и так далее.

При этом скорость TG может быть даже ниже, чем в llama.cpp, особенно для кванта mxfp4, где скорость будет в 2-3 раза ниже так как нет полной поддержки этого кванта. И родные для ik_llama кванты по скорости tg могут быть медленнее, чем аналогичные по размеру в llama.cpp. Это может зависит от версии ОС, от конкретного процессора, и так далее. Также тут нет поддержки Vulkan и AMD видеокарт, они запустятся, но скорость на порядок будет ниже.

Я проводил сравнение на железе Intel i7-14700, DDR5-4800, Manjaro, Nvidia, но на вашем железе относительные цифры могут отличаться, так как в ik_llama делаются оптимизации под конкретное железо и процессоры, и на AMD всё может работать лучше. Не стоит сразу брать ik_llama не проверив скорость в llama.cpp.

ik_llama vs llama.cpp на 4060ti 16 Гб

Скорость PP в 4 раза выше при стандартных значениях -ub -b. На llama.cpp чтобы получить такую скорость нужно увеличить -ub -b, что приводит к расходу дополнительных 3 Гб VRAM.

Linux vs Windows замеры скорости. 4060 vs 5090

Для RTX 5000 серии для максимальной производительности надо ставить CUDA 12.8 и выше, лучше 13.1. В llama.cpp есть 2 версии, это cuda12.4 и cuda13.1 - вторая заработает только со свежими драйверами, те которые Windows по умолчанию устанавливает не подойдут, нужны с сайта Nvidia.

В linux нужно обновить cuda и драйвера, убедиться, что в toolkit и в драйверах нужная cuda.

> nvcc --version
Cuda compilation tools, release 13.1, V13.1.115
> nvidia-smi
NVIDIA-SMI 590.48.01 Driver Version: 590.48.01 CUDA Version: 13.1

Если нужна поддержка 4000 и 5000 серии, то добавить 2 архитектуры у компилятора:

cmake -B ./build -DGGML_CUDA=ON -DGGML_BLAS=OFF -DGGML_SCHED_MAX_COPIES=1 -DGGML_CUDA_IQK_FORCE_BF16=1 -DLLAMA_OPENSSL=ON -DCMAKE_CUDA_ARCHITECTURES="89;120"
cmake --build build --config Release -j20

Сравним модели MoE Qwen3.6-35B-A3B и Dense Qwen3.6-27B. Linux - Manjaro.

Linux vs Windows 11 vs Windows 10, llama.cpp, 4060 ti vs 5090

Использовать встройку чтобы высвободить VRAM

Windows под свою работу, браузеры под свою, клиенты под свою - все они тратят видеопамять, в общем сложности отбирая 2-3 Гб у нейросетей.

Благодаря системе общей памяти в Windows если немного выйти за пределы VRAM, то скорость упадет в разы или порядки, и очень сложно понять, что произошло: вчера всё работало быстро, а сегодня ничего не работает.

Если у вас есть встройка, переключите мониторы на неё. Для игр это не будет проблемой, так как современные Windows и Linux автоматически активируют GPU для тяжелых программ.

Без переключения тоже можно, можно вручную перекинуть конкретные приложения на встройку или наоборот, со встройки на GPU. В Windows надо найти в настройках дисплея "Настройки графики". Там будет небольшое меню, которое позволит указать путь до exe файла и явно указать где ему работать.

В диспетчере задач на вкладке "Подробности" можно посмотреть какие приложения используют VRAM и там же открыть расположение exe файла.

Windows 10

Если несколько видеокарт, то в Windows 11 есть возможность выбирать какая именно GPU будет по умолчанию, даже если мониторы подключены к другой:

Windows 11

Список локальных LLM начала 2026

Зачастую подборки списков вроде "Лучшие локальные модели LLM 2026" представляю собой не список новинок, а список очень старых моделей, которые были актуальны несколько лет назад.

И чаще всего в таких списках Mistral 7B, самая древняя из возможных моделей, древнее только GPT-2 и Llama 2. Даже в 2023, когда и вышла Mistral 7B, она была скорее качественной основой для файнтюнов, а сама по себе была слаба. Новые модели выходят каждые пол года или чаще, новые модели лучше удерживают контекст, лучше следуют промпту, в целом лучше справляются с заданиями. Поэтому правило выбора LLM - это посмотреть на дату выхода, вначале проверить год, а потом месяц.

Например модель qwen3 вышла вначале 2025 года, а летом они представили qwen3 2507, и 2507 была значительно лучше, чем просто qwen3. Сейчас тоже самое произошло с Qwen3.5, которая вышла 2 месяца назад, а неделю назад вышла Qwen3.6.

Новые модели, в отличии от старых, часто мультимодальные, умеют работать с изображениями. Некоторые модели умеют что-то дополнительное, например, Qwen умеет работать с видео, а Gemma4 E4B с аудио. Поддержку аудио недавно добавили в llama.cpp:

Gemma4 E4B отвечает на вопрос заданный в mp3 файле

Вот небольшой список новинок начала 2026 или "лучшие локальные LLM 2026", потому что пока что-то новее не вышло:

Для дома:

Для дома+:

В рамках одной модели может быть несколько размеров:

Gemma4 представлена в 4 вариантах: легкие E4B и E2B, MoE модель 26B-A4B, и Dense 31B
Qwen3.5 в 8 вариантах: 0.8B, 2B, 4B, 9B, 27B, 35B-A3B, 122B-A10B, 397B-A17B

Для слабых ПК или телефонов подходят новинки размером 4B (Qwen3.5 4B) или оптимизированные E4B (Gemma4 E4B и E2B). Эти новинки для своего размера не плохи.

Монолитная Gemma4 31B походит и для программирования и для творческих задач, а вот MoE Gemma4 26B-A4B, которая в программировании в разы хуже, уже не на столько универсальна, и тут лучше подойдет свежая Qwen3.6 35B-A3B, а на днях вышла Qwen3.6 27B.

Разница между Qwen3.6 27B и Qwen3.6-35B-A3B на бенчмарке программирования

Заключение

Ollama медленнее llama.cpp в 3 раз на 4060 для MoE модели.
Динамический квант UD-Q4_K_XL лучше чем стандартный Q4_K_M, а весит столько же.
Q4_K_M по уровню соответствует UD-Q3_K_XL.
Новый квант IQ4_KS ещё лучше, но работает только в ik_llama.
Квант UD-Q2_K_XL написал и отладил клон Minecraft с процедурно-генерируемой графикой.
Технология REAP работает, но не идеально, позволяет сэкономит >20% размера.
Спекулятивное декодирование ускоряет Dense модели в 1.5 раза в коде и переводе.
Переключение на встройку позволит высвободить 2-3 Гб VRAM.
ik_llama имеет минусы, но может сэкономить VRAM и ускорить PP
Сравнение скорости Linux vs Windows, 4060 vs 5090

Если у вас есть другие способы получить больше скорости или больше качества, то делитесь ими в комментариях, многим будет полезно и интересно.

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23 апр. 2026 г.

22.06.26 21:51 kimberlyhebert786

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26.06.26 01:04 robertalfred175

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

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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 03:33 Pahal Mathew

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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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17.07.26 20:12 martinsjude080

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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 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

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 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] Call/Text Number: +1 (336) 390-6684
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

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

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

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 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] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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06.08.26 13:56 lydiassmith567

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11.08.26 03:43 raymont0714

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12.08.26 16:37 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. Tatiana Sorina , 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 dot ..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.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
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

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19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
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

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

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30.08.26 15:37 [email protected]

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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.
01.09.26 11:16 lisawerth897

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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 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

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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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

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