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Н Новости

KoboldCpp — нейросеть для развлечений и работы у нас дома

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Представьте, что вы развернули у себя дома полноценную языковую модель — не платного чат‑бота из облака с его фильтрами, задержками и цензурой, а вполне безлимитную LLM, которая может быть и помощником по работе, и D&D квестом, и вашей вайфу… на абсолютно любую тему. И в 2025 году это уже работает неожиданно хорошо.

Ещё год назад за достойное ролевое общение приходилось платить Character.AI или бороться с ограничениями в ChatGPT, но теперь — всё иначе. Домашний чатбот не только не уступает по качеству, но и выигрывает: всего за 5 минут можно добавить генерацию изображений, озвучку (TTS), понимание речи (STT) и полную автономность — без облаков, логов и подписок.

В этой статье расскажу:

  • как запустить языковую модель на базе KoboldCpp даже на не самом свежем железе

  • как быстро настраивать персонажей и диалоговые сценарии

  • и как за 5 минут своей LLM‑вайфе, офис‑ассистенту или игрового персонажу голос и генерацию изображений — всё у себя локально

Будет умеренно много информации по настройке программы и персонажей, но только полезной, без воды и слишком эзкотических настроек.
Тем, кто не хочет долго разбираться, а сразу кинуться в бой - достаточно прочитать блок Быстрый старт.

Что такое KoboldCpp

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KoboldCpp — это локальный open‑source сервер для запуска больших языковых моделей (LLM, или попросту — чатботов) на базе известного движка llama.cpp.

В отличие от Ollama, здесь есть встроенный веб‑интерфейс. В отличие от LM Studio, KoboldCpp изначально заточен под мультимедийный сценарий: он объединяет текст, голос (как на вход, так и на выход), распознавание и генерацию изображений. Особенно хорошо он подходит для ролевых сценариев и текстовых квестов — олдфаги, игравшие в доисторические текстовые адвенчуры без графики, поймут, о чём речь. Только теперь в этих приключениях есть полноценный ИИ!

Установка

Программа устанавливается на все основные платформы (Mac, Windows и Linux. На Android возможен запуск через Termux, но он неофициальный) буквально в один клик. Переходим по ссылке, находим установочный файл для последнего релиза и своей платформы и дважды кликаем.

Устанавливать ничего не нужно: дистрибутив запускается в portable‑режиме. Просто скопируйте.exe (или соответствующий бинарник под Linux/macOS) в удобное место на диске и запускайте оттуда — всё будет работать из коробки.

Быстрый старт!

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Чтобы начать, нужно буквально два действия — выбрать железо и языковую модель. При запуске koboldcpp.exe (или аналога на вашей ОС) появляется лаунчер в котором есть основные технические настройки.

В поле Presets выбираем:

  • Если у вас видеокарта NVIDIA — выбирайте Use CuBLAS. Это самый быстрый и стабильный вариант.

  • Если у вас AMD или Intel GPU — пробуйте Vulkan или CLBlast.

  • Если GPU нет или она очень старая, оставайтесь на Use CPU.

Проверьте, что в поле GPU ID отображается название нужного адаптера — лаунчер обычно подставляет его автоматически.

Flash Attention может ускорить работу модели в 2–4 раза за счёт оптимизированного механизма внимания — он снижает нагрузку на память GPU. Flash Attention официально работает только с CuBLAS (CUDA). Для Vulkan поддержка отсутствует.
В общем, если у вас Nvidia RTX и CuBLAS, включаем, если Vulkan или CPU оставляем выключенным.

MMAP полезен, если модель больше объёма доступной RAM, но у вас есть быстрый SSD — в этом случае веса подгружаются "по требованию", и можно запускать даже крупные модели на относительно слабых машинах.
Если же оперативки достаточно (например, 64 ГБ для модели 7–13B), выгоднее загрузить веса целиком и запустить без mmap — так вы избежите лишних обращений к диску.

Context Size — это объём «памяти» модели в токенах. Чем он выше, тем больше прошлых сообщений LLM будет помнить, но тем больше RAM/VRAM уйдёт на KV‑кэш и тем медленнее будет каждая итерация. Выбирайте значение, которое покрывает ваш тип диалогов, не превышая разумный предел системы.

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Этих настроек вполне достаточно, чтобы начать чатиться и исследовать возможности приложения. Хотите сразу в бой — нажимайте Launch! А если хотите выжать из KoboldCpp максимум — дальше вас ждёт подробный разбор: от визуального сторителлинга до синтеза речи и Web UI кастомизации.

Детальные настройки

Loaded Files

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Text Model — файл нашей LLMки в формате GGUF. Для быстрого старта можем выбрать рекомендованый Tiefighter 13B. Мы рассмотрим другие модели чуть позже.

HF Search — поиск языковых моделей на Hugging Face.

Text Lora (необязательное) — позволяет подключить LoRA‑адаптер — дополнительный файл, меняющий поведение основной модели (тональность, стиль, персонаж и т. д.). Обычно используется в ролевых или специализированных задачах (например, LoRA для ролевой вайфу, программирования и т. д.).

Vision mmproj — это дополнительный мультимодальный «проектор» (projection‑head) для моделей, которые умеют понимать изображения — например, LLaVA‑тюны на базе Llama / Mistral / Gemma. Если мы запускаем чисто текстовую LLM, это поле можно оставить пустым.

Остальные поля можно не трогать.

Network

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Port — порт, на котором запускается веб‑интерфейс и API сервер KoboldCpp.
Важно: если вы хотите открыть доступ с другого устройства в сети — не забудьте пробросить этот порт.

Host — по умолчанию пусто → сервер слушает localhost (только для текущего ПК). Если хотите получить доступ с другого устройства в сети (например, с телефона) — укажите:

0.0.0.0

Это откроет сервер на все IP‑интерфейсы вашей машины.

Multiuser Mode — позволяет одновременно подключаться к KoboldCpp нескольким клиентам (например, SillyTavern + браузер).

Quiet Mode — отключает логгирование запросов в консоль. Удобно, если не хотите видеть потоковое лог‑сообщение на каждый токен/запрос. Визуально чистит терминал, но никак не влияет на работу модели.

Shared Multiplayer — экспериментальный режим для подключения нескольких живых пользователей в один чат.

Remote Tunnel — открывает доступ к KoboldCpp через туннель (например, через Cloudflare или ngrok). Полезно, если хотим запустить KoboldCpp на ПК и заходить, например, через телефон.

Enable WebSearch — включает подключение к внешним веб‑поисковикам — работает только при наличии модели или плагина с поддержкой retrieval (например, через TextDB, LangChain или собственную реализацию).

Image Gen

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Image Gen. Model (safetensors/gguf) — главный файл модели Stable Diffusion в формате .safetensors или .gguf. Рекомендуется использовать оптимизированные модели типа:

  • deliberate_v2.safetensors

  • dreamshaper_8.gguf

  • fluxdiffusion‑v1.0.gguf

Без этого файла генерация изображений работать не будет.

Clamp Resolution Limit — ограничение на максимальное разрешение генерируемых картинок. Hard — абсолютный предел (например, 1024), Soft — ограничение, которое может быть гибким при апскейле.

Image LoRA — Дополнительные стили или визуальные адаптации для SD.

  • LoRA‑файл подгружается отдельно (аналогично text‑LoRA).

  • Multiplier регулирует силу влияния LoRA.

Используется в продвинутых художественных сценариях. Можно не трогать на старте.
Остальные поля тоже можно оставить как есть.

Audio

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Эта вкладка отвечает за озвучивание текста (TTS) и распознавание речи (STT). Можно скипнуть, если вы пока не собираетесь общаться с моделью голосом или получать голосовые ответы.

Whisper Model (Speech‑To‑Text) — Путь к модели Whisper, которая распознаёт речь (STT) в формате .bin. Если вы хотите говорить голосом — обязательно укажите файл здесь. Примеры моделей:

  • whisper‑tiny.en

  • whisper‑medium.en

Модели с поддержкой русского языка (от самой компактной к большой):

  • whisper‑tiny.ru

  • whisper‑base.ru

  • whisper‑medium

  • whisper‑large‑v3

OuteTTS Model (Text‑To‑Speech) — путь к OuteTTS‑модели — это генератор голоса из текста. Тоже формат.gguf. Ставим, если хотим, чтобы модель отвечала голосом. Примеры:

  • espeak‑voice‑en‑us.gguf

  • gruut‑tts‑vctk‑en‑female.gguf

Модели с поддержкой русского языка (от самой компактной к большой):

  • espeak‑ng‑ru.gguf (монотонный голос)

  • gruut‑tts‑vctk‑ru‑female.gguf (живее звучание)

  • mms‑tts‑rus.gguf (современная, нейросетевой голос)

WavTokenizer Model (Text‑To‑Speech Required) — токенизатор звуковой волны, требуется вместе с OuteTTS, только если модель использует раздельный токенизатор.

Extra

Unpack KoboldCpp To Folder — Распаковывает встроенные компоненты koboldcpp.exe (всё, что внутри одного.exe‑файла) в отдельную папку. Полезно, если хотим запускать через скрипты или командную строку, для базовых целей не нужно.

Generate LaunchTemplate — создаёт файл‑шаблон конфигурации.kcppt, который содержит:

  • Путь к модели

  • Все параметры запуска

  • Выбранные режимы (GPU, контекст, FlashAttention и т. д.)

Register / Unregister — регистрирует расширения .kcppt в системе Windows, чтобы можно было двойным кликом запускать KoboldCpp с нужной конфигурацией.

Теперь нажимаем Launch, если не нажали раньше и наконец‑то переходим к работе программы!

Чат

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После запуска нас перебросит на ссылку по умолчанию http://localhost:5001 в браузере (если ни одна из моделей во время запуска не крашится — это будет видно в консоле).

Помимо вполне очевидного интерфейса не нуждающегося в объяснении, нас интересует кнопка шестрёнки с дополнительным функционалом:

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Здесь можно переписывать сообщения как себя, так и бота, генерировать изображения. Изображения могут быть сгенерированы как по контексту беседы, так и по обычному промпту. Но мы чуть позже настроим так, что изображения будут сами генерировать в контекстуально‑уместный момент переписки.

Настройки чата

Одно из главных преимуществ KoboldCpp перед другими фронэнтдами для LLM — его неожиданно огромная универсальность. В отличие от других клиентов для языковых моделей, KoboldCpp адаптируется под любые сценарии: рабочий ассистент, ролевая вайфу, генератор историй или текстовый мастер подземелий.
Всё это зависит не только от выбранной языковой модели, но и от того, как настроен интерфейс и режим взаимодействия с ИИ.

За эти настройки отвечает вкладка Settings. Здесь можно выбрать стиль общения, включить или отключить форматирование Markdown, задать структуру диалога и выбрать режим генерации. Один из ключевых параметров — Usage Mode — определяет общий формат и "поведение" модели. Ниже кратко разберём, что означает каждый из режимов и для чего он нужен:

Usage Mode - одна из важнейших настроек в koboldCpp
Usage Mode — одна из важнейших настроек в koboldCpp

Instruct Mode (рекомендуемый по умолчанию) — этот режим имитирует поведение моделей‑помощников, как ChatGPT, Claude Sonnet, Mistral Le Chat. Использует чёткую структуру вида:

[Instruction]
Response

Выбирать для рабочих сценариев: объяснение, помощь в коде, работа, формальные диалоги, короткие ответы. Совместим с большинством современных GGUF‑моделей (особенно с суффиксом *‑Instruct).

Story Mode — ориентирован на генерацию непрерывного нарратива без диалогов. Модель воспринимает ввод как часть текста и плавно продолжает его в том же стиле. Нет чёткого деления на «пользователь/модель» — всё воспринимается как «продолжение истории». Подходит для: художественного письма, книг, фрагментов рассказов, дневников.

Adventure Mode — стиль общения в духе текстовых RPG Dungeons & Dragons. Каждое сообщение пользователя интерпретируется как действие игрока, а модель играет роль мастера подземелий или игрового мира.
Часто форматируется как:

> Go north  
The orc blocks your path...

В Adventure Mode вводимое сообщение имеет три типа:

  • Action — Представляет собой действие, которое игрок совершает от первого лица.

  • Action (Roll) — То же самое, что обычное Action, но с добавлением элемента случайности успеха или логики броска кубика.

  • Story — нейтральное продолжение повествования без указания на чьё‑либо действие. Может быть как описанием сцены, так и монологом, размышлением или реакцией NPC.

Adventure Mode подходит для RPG-ботов, текстовых квестов, ролевого взаимодействия с персонажами/миром.

Chat Mode — подразумевает диалог в формате «Пользователь — Ассистент». Добавляет имена (например, User / Assistant) и имитирует реалистичный чат. Этот вариант подходит для непринуждённой беседы, болтовни, ролевого общения, вайфу‑ботов, симуляции персонажей.

Ниже пример, как может выглядеть ответ на один и тот же вопрос "Опиши, как выглядит эльфийка в доспехах". Естественно, конкретный ответ так же зависит от контекста, системного промпта и LLM-модели!

эльфийка_в_доспехах.jpg
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User: Опиши, как выглядит эльфийка в доспехах.
Чат:

Instruct Mode

Эльфийка — высокая и изящная, с серебристыми волосами, заплетёнными в косу. Её доспехи выполнены из легчайшего мифрила, покрыты узорами в форме листьев и переливаются в свете солнца. Она держит изящный лук и внимательно смотрит вдаль.

Chat Mode

Ха, отличный вопрос! Представь себе эльфийку с сияющими глазами и легкой походкой. Она в лёгких доспехах, украшенных резьбой — явно не просто воин, а кто-то важный. Хочешь, я нарисую её?

Story Mode

…Эльфийка стояла на склоне холма. Её доспехи сияли в лучах утреннего солнца, отражая голубизну неба. Ветер играл с прядями её волос, пока она спокойно наблюдала за движением внизу. Лес знал её, как знает своих защитников.

Adventure Mode

Ты смотришь на эльфийку. Её стройная фигура заключена в легкие доспехи из мифрила. Она замечает твой взгляд и приподнимает бровь. — Что-то интересует, путник?

Стили

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В KoboldCpp можно выбрать между тремя стилями оформления интерфейса. Это чисто визуальная настройка, но она помогает погрузиться в нужную атмосферу.

  • Classic Theme — минималистичный интерфейс для технического использования: код, тестирование, чистый текст.

  • Aesthetic Theme — визуально приятный, стилизованный UI с «анимешным» акцентом. Добавляет портреты персонажей, декоративные рамки, цветовые градиенты.

  • Corpo Theme — стиль, максимально похожий на приложения вроде ChatGPT.

Samplers

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Здесь находятся основные параметры генерации, которые определяют стиль, креативность, длину и стабильность ответов модели. Ниже пробежимся только по самым важным параметрам, без перегрузов!

Context Size — сколько токенов из истории диалога модель будет помнить. Максимум зависит от модели (например, 4096, 8192, 32 768). Больше — лучше память, но выше нагрузка на RAM.

Max Output — максимальное количество токенов, которое модель сгенерирует за один вызов. 102–256 — нормальный диапазон для чата, больше — для длинных историй.

Temperature — «температура» генерации: 0.7–1.0 — креативно; ниже — строго и предсказуемо. Значения около 0.7–0.9 — сбалансированы.

Repetition Penalty — «наказание» за повтор слов. Значение 1.07–1.15 помогает убрать зацикливание, но слишком высокое — «ломает» стиль.

Top‑K — оставляет при генерации следующего слоа, только K самых вероятных слов из всего словаря. Например, при Top‑K = 40 — модель выбирает только из 40 самых вероятных токенов.

Top‑P — выбирает динамически то количество токенов, чья общая вероятность превышает P (например, 0.9 = 90%).

Остальное можно оставить как есть.

Media

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Эта вкладка отвечает за генерацию изображений, озвучку и работу с голосом.

Generate Images

KoboldCpp может как сам генерировать изображения с помощью встроенной модели, так и передавать запрос во внешний движок типа Automatic1111.

  • Autogenerate Images (Smart) — модель будет сама решать, когда сгенерировать изображение по контексту.

  • Detect ImgGen Instructions — распознаёт специальные команды внутри текста (/imagine).

  • Save Images — сохранять сгенерированные картинки в папку.

Text To Speech (TTS)

Озвучивает ответы модели.

  • Narrate Both Sides — озвучка и пользователя, и ИИ.

  • Narrate Only Dialog — только реплики ИИ.

Voice Input

Позволяет общаться с ИИ голосом. Работает с Whisper (если настроен).

  • Language — язык распознавания (можно оставить auto).

  • Delay — сколько миллисекунд ждать перед распознаванием.

  • Suppress Non-Speech — автоматически подавлять фоновые звуки.

WebSearch

Функционал ретривера информации из интернета. Да, языковую модель в кобольде можно из коробки настроить искать в интернете!

Context Data

bd30b748e59d3112cc8b1334f4c73d66.png

В меню чата есть ещё важное окно под названием Context Data. Здесь мы можем задать условия, мир или "настроение" в сессии общения с моделью.

Поле Memory

Это позволяет задать постоянную память — текст, который будет автоматически добавляться в каждый запрос к модели. Так мы можем задать фон нашему боту: описание персонажей, сеттинг, лор и другие «всегда актуальные» детали. Например: "Ты - вождь орков Дуротан. Когда тебе что-то не понятно - говори "Лок-тар-огар!"." Такую память модель будет учитывать, пока вы не очистите контекст или не измените память вручную.

Пример:

Имя: Мефала  
Фракция: Оплот (Rampart)  
Раса: человек  
Класс: фехтовальщица  
Специализация: Защита

Характер: сдержанная, решительная и спокойная. Обладает холодным умом и тактическим мышлением. Мефала — боец не словом, а поступками, предпочитает молчание пустым разговорам.  
Манера речи: говорит кратко, но чётко. Предпочитает прямоту, иногда допускает лёгкий сарказм.  
Отношение к собеседнику: уважение нужно заслужить. Мефала ценит волю, выдержку и практичность.  

Особенности: носит эльфийские кожаные доспехи без лишнего украшательства. Опытна в защите пограничных лесов и партизанской тактике. Не поддаётся эмоциям, её сложно сбить с толку.  
Никогда не приукрашивает реальность. Спокойно даёт указания, как командир.

Поле Author’s Note

Это отдельный блок, который вставляется ближе к концу контекста и служит тонкой настройкой текущего поведения модели. Можно использовать для корректировки стиля, тона или добавления краткой подсказки которая актуальна в данный момент диалога. К слову, можно нажать AutoGenerate Memory чтобы быстро сформировать базовую память на основе текущего чата.
Пример:

Мефала говорит спокойно и уверенно. Она не теряет хладнокровия, избегает высокопарных фраз и говорит по делу. Её речь сдержанная, логичная, иногда с сухим сарказмом. Всё, что она говорит — звучит как приказ.

Вкладка World Info

d39a5008678e4c6d9f5a72a19f1f925b.png

World Info — это база фактов, понятий и сущностей, которые KoboldCpp автоматически подгружает в контекст во время генерации, когда видит связанные ключевые слова. Это своего рода локальная база знаний: названия персонажей, фракций, мест, заклинаний, предметов и любых других важных элементов мира.

Например:

  • Ключевое слово: Кригане; Криган; Kreegan; Криганский; Inferno demons

  • Текст: Кригане (англ. Kreegans) — демоническая раса пришельцев, обитающая в городе‑фракции Inferno. Их общество основано на жесткой иерархии; высшие касты — ифриты и архидьяволы. Кригане питаются разрушением, поклоняются хаосу и презирают все живое на Энроте. В бою часто используют магию Огня.

Теперь, когда в чате появится слово «Кригане», KoboldCpp автоматически вставит это описание ближе к Memory, и модель будет помнить лор без лишней «ручной» подсказки.

Вот и всё, что нужно, чтобы создать и настроить своего персонажа!

Save / Load

23659e174d25099c633c921f21c3200a.png

Это кнопка в верхнем меню позволяет сохранять сценарии или загружать готовые. Хранить сценарии можно как в кэше браузера, так и в виде внешнего .json файла. К сожалению, сохранить отдельно персонажа нельзя - для этого нужен SillyTavern.

Где взять модели?

Для ролевого опыта и творческих сценариев нужны модели без цензуры — иначе персонажи будут постоянно ограничены и «запиканы». Все языковые и голосовые модели можно найти на Hugging Face. Скачивать нужно в формате GGUF.

При выборе конкретной сборки нужно ориентироваться на уровень квантования — от Q2 (самое сильное сжатие, минимальные требования к железу, но и самое слабое качество) до Q8 (почти без потерь, но требует много RAM/VRAM). Оптимальный компромисс между качеством и производительностью — Q4_K_M.

Ниже — актуальные безцензурные модели:

  • KoboldAI/LLaMA2–13B‑Tiefighter — отличный баланс между размером (~13B) и возможностями. Специально адаптирована для сторителлинга, RP и инструкционных задач.

  • TheDrummer/Cydonia-22B‑v1 — fine‑tuning от TheDrummer, оптимизирована для RP и сторителлинга с богатым креативом и интерактивностью. Очень выразительная и «живая» в ролевых сценариях, учитывает контекст, хорошо держит структуру повествования. Однако ресурсоёмкая — требует 20+ GB VRAM или эффективной quantization.

  • Mistral-7B‑Instruct — компактная (~7B) и быстрая, отлично подходит для первых экспериментов. Поддерживает instruct‑шаблоны и хорошо работает в Chat/Adventure Mode.

  • Gemma‑3–27B‑Abliterated — более крупная (~27B) модель с полностью снятой цензурой. Отличный выбор для насыщенных, «живых» ролевых диалогов и глубокой проработки персонажей.

  • Llama‑3.2–8×4B‑MoE‑Dark‑Champion — Mixture-of-Experts архитектура с гигантским контекстом (до 128k токенов!). Смелый стиль, эпическая подача — подходит для генерации длинных историй. Ресурсоёмкая, но впечатляющая.

  • Так же достойны упоминания: L3.2 Rogue Creative Instruct 7B, Stheno 8B, Mistral‑Nemo 12B RP — доступны на Hugging Face, оптимизированы под RP и без цензуры 

Модели для генерации изображений советую искать на civitai.

Плюсы и минусы KoboldCpp

Мы подошли к финалу обзора и можем подытожить, чем хорош KoboldCpp — и когда лучше обратить внимание на альтернативы вроде LM Studio, Ollama или Oobabooga.

Плюсы:

  • Универсальность: один интерфейс — множество сценариев (чат, сторителлинг, RPG, рабочий ассистент).

  • Заточен под развлечения: встроенные ролевые режимы, генерация истории, персонажи.

  • Не требует установки: работает в portable-режиме, запускается с любого места.

  • Приватность и open-source: никакой отправки логов или диалогов в сеть.

  • Мультимодальность: поддержка текста, изображений, озвучки (TTS) и распознавания речи (STT).

  • Многопользовательский режим: можно подключаться с разных устройств одновременно.

  • Поддержка внешних подключений: туннели, Web API, взаимодействие с другими интерфейсами.

  • Простой RAG из коробки: встроенная база знаний через TextDB.

  • Интеграция с SillyTavern: легко использовать в ролевых и визуальных интерфейсах.

Минусы:

  • Менее удобная загрузка моделей, чем в LM Studio или Ollama (нет drag-and-drop или автопоиска).

  • Интерфейс немного устаревший — особенно по сравнению с новыми desktop-UI у LM Studio или WebUI у Oobabooga.

  • Нет возможности экспорта персонажей отдельно от сценария.

Как по мне, KoboldCpp — это лучший выбор для тех, кто хочет не просто запустить локальную LLM, а извлечь из неё максимальный интерактивный опыт. Этот софт не самый минималистичный, не самый удобный для новичка, но зато максимально гибкий: здесь можно не только общаться с ботом, но и разворачивать текстовые приключения, озвучивать диалоги, подключать генерацию изображений и даже задавать базу знаний.

Если вам интересен чисто рабочий фронтэнд под LLM — читайте мой гайд по LM Studio.
Ну а в следующем обзоре мы ещё больше углубимся в развлекательный функционал LLM в обзоре SillyTavern — подписывайтесь, ставьте лайки!

Источник

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  • 26.06.26 02:48 Miriam Rocha

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  • 07.07.26 18:00 robertalfred175

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

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

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  • 23.08.26 20:02 leslieyee

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  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

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