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Локальный AI в Obsidian без подписок: рабочая связка с Ollama, Gemma 4 и Infio Copilot

Я хотел собрать локального AI-ассистента для Obsidian, который умеет работать по моим заметкам без интернета и подписок. В итоге протестировал несколько подходов, остановился на связке с Obsidian + Ollama + Gemma 4 и посмотрел, насколько это вообще пригодно для повседневной работы.

Коротко: что в итоге

Итоговая рабочая схема у меня получилась такой:

  • Obsidian как база знаний

  • Infio Copilot как AI-плагин

  • встроенный bge-micro-v2 для embeddings

  • Ollama для запуска локальной языковой модели

  • gemma4:e2b для ответов по заметкам

  • qwen3.5:9b и qwen3.5:4b как альтернативы, которые я тоже пробовал

В результате заметки индексируются быстро, поиск по смыслу работает, ответы можно получать прямо внутри Obsidian, а данные в локальном режиме не уходят в облако. И всё это бесплатно, если не считать электричество, стоимость компьютера и время на установку.

Сразу оговорюсь: это не идеальная и не полностью бесшовная система. Плагины меняются, модели иногда ведут себя нестабильно, а настройка требует времени. Но базовый функционал уже есть, и для личной базы знаний этого оказалось достаточно, чтобы идея наконец стала практически полезной.

Предыстория: почему "второй мозг" не работал как концепция

До этого я несколько раз начинал вести базу знаний. Сначала в Notion, потом в Obsidian. Создавал структуру папок, теги, шаблоны. Через пару недель или месяцев всё это забрасывал. Возможно, есть люди, которым действительно нравится всё конспектировать, но я, видимо, не из их числа. Хотя сам по себе это полезный навык.

Честно говоря, мне всегда казалось, что история про “второй мозг” больше подходит энтузиастам и отдельному сообществу. Красивая концепция, но без большого числа убедительных историй успеха. Систематизация ради систематизации. По крайней мере, так это часто выглядело.

Но сейчас ситуация изменилась.

За последний год у меня, как, думаю, и у многих, накопилось большое количество чатов с нейросетями. Claude, ChatGPT, Gemini и другие. Это десятки диалогов по работе: архитектура, BIM, вайб-кодинг, исследовательские задачи. В них много ценного: рассуждения, рабочие решения, интересные находки, выводы, к которым я приходил через несколько итераций. Всё это лежало в разных интерфейсах и почти не поддавалось нормальному поиску.

Это личное знание, и видно, как оно буквально ускользает из рук. Трудно вспомнить, в каком именно чате был нужный ответ, если ты его заранее не сохранил.

Вот здесь Obsidian начинает иметь смысл. Не как дневник, а как база контекста, по которой можно задавать вопросы. Можно поднимать свои старые мысли, искать повторяющиеся идеи, делать метаанализ того, что уже обсуждал и пробовал.

Для этого нужен AI, встроенный прямо в Obsidian. И желательно, чтобы он работал бесплатно и локально.

На практике это оказалось не так просто.

Что я хотел получить

Моя задача была довольно простой:

  • хранить заметки и контекст в Obsidian

  • быстро индексировать заметки для семантического поиска

  • задавать вопросы по своей базе

  • по возможности не отправлять данные в облако

  • не платить за подписку на этапе эксперимента

Важный момент, который я понимал и который оказался одной из главных преград в настройке: языковая модель и модель для embeddings — это две разные части системы. Это часто путают именно новые пользователи, которые пытаются собрать такую связку для себя. А таких сейчас много, и дальше будет ещё больше. Похоже, это становится новым полезным рабочим навыком.

Языковая модель отвечает на вопрос. Embedding-модель превращает заметки в векторы, чтобы по ним можно было искать смысловые совпадения. Для RAG нужны оба слоя.

И если с ответами всё более-менее понятно, то именно embeddings неожиданно стали главным узким местом.

Шаг 1: Ollama. И мои завышенные ожидания

Ollama – удобный инструмент для запуска локальных моделей. Устанавливается как обычная программа, а модели скачиваются одной командой в терминале:

ollama pull qwen3:4b
ollama run qwen3:4b
Интерфейс Ollama. Можно использовать как отдельный локальный чат с выбором моделей.
Интерфейс Ollama. Можно использовать как отдельный локальный чат с выбором моделей.

Я начал с Qwen, потому что она была в списке доступных моделей прямо в Ollama. Модель отвечала, но по ощущениям скорость была недостаточной для постоянной работы прямо в Obsidian. Потом попробовал более крупные модели, в том числе qwen3:8b, но стало ещё медленнее.

Здесь уже начинает играть роль объём видеопамяти. У меня RTX 3060 Ti с 8 GB VRAM, и не каждая модель помещается туда целиком. Если модель больше, часть данных уходит в оперативную память или на CPU, и скорость заметно проседает.

Важно и то, что проблема была не только в скорости ответов. Для простого чата этого ещё может хватить. Но для нормальной работы RAG по заметкам и вашему контексту нужен ещё и слой embeddings. И вот там начались основные сложности.

Шаг 2: Smart Connections. Быстрый поиск, но платный чат

Следующим я попробовал Smart Connections от Brian Petro. Плагин ставится через обычный маркетплейс Obsidian и очень быстро даёт первый результат.

Здесь меня приятно удивила скорость индексации. Плагин использует bge-micro-v2, небольшую и хорошо оптимизированную embedding-модель, встроенную прямо в плагин. Ничего отдельно скачивать через Ollama не нужно.

У меня база пока небольшая: около 150 заметок разной длины, суммарно примерно 70 МБ markdown-файлов. Такая база индексировалась почти моментально, примерно за 1–2 минуты. После этого семантический поиск уже работал как надо.

Правда, практическая ценность такого поиска для меня оказалась неочевидной. Он показывает заметки, близкие по смыслу и содержанию, но не возникло ощущения, что это кардинально меняет опыт по сравнению с обычным поиском. Хотя как отдельный инструмент это всё равно может быть полезно.

Но когда я попробовал чат от Smart Connections, выяснилось, что Smart Chat уже требует подписки. Раньше это был бесплатный инструмент, и в моём случае это стало стоп-фактором.

Для проверки самой идеи плагина хватило, но как постоянное решение он мне не подошёл. Хотелось найти вариант, где и поиск, и чат работают бесплатно.

Шаг 3: Copilot от Logan Yang. Чат заработал, но с индексацией появились вопросы

Потом я поставил Copilot от Logan Yang. Плагин популярный, у него много скачиваний.

Подключить Ollama в нём довольно просто: в настройках указываешь http://localhost:11434, выбираешь модель, и чат начинает работать. Правда, в каждом плагине всё равно приходится немного разбираться вручную, потому что точных инструкций обычно немного.

Но с индексацией заметок у меня снова появились проблемы. В моём сценарии Copilot с embedding-моделями через Ollama индексировал заметки заметно медленнее, чем решения со встроенным bge-micro-v2. Если Smart Connections справлялся за 1–2 минуты, то здесь индексация на той же базе могла идти очень долго, вплоть до часа.

Вероятно, на это влияли сразу несколько факторов: скорость embedding-моделей, длинные заметки, особенности разбиения текста и возможные ошибки в процессе индексации.

Отдельно не хватило управления нарезкой текста на фрагменты, то есть чанками. Я не нашёл явной настройки chunking в интерфейсе плагина, по крайней мере в той версии, с которой работал. Для RAG это важно, потому что от chunking зависит, насколько точно потом будут находиться релевантные куски заметок. Возможно, более тонкая настройка здесь могла бы улучшить результат и по качеству, и по скорости.

В итоге картина была такой: сам чат работал, но индексация у меня получалась слишком медленной, и смысл всей затеи начинал теряться.

Настройки плагина Copilot в Obsidian
Настройки плагина Copilot в Obsidian

Шаг 4: Infio Copilot. Форк, который закрыл проблему с embeddings

Дальше я потратил время на поиски и нашёл Infio Copilot. Насколько я понял, это форк Copilot, который пока ставится не через обычный каталог плагинов, а через BRAT. Это отдельный плагин для установки тех расширений, которых ещё нет в каталоге Obsidian.

Главное отличие для меня заключалось в том, что здесь есть встроенные быстрые embeddings, снова на базе bge-micro-v2, и при этом можно использовать свои локальные модели через Ollama для генерации ответов.

Установка BRAT

  1. Открыть Obsidian → Settings → Community Plugins → Browse

  2. Найти BRAT, установить и включить

  3. В настройках BRAT выбрать Add Beta Plugin

  4. Вставить репозиторий Infio Copilot

Настройка Infio Copilot

  • в настройках плагина выбрать провайдера Ollama

  • указать адрес http://localhost:11434

  • выбрать модель для чата

В этой схеме embeddings строятся встроенной моделью bge-micro-v2, поэтому индекс создаётся быстро. А локальная модель через Ollama используется уже только для ответов.

Именно это сочетание у меня и сработало лучше всего.

Настройки плагина Infio Copilot в Obsidian.
Настройки плагина Infio Copilot в Obsidian.

Шаг 5: gemma4:e2b. Новая связка

В конце марта Google выпустил Gemma 4, и я попробовал вариант gemma4:e2b.

ollama pull gemma4:e2b

Вот здесь разница уже оказалась заметной на практике.

Если сравнивать по ощущениям с тем, что я пробовал до этого, gemma4:e2b. отвечала примерно в два раза быстрее, чем qwen3:8b. Я не привожу полные характеристики компьютера и не замерял токены в секунду, поэтому оставлю именно практическое наблюдение: с Gemma ответы стали достаточно быстрыми для реальной работы, тогда как qwen3:8b в моём случае был слишком медленным.

Обычно ответ приходил примерно от 15 секунд, в зависимости от сложности запроса и объёма найденного контекста.

Интерфейс Obsidian и ответ Gemma 4 на вопрос.
Интерфейс Obsidian и ответ Gemma 4 на вопрос.

По качеству ответов у меня сложилось хорошее впечатление. Я использовал именно gemma4:e2b. Модель бывает неидеальной и временами ведёт себя нестабильно, но в задачах анализа заметок, суммаризации и работы с личным контекстом она показалась мне вполне полезной. Более того, мне в целом нравится, как она формулирует ответы.

Здесь важно не делать слишком жёстких выводов про железо. В моём случае 8 GB VRAM уже позволяют использовать такую модель достаточно комфортно. На меньшем объёме запуск тоже возможен, но производительность, скорее всего, будет заметно ниже, особенно если часть данных начнёт выгружаться в оперативную память. Без видеокарты всё тоже можно запустить, но скорость для постоянной работы, скорее всего, окажется слишком низкой. В общем случае правило простое: чем больше VRAM, тем лучше.

После подключения gemma4:e2b. в Infio Copilot система наконец заработала так, как я изначально хотел:

  • индексация заметок происходит быстро

  • ответы по базе знаний приходят с приемлемой скоростью

  • всё может работать локально

  • платить за это не нужно

  • заметки остаются на своей машине

Но здесь тоже важно сделать оговорку: иногда всё это работает нестабильно. Часто приходится начинать новый чат, чтобы система снова отвечала адекватно. Бывает, что модель отвечает не так, как нужно. Но с gemma4:e2b, по моим ощущениям, ситуация стала немного лучше.

Что получилось в итоге

Схема работы выглядит так:

Заметки Obsidian (.md файлы)
→ разбиение текста на фрагменты и embeddings через встроенный bge-micro-v2
→ локальный векторный индекс
→ запрос пользователя
→ поиск подходящих фрагментов
→ передача фрагментов вместе с вопросом в Ollama
→ ответ от gemma4:e2b. прямо в Obsidian

Если коротко, разделение ролей здесь такое:

  • встроенная маленькая embedding-модель даёт быструю индексацию

  • локальная языковая модель отвечает на вопросы по найденным фрагментам

Если хочется качества выше

Полностью локальная связка уже работает и приносит пользу. Но если приватность не критична, а стоимость запросов через платные модели не пугает, Infio Copilot позволяет подключить и внешние API.

Например, через OpenRouter можно использовать более мощные облачные модели. Это уже не офлайн-сценарий, зато качество и скорость ответов обычно выше, чем у локальных моделей.

Здесь важно понимать границу: если используется внешний API, релевантные фрагменты заметок вместе с вопросом будут уходить наружу. То есть локальность и приватность в этом случае теряются.

На некоторых сервисах есть бесплатные тарифы, и иногда их может хватить хотя бы для части запросов.

Почему не Claude Code

Сейчас часто говорят про Claude Code и похожие инструменты. Они действительно мощные. Но у них есть понятный минус: токены расходуются быстро, и если постоянно работать с заметками, счёт может вырасти незаметно.

Связка, которую я описываю здесь, нужна скорее для другого. Она позволяет понять, нужен ли вам вообще AI в Obsidian, не вкладываясь в подписки и не отправляя весь свой контекст в облако.

А дальше уже можно решить, нужно ли вам платное решение и готовы ли вы вообще заниматься сборкой личной базы знаний. Даже с автоматизацией это пока всё ещё требует времени и сил. Но, думаю, оно того стоит. Тем более что всё идёт к тому, что дальше процесс будет становиться проще.

Ещё один неожиданный плюс Gemma 4

У Gemma есть ещё одно интересное преимущество. Google развивает возможность локального запуска модели прямо на телефоне через приложение. В частности, уже можно посмотреть Google AI Edge Gallery.

Это не замена полноценной работе на компьютере. На телефоне будет использоваться не самая мощная версия модели, и такой сценарий скорее запасной. Но сама идея интересная: можно синхронизировать Obsidian с телефоном, держать под рукой свою базу заметок и в крайнем случае обращаться к локальной модели даже без интернета. Тем более модель мультимодальная, то есть можно работать не только с текстом, но и с изображениями.

Для полевых сценариев или просто как резервный вариант это выглядит неожиданно полезно. В этом смысле экосистема вокруг Gemma даёт модели дополнительный плюс. Да и в целом сейчас и разработчики моделей, и производители устройств явно смотрят в сторону локальных мобильных моделей.

Небольшое наблюдение по моделям

Я не хочу превращать статью в полноценное сравнение моделей, потому что у меня была другая задача: собрать рабочую связку для Obsidian, а не сделать бенчмарки.

Но несколько практических наблюдений всё же оставлю.

qwen3:8b у меня отвечал слишком медленно для комфортной работы, хотя сам по себе это сильный вариант.

qwen3.5:9b на 8 GB VRAM у меня запускался и давал интересные, содержательные ответы, но тоже оставался медленным.

qwen3.5:4b работает быстрее, но по ощущениям уступает старшим моделям по глубине. По соотношению скорости и качества это, на мой взгляд, хороший вариант.

gemma4:e2b — модель, которой я сейчас пользуюсь чаще всего. Она бывает нестабильной, как и другие модели в этом стеке, но в целом работает.

То есть универсального победителя здесь нет. Всё зависит от того, что для вас важнее: скорость, стабильность, глубина ответа или возможность работать полностью локально.

Итоговое сравнение

Инструмент

Embeddings

LLM

Цена

Офлайн

Smart Connections

Быстро

Чат платный

Freemium

Да

Copilot (Logan Yang)

В моём случае медленно

Ollama / API

Бесплатно

Да

Infio Copilot + gemma4:e2b.

Быстро

Ollama локально

Бесплатно

Да

Infio Copilot + OpenRouter

Быстро

Облако

По токенам

Нет

Что нужно для запуска

Если хочется более комфортной работы, желательно иметь побольше видеопамяти. В моём случае 8 GB VRAM уже дают практический результат. С меньшим объёмом тоже можно запускать модели меньшего размера, но тогда локальный сценарий может оказаться слишком медленным, а ответы — менее содержательными. В таком случае проще временно использовать облачные модели через API.

Ограничения, о которых стоит сказать честно

Здесь важно не создавать ложных ожиданий.

Такую связку пока нельзя назвать идеально отлаженным инструментом, который всегда работает без сбоев. Плагины меняются, модели иногда ведут себя странно, индекс может строиться не так, как ожидаешь, а какие-то функции после обновления могут внезапно перестать работать.

Возможно, часть проблем связана с моей настройкой, а часть – с тем, что сама экосистема ещё просто не дозрела до состояния “поставил и забыл”.

Но при этом базовый функционал уже есть, и он полезен.

Можно собирать свою базу контекста в Obsidian, сохранять важные диалоги, делать метаанализы, искать инсайты, вытаскивать повторяющиеся идеи, структурировать знания и учиться работать с RAG на собственных данных.

Пока я разбирался со всей этой схемой, уже успела выйти Gemma 4. Это хороший пример того, как быстро всё меняется. Скорее всего, через несколько месяцев появятся и новые модели, и более удобные плагины, и более цельные решения для Obsidian.

Поэтому для меня главный вывод такой: начинать собирать свою базу знаний уже стоит, даже если инструменты вокруг неё пока неидеальны.

Где это может быть полезно кроме личных заметок

На мой взгляд, такой подход интересен не только для личной базы знаний.

Его вполне можно применять и в профессиональной работе: загружать документы, нормативные материалы, СНиПы, ГОСТы, проектные заметки, технические фрагменты, шаблоны решений, а потом искать по ним ответы через RAG.

То есть Obsidian здесь может быть не просто “вторым мозгом”, а рабочей оболочкой для своей локальной базы документов.

Но здесь особенно важно помнить, что первый мозг никто не отменял. На такие ответы нельзя полагаться без проверки. Это полезный помощник, а не полностью автономный эксперт.

Выводы

Второй мозг начинает иметь практический смысл в тот момент, когда AI может работать с накопленным контекстом прямо внутри инструмента для заметок.

У меня путь к этому оказался длиннее, чем я ожидал. Сначала были медленные embeddings, потом платный чат, потом ограничения по настройке и скорости. Но в итоге рабочая связка всё же нашлась.

На текущем этапе для меня она выглядит так: Obsidian + Infio Copilot + встроенный bge–micro-v2 + Ollama + gemma4:e2b.

Это ещё не идеальный инструмент. Но он уже достаточно полезен, чтобы всерьёз попробовать RAG по своим заметкам, особенно если давно хотелось превратить разрозненные чаты, заметки и наброски в систему, с которой можно разговаривать.

Об авторе

a68762e9a362eca29fe78f051b620447.jpg
Владислав Пономарев

Архитектор, исследователь применения AI в строительной отрасли, создатель Виртуального музея архитектуры Сочи.

Telegram: @vponomarev_ru
GitHub: github.com/vponomarev-tech
Виртуальный музей: @vmasochi
Проекты: vponomarev.ru

Источник

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 12.07.26 03:30 Kora Baltacha

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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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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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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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.

  • 04.08.26 12:37 kimberlyhebertt6877

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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.

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 15.09.26 03:35 elioduncan

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

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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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