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Н Новости

На входе аудио, на выходе — саммари. Собираем локальный транскрибатор из бесплатного софта

Всем привет! Меня зовут Николай Луняка, и я, как и многие из вас, ежедневно утопаю в потоке информации. Количество аудиоконтента растёт в геометрической прогрессии, при этом его нужно ещё «переварить» и зафиксировать.

Интереснейшие лекции хочется сохранить не только в памяти, но и в виде тезисов, а ещё есть подкасты, интервью, да и банальные голосовые заметки, надиктованные на бегу. Знакомая картина?

На помощь приходят облачные сервисы: транскрибация, саммаризация, диаризация — чуть ли не кофе в постель приносят. Удобно? Без сомнения.

Как у любого хорошего решения, у облачных сервисов есть оборотная сторона:

Приватность: куда на самом деле уходят мои данные? Кто их видит, как использует, и не всплывут ли мои приватные обсуждения там, где не надо? А если речь идёт о чувствительной информации? Использовать облачные сервисы в рабочем процессе опять же сложно из‑за NDA.
Подписки. Для расшифровки приходится использовать несколько сервисов. Большинство из них платные — из ежемесячного бюджета набегает ощутимая сумма. При больших объёмах записей ценник становится соответствующим, зачастую кусачим.
Зависимость от интернета. Куда без него в нашем «облачном» мире? Нет сети — нет обработки.

Однажды я устал расшифровывать аудио пачкой инструментов в духе «Балерино-Капучино и Бобрито-Бандито» и решил собрать свой пайплайн.

Дальше покажу мой вариант решения всех этих проблем — свой собственный уголок AI‑независимости, где аудиоданные в полной безопасности под моим неусыпным контролем.

Для начала расскажу, какие инструменты показались мне наиболее подходящими.

1. Whisper: локальной магией из аудиофайла получаем текст

Начнём с Whisper — модели распознавания речи от OpenAI в open‑source — готовый инструмент, не сырая демка, да ещё и бесплатная (ну, почти — электричество‑то компьютер кушает).

Почему Whisper? Мои аргументы:

Точность транскрибирования, близкая к идеалу, даже в версии tiny: из всего, что я пробовал локально, Whisper показывает, пожалуй, лучший результат. Особенно на английском, но и с русским справляется на ура. Меньше ошибок — меньше править руками.
Многоязычность: он «всеядный», и даже сам пытается определить, на каком языке ему подсунули запись. Удобно!
Не боится трудностей: шумы, акценты, не лучшая дикция — Whisper старается вытащить смысл, и часто успешно.
Сам расставит точки и запятые (ну, почти). Пунктуацию и какое‑никакое форматирование он делает, и это сильно облегчает жизнь.
Главный аргумент — работает локально. Никаких «отправьте нам ваше аудио».
Под любые ресурсы и мощности вашего ПК: Модельки от крошечной «tiny» до монструозной «large» можно подобрать под своё железо. Я обычно целюсь в «large‑v3» для качества, если время позволяет.

В общем, Whisper — наш надёжный поставщик текста из аудио.

2. NeMo: разложим по полочкам кто что сказал

Текст мы получили. Но если это запись встречи на пять человек, как понять, где чья реплика? На помощь приходит NVIDIA NeMo. Это целый фреймворк для разговорного AI, но нас интересует конкретная фича — диаризация спикеров. NeMo пытается понять, сколько людей говорило и какие куски текста принадлежат каждому из них.

Чем хорош NeMo для этой задачи:

Различает голоса довольно неплохо, даже если кто‑то кого‑то перебивал, NeMo старается разобраться. Не всегда идеально, но часто очень помогает.
Можно подкрутить, есть возможность тонкой настройки, если вы готовы в это погрузиться.
За ним стоит NVIDIA, а это значит, проект живой, развивается, есть поддержка.

3. Ollama: доступный мост к языковым моделям разных версий

Итак, у нас есть текст, возможно, даже с разметкой по спикерам. Что дальше? А дальше хочется, чтобы кто‑то прочитал эту портянку текста и кратко выдал суть. Здесь в игру вступают большие языковые модели (LLM). Но запускать их локально — та ещё задачка... была, пока не появился Ollama.

Ollama — спасение для тех, кто хочет подружиться с LLM:

Простота: установить и запустить модель — буквально пара команд в терминале. Никаких танцев с бубном вокруг зависимостей (ну, почти).
Поддерживает кучу популярных инструментов — Llama, Mistral, Gemma.
Приватность — всё крутится локально.
Есть API — скрипты или плагины могут легко общаться с моделью.

Ollama — удобная «пусковая площадка» для Gemma, которая и будет заниматься погруженным анализом текста.

4. Gemma 27B: кратко, по делу и по пунктам раскладываем текст

Gemma — это семейство моделей от Google, при том открытое, что не может не радовать. Есть разные размеры, я проводил эксперименты на Gemma 27B (27 миллиардов параметров — звучит солидно). Хочется качественного анализа. Если у вас не тянет железо или меньше ресурсов, можно использовать модели, где параметров поменьше.

Что мне нравится в Gemma (когда она работает через Ollama):

Хоть это не гигант вроде GPT-4 с 1,8 триллионов параметров, Gemma 27B вполне достойно справляется с генерацией и пониманием текста. Для саммари — то, что доктор прописал.
Модельки Gemma неплохо оптимизированы для запуска на обычном (относительно мощном) железе. Интересная особенность Ollama — она подсовывает квантованные версии (это когда модель «ужимают» для скорости, не критично теряя в точности).
Открытость — больше людей пользуется и даёт обратную связь, система быстрее развивается.
Обучена на многих языках, так что с нашими «великим и могучим» проблем быть не должно.

5. Obsidian: цифровой мозг, куда всё стекается

Куда же мы будем складывать наши сокровища — транскрипты, диалоги, саммари? Я для себя выбрал Obsidian — не просто заметочник, а целая система управления знаниями. И самое главное — он работает с локальными файлами в Markdown.

Почему Obsidian — идеальный финальный аккорд:

Все заметки лежат в папке на моем компьютере. Стоп паранойя.
Markdown — это просто и удобно: легко писать, читать и переносить куда угодно.
Плагины — их тысячи! Вот где настоящая магия. Можно настроить Obsidian так, как тебе удобно, интегрировать с чем угодно. В нашем случае — автоматизировать сохранение результатов обработки аудио.
Можно связывать заметки друг с другом, строить целые карты знаний. Отчёт по встрече легко связывается с проектом, задачами, мыслями.
Внешний вид, горячие клавиши — всё можно кастомизировать.

Obsidian для меня — не просто хранилище, а активный инструмент. Сюда будут складироваться результаты работы нашего AI‑комбайна, отсюда же мы будем работать с ними дальше.

Вот такая команда сервисов у нас собралась в пайплайн. Каждый со своей ролью, но вместе они — сила.

Как заставить этот оркестр играть слаженно: путь от аудиозаписи до осмысленной заметки в Obsidian

С нашими чудо‑инструментами мы более‑менее разобрались. Наступает самый ответственный момент: как эти разрозненные компоненты соединить в единый, слаженно работающий конвейер?

Как превратить аудиофайл в информационную конфетку — структурированную, осмысленную и готовую к употреблению заметку в Obsidian? Давайте пройдёмся по шагам этого увлекательного процесса, как его реализую я.

Шаг 1: Готовим «сырьё» – наш драгоценный аудиофайл

Обычно приложения типа Zoom или Контур.Толк предупреждают юзеров о записи аудио. Но хороший тон — предупредить собеседников, что вы записываете созвон.

Всё начинается, как нетрудно догадаться, с аудио. Я лично стараюсь использовать формат.wav или.flac — исторически сложилось, что Whisper с ними дружит особенно хорошо, да и меньше шансов нарваться на неожиданные сюрпризы с экзотическими кодеками. Тем не менее, Whisper довольно «всеяден» и с удовольствием «скушает» и MP3, и M4A, и многие другие популярные форматы. Главное, чтобы сама запись была более‑менее приличного качества.

Если у вас, скажем, стереозапись со встречи, где разные участники были записаны на разные каналы — вообще шикарный вариант, NeMo потом скажет вам отдельное спасибо. Но и с обычной моно‑записью вполне можно жить и получать достойные результаты. Дополнительно можно убрать длинные паузы (тишину) и попробовать улучшить качество записи при помощи библиотеки ffmpeg:

cmd = [
       "ffmpeg",
       "-i", str(input_path),   # входной файл
       "-ac", "1",              # преобразовать звук в моно (1 канал)
       "-ar", "16000",          # понизить частоту 16 кГц
       "-af",                   "silenceremove=start_periods=1:start_silence=0.3:start_threshold=-35dB:\
detection=peak",                # фильтр для удаления пауз
       str(output_path)
   ]

Я использую следующие фильтры:

start_periods=1 # реагирует на 1ю возникшую паузу
start_silence=0.3 # пауза считается значимой, если длится дольше 0.3 сек
start_threshold=-35dB # всё тише −35 дБ считается тишиной
detection=peak # на основе пикового сигнала в аудио

Шаг 2: Whisper, на выход! Превращаем голос в буквы, или Магия транскрибации

Первым делом мы «скармливаем» наш аудиофайл Whisper. Я обычно использую модель «large‑v3» для русского языка, если нужна максимальная точность и есть немного времени подождать. Если же ситуация «горит» и результат нужен «ещё вчера» — можно взять модель «medium». Whisper немного попыхтит, проанализирует аудиодорожку и выдаст текстовый файл. И что особенно приятно — уже с запятыми, точками, а иногда даже с попытками разбить текст на абзацы. Красота, да и только!

Как это может выглядеть в консоли (очень упрощённый пример):

bash
whisper vstrecha.wav --model large-v3 --language ru --output_format txt

На выходе мы получаем, например, файл «vstrecha.txt» — с ним можно работать дальше.

Лайфхак: если у вас есть хорошая видеокарта с поддержкой RTX, для транскрибации можно использовать GPU.

Мой скрипт:

# Аргументы командной строки
   p = argparse.ArgumentParser()
# Обязательный аргумент -- путь к файлу.
   p.add_argument("path", help="Аудио‑ или видеофайл")
  
# Необязательный аргумент --lang, по умолчанию -- русский.
   p.add_argument("--lang", default="ru")
  
# Параметр случайности (температура) для модели, влияет на вариативность результатов.'''
   p.add_argument("--temperature", type=float, default=0)
  
# Размер beam search (если используется), влияет на точность/варианты распознавания.
   p.add_argument("--beam_size", type=int)
  
# Булев флаг: использовать ли предыдущий текст как контекст при распознавании.
   p.add_argument("--condition", action="store_true",
                  help="condition_on_previous_text")
  
# Необязательный текстовый ввод -- вводная для модели (можно подсказать контекст/темы).
   p.add_argument("--prompt", default="",
                  help="Вводная: тема, участники, термины...")
  
# Парсит все аргументы из командной строки в объект args.
   args = p.parse_args()

   if not os.path.isfile(args.path):
       raise SystemExit(f"Файл не найден: {args.path}")
  
# Проверяет, доступна ли видеокарта CUDA (GPU). Если нет -- используется CPU.
   device = "cuda" if torch.cuda.is_available() else "cpu"
  
# Выводит на каком устройстве будет происходить транскрипция.   
   print(f"Устройство: {device.upper()} --",
         torch.cuda.get_device_name(0) if device == "cuda" else "CPU")
  
# Загружает модель large-v3 на выбранное устройство (GPU или CPU).
   model = whisper.load_model("large-v3", device=device)

# Сообщение о старте и начало отсчёта времени.
   print("Транскрибирование...")
   t0 = time.time()
   result = model.transcribe(
       args.path,
       language=args.lang,
       temperature=args.temperature,
       beam_size=args.beam_size,
       condition_on_previous_text=args.condition,
       initial_prompt=args.prompt or None   
   )
  
# Показывает, сколько времени заняла транскрипция.
   print(f"{round(time.time()-t0,2)} с")
  
# Сохранение результата в JSON и TXT
   base = os.path.splitext(args.path)[0]
   with open(base + ".json", "w", encoding="utf-8") as f:
       json.dump(result["segments"], f, ensure_ascii=False, indent=2)
   with open(base + ".txt", "w", encoding="utf-8") as f:
       f.write(result["text"])
   print("Сохранено:", base + ".json / .txt")

Шаг 3: NeMo, помоги разобраться, кто есть кто! Искусство диаризации

Просто текст — конечно, хорошо, но если это была запись оживлённой беседы нескольких человек, без чёткого понимания, кто и что сказал, далеко не уедешь. Тут в дело вступает NeMo с функцией диаризации спикеров. Он снова «слушает» исходный аудиофайл и, опираясь на временные метки (которые Whisper тоже может любезно предоставить, если попросить его выдать результат в формате SRT или VTT), пытается аккуратно «нарезать» общую речь на отдельные кусочки и присвоить каждому уникальную метку: «Спикер_0», «Спикер_1», «Спикер_2» и т. д.

NVIDIA рекомендует выполнять установку через pip install nemo_toolkit["all"]. Иногда могут возникнуть нюансы с зависимостями, так что внимательно читайте сообщения в консоли при установке. Официальная документация NeMo — ваш лучший друг.

Сразу предупрежу: для дальнейшей работы и настройки это, как правило, не одна простая команда в консоли. Здесь потребуется небольшой скрипт на Python, который будет управлять работой NeMo, загружать модели (например, «titanet_large» для получения эмбеддингов голоса и «msdd_vad» или аналогичную для кластеризации сегментов).

Результат определённо того стоит: вместо сплошного, неразборчивого потока текста мы получаем нечто гораздо более осмысленное, например:

[Спикер_0]: Привет, команда! Какие у нас сегодня новости по проекту «Смарт»?
[Спикер_1]: Привет! В целом, всё идет по плану, но есть пара нюансов, которые хотелось бы обсудить...

Уже гораздо понятнее и информативнее, не правда ли?

# Чтение аудио и извлечение эмбеддингов
wav, sr = librosa.load(wav_path, sr=16000, mono=True)
embs, stamps = extract_embeddings(wav, sr, model)

# Автокластеризация спикеров по эмбеддингам
labels = auto_cluster(embs, max_k=max_k)
spk_cnt = len(set(labels))
diar = merge_segments(stamps, labels)

# Мерж с расшифровкой Whisper
with open(whisper_json, encoding="utf-8") as f:
   whisper_segs = json.load(f)

tagged = []
for seg in whisper_segs:
   spk = next(
       (f"Speaker{d['spk'] + 1}" for d in diar
        if not (seg['end'] <= d['s'] or seg['start'] >= d['e'])),
       "Unknown"
   )
   tagged.append({**seg, "speaker": spk})

# Сохраняем результат
out_path = Path(whisper_json).with_stem(Path(whisper_json).stem + "_tagged")
with open(out_path, "w", encoding="utf-8") as f:
   json.dump(tagged, f, ensure_ascii=False, indent=2)

Я использую следующий флоу: загружаю модель >> извлекает эмбеддинги (числовые данные, которые позволяют понять количество спикеров) >> кластеризует на группы говорящих >> сливает последовательные сегменты одного спикера >> сопоставляет с полученными данными на предыдущем шаге >> для каждого сегмента определяет, в какой диаризационный диапазон он попадает, присваивает спикера.

Шаг 4: Gemma, твой звёдный час! Делаем умное и структурированное саммари

Перед запуском локального LLM‑сервер через Ollama обязательно нужно активировать модель:

ollama run gemma3:27b

Теперь, когда у нас есть практически идеальный диаризованный транскрипт, время задействовать тяжёлую артиллерию — Gemma 27B, запущенную и управляемую через Ollama. Наша задача на этом этапе — «скормить» ей полученный текст и вежливо, но настойчиво попросить сделать качественную выжимку: о чём говорили, к каким выводам пришли, что решили, какие задачи поставили и на кого их повесили.

Здесь важную роль играет правильно составленный запрос к модели. Я формулирую промпт примерно так:

«Ты мой эффективный AI‑ассистент по анализу стенограмм совещаний и лекций. Вот тебе текст разговора нескольких людей. Сделай из него структурированное саммари на русском языке. В саммари обязательно выдели следующие пункты (можно использовать маркированные списки):
1. Основные обсуждавшиеся темы или вопросы.
2. Ключевые аргументы, предложения или идеи, высказанные участниками (если были).
3. Принятые решения (если таковые были).
4. Поставленные задачи с указанием ответственных лиц (если это можно однозначно понять из текста).
5. Главные выводы или итоги обсуждения».

Ollama отправляет этот промпт вместе с текстом нашей Gemma, и она, немного подумав (время и скорость обработки зависит от выбранной модели и вашего железа), выдаёт готовое саммари. Настоящая AI‑магия в действии!

# Ключевые настройки скрипта

--model - имя локальной LLM-модели в Ollama (“gemma:27b”, “llama3:8b”...) 
--no-stream - отключает потоковую генерацию (по умолчанию - включена) 
--timeout - ограничивает время ожидания ответа 
max_chars - ограничивает длину текста для LLM (по умолчанию 15 000) 
system_prompt - инструкция для модели (как структурировать Markdown-резюме) 
Входной файл должен быть в формате JSON: `[{ “speaker”: “...”, “text”: “...”, “start”: ..., “end”: ... }, ...]

Шаг 5: Все дороги ведут в Obsidian. Наводим порядок, систематизируем и пользуемся результатами

И вот он, долгожданный финал нашего увлекательного путешествия. Собираем все наши артефакты: исходный «сырой» транскрипт от Whisper, диаризованный текст от NeMo, блестящее саммари от Gemma — и аккуратно, с любовью укладываем это богатство в наше хранилище Obsidian. Как это сделать? Вариантов масса:

1. Старым дедовским способом — руками: скопировал — вставил. Долго, муторно, неэффективно, и вообще не наш метод, если мы говорим о регулярных задачах и автоматизации.

2. Магия скриптов — наш выбор. Пишем небольшой (или большой, в зависимости от ваших амбиций) скрипт на Python, который будет выполнять все предыдущие шаги по очереди, а затем самостоятельно создавать новую заметку в Obsidian, правильно её называть (например, по дате и теме встречи или по имени исходного аудиофайла), добавлять теги, вставлять саммари, диаризованный транскрипт, а может, даже ссылку на исходный аудиофайл. В общем полный автомат, мечта любого лентяя (в хорошем смысле этого слова).

3. Плагины Obsidian: расширяем горизонты. Тут тоже есть где разгуляться творческой мысли. Можно использовать плагин Obsidian Shell Commands для запуска Python‑скрипта прямо из интерфейса Obsidian или плагин Templater для создания новых заметок по заранее подготовленному красивому шаблону, куда будут автоматически подставляться все наши данные.

Как может выглядеть итоговая заметка в Obsidian (мой личный вариант, который я постоянно дорабатываю)

Так шаг за шагом из непонятного и объёмного аудиофайла мы получаем структурированную осмысленную информацию, с которой можно работать, по тексту которой можно искать, которой можно делиться с коллегами, и просто чувствовать себя настоящим молодцом, победившим информационный хаос.

Удобно обернуть всё это дело в простенький GUI, как у меня и вышло:

import os
import subprocess

def run_pipeline(filepath, use_clean=True, do_summary=True, temperature="0", beam_size=None, condition=False, prompt=""):
   if not filepath or not os.path.exists(filepath):
       raise FileNotFoundError(f"Файл не найден: {filepath}")

   base_name = os.path.splitext(filepath)[0]
   cleaned_file = base_name + "_cleaned.wav"
   audio_file = cleaned_file if use_clean else filepath

   # Шаг 1: Очистка аудио (опционально)
   if use_clean:
       subprocess.run(["python", "clean_audio.py", filepath])

   # Шаг 2: Транскрипция Whisper
   cmd = [
       "python", "transcribe.py",
       audio_file,
       "--lang", "ru",
       "--temperature", temperature,
   ]
   if beam_size:
       cmd += ["--beam_size", str(beam_size)]
   if condition:
       cmd.append("--condition")
   if prompt:
       cmd += ["--prompt", prompt]
   subprocess.run(cmd)

   # Шаг 3: Диаризация NeMo
   json_file = os.path.splitext(audio_file)[0] + ".json"
   subprocess.run(["python", "diarize_nemo_auto.py", audio_file, json_file, "12"])

   # Шаг 4: Конвертация в TXT / MD
   tagged_json = os.path.splitext(audio_file)[0] + "_tagged.json"
   if os.path.exists(tagged_json):
       from convert_tagged_json_to_txt_md import convert_tagged_json_to_txt_md
       convert_tagged_json_to_txt_md(tagged_json)

   # Шаг 5: Генерация саммари (опционально)
   if do_summary:
       subprocess.run(["python", "summarize_json.py", tagged_json])

Как вам такой подход?

А что у других? Сравниваем наш “самосбор” с готовыми решениями, облачными и не очень

Зачем мудрить, если есть облачные гиганты и их свита?

Google Speech‑to‑Text, AWS Transcribe, Azure Speech Services, Yandex SpeechKit, AssemblyAI, Otter.ai, Sonix.ai, Fireflies.ai и многие другие ребята, конечно, молодцы. У них, как правило, всё очень просто, быстро, удобно и часто весьма качественно.

Чем готовые решения объективно круче:

Простота: зарегистрировался, получил API‑ключ (или просто загрузил файл через веб‑интерфейс) — и через несколько минут получил результат. Никаких сложных установок, настроек зависимостей и чтения многостраничных мануалов.
Скорость и масштабируемость: у этих компаний в распоряжении дата‑центры с тысячами мощных серверов. Они способны переваривать огромные объёмы аудио очень и очень быстро. Если вам нужно обработать терабайты записей в сжатые сроки — облака, скорее всего, ваш выбор.
Дополнительные «фичи» и «плюшки»: часто облачные сервисы предлагают набор допов — автоматический анализ тональности речи, выделение ключевых слов и тем, определение эмоций, интеграции с популярными сервисами (CRM, таск‑менеджеры и т. д.).

Где облачные сервисы однозначно проигрывают локальному стеку:

Деньги, деньги, дребеденьги: практически все облачные сервисы работают по подписке или тарифицируют каждую обработанную минуту аудио (или каждый распознанный символ). Если вы пользуетесь их услугами регулярно и в больших объемах, ежемесячные счета набегают весьма приличные.
Мои драгоценные данные у «дяди Сэма» (или у кого‑то ещё): вопрос конфиденциальности и безопасности данных стоит очень остро. Вы доверяете свои, возможно, очень чувствительные аудиозаписи третьей стороне. Не всегда хочется (а иногда и просто нельзя по соображениям безопасности или требованиям закона) светить совещания и личные разговоры.
Без интернета — никуда, от слова «совсем»: тут всё предельно понятно. Есть интернет — есть сервис. Нет интернета — приходите завтра.
Гибкость? Не, не слышали (или слышали, но не про вашу честь): что разработчики сервиса вам предоставили, тем вы и пользуетесь. Шаг влево, шаг вправо от стандартного функционала — или невозможно, или требует дополнительных затрат и согласований. Кастомизация под специфические нужды часто сильно ограничена.

Чем самодельный пайплайн выигрывает:

1. GDPR + офлайн. Данные не покидают диск.

2. Нулевые вложения — нет платных подписок.

3. Качество расшифровки. Gemma 27B выделяет agenda / decisions / action items почти как GPT‑4.

4. Интеграция с Obsidian. «Минутки» попадают в единый граф заметок, ищутся, тегируются, попадают в Dataview‑таблицы.

5. Гибкость. Хотите выгрузку в Jira или Notion — меняете промпт/скрипт, а не ждёте фичи от SaaS.

Другие локальные решения (open-source и не только, если они существуют в природе)

Тут тоже есть из чего выбрать, если хорошенько покопаться в закромах GitHub и других ресурсов. Однако найти готовое, комплексное и такое же гибкое решение довольно сложно.

Сейчас Альфа тестирует плагин для Контур.Толка, чтобы транскрибировать и делать саммари созвонов в инфраструктуре банка на платформе AlfaGen. Это приятный доп для сотрудника — всё собрано и настроено за тебя, можно грузить любые рабочие обсуждения и даже клиентские данные, они не утекут за контур. Точно жду этот плагин.

Альтернативы Whisper для транскрибации: конечно, существуют другие open‑source ASR‑модели и фреймворки (Kaldi, DeepSpeech, Vosk). Но Whisper, на мой взгляд, лидер по соотношению простоты использования, доступности предобученных моделей и итоговой точности для большинства языков и задач.
Альтернативы NeMo для диаризации: можно посмотреть в сторону библиотек pyannote.audio — очень мощный и активно развивающийся инструмент. Выбор инструмента часто зависит от ваших специфических требований, качества аудио и готовности разбираться в особенностях библиотеки.
Альтернативы Ollama/Gemma для запуска LLM: для локального запуска больших языковых моделей есть довольно много различных путей. Можно напрямую возиться с llama.cpp (если вы хардкорный разработчик и любите всё контролировать до деталей), есть LM Studio, GPT4All, Jan.ai. Ollama мне импонирует невероятной простотой установки и использования и удобным API. Выбор самих моделей просто огромен: тут вам и различные версии Llama (Llama 2, Llama 3), и Mistral, и Mixtral и многие другие. Gemma 27B — сбалансированный вариант для достаточно мощных домашних или рабочих ПК с качественной саммаризацией и анализом текста.
Альтернативы Obsidian для управления знаниями: для заметок и построения персональной базы знаний есть множество других прекрасных инструментов: Joplin, Logseq, Notion (хотя он уже не совсем локальный и у него свои нюансы с приватностью), Standard Notes, Trillium Notes и другие. Obsidian с его ставкой на локальное хранение данных в простом Markdown‑формате, невероятной гибкостью, системой плагинов и активным сообществом — моя давняя и неизменная любовь.

Полезные ссылки, чтобы собрать AI-пайплайн для транскрибации

Whisper от OpenAI: https://github.com/openai/whisper

NVIDIA NeMo Toolkit: https://docs.nvidia.com/deeplearning/nemo/user‑guide/docs/en/stable

Ollama: https://ollama.com

Google Gemma: https://ai.google.dev/gemma

Obsidian: https://obsidian.md

PyTorch: https://pytorch.org

Faster Whisper: https://github.com/guillaumekln/faster‑whisper

pyannote.audio (мощная альтернатива NeMo для задач диаризации спикеров): https://github.com/pyannote/pyannote‑audio

LM Studio, Jan.ai, GPT4All (другие популярные инструменты для локального запуска LLM, если Ollama вам по какой‑то причине не подойдёт):

https://lmstudio.ai

https://jan.ai

https://gpt4all.io

Вывод

Дерзайте, друзья! Собирайте своих AI‑помощников, автоматизируйте рутину, освобождайте своё время для более творческих и интересных дел. Пусть работа с информацией приносит вам только радость, пользу и удовлетворение от результата.

Если у вас есть вопросы или идеи по моему пайплайну или вы захотите поделиться своим опытом создания подобных систем — пишите в комментариях, будет интересно обсудить.

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19 мая 2025 г.

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God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 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
14.10.25 08:46 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
14.10.25 08:46 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
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
25.10.25 00:50 stevekalfman

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 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
25.10.25 10:13 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
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 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
29.10.25 10:56 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
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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Н Новости

На входе аудио, на выходе — саммари. Собираем локальный транскрибатор из бесплатного софта

1. Whisper: локальной магией из аудиофайла получаем текст

2. NeMo: разложим по полочкам кто что сказал

3. Ollama: доступный мост к языковым моделям разных версий

4. Gemma 27B: кратко, по делу и по пунктам раскладываем текст

5. Obsidian: цифровой мозг, куда всё стекается

Как заставить этот оркестр играть слаженно: путь от аудиозаписи до осмысленной заметки в Obsidian

Шаг 1: Готовим «сырьё» – наш драгоценный аудиофайл

Шаг 2: Whisper, на выход! Превращаем голос в буквы, или Магия транскрибации

Шаг 3: NeMo, помоги разобраться, кто есть кто! Искусство диаризации

Шаг 4: Gemma, твой звёдный час! Делаем умное и структурированное саммари

Шаг 5: Все дороги ведут в Obsidian. Наводим порядок, систематизируем и пользуемся результатами

А что у других? Сравниваем наш “самосбор” с готовыми решениями, облачными и не очень

Другие локальные решения (open-source и не только, если они существуют в природе)

Вывод

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