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Finetuning Qwen 3 на RTX4090: полный гайд обучения LLM c помощью Unsloth

Всем привет! Меня зовут Артем, я DS в компании Raft. Эта статья - полноценный гайд по дообучению с Unsloth, в котором мы разберём: что такое Unsloth, как выбрать метрики и гиперпараметры, как шаг за шагом использовать unsloth исследователям и разработчикам. Ниже я приложу весь код, который понадобится для обучения Qwen3 на медицинском датасете по МКБ по деменции.

Во второй части статьи я приведу свои лайфхаки для улучшения качества файнтьюнинга и поделюсь результатами реальных экспериментов.

6b57aaa1f0029796c0d95cca66bc8adc.jpg

Начнем с того, что такое Unsloth и с оглавления статьи.

Что ты такое и зачем ты нужен?

Обучение и finetuning больших языковых моделей (LLM) требует значительных вычислительных ресурсов. Сейчас можно использовать библиотеку TRL от huggingface для обучения. Однако проект Unsloth предлагает инновационное решение, позволяющее ускорить этот процесс в несколько раз без потери качества.

По заявлениям разработчиков он может уменьшить потребление видеопамяти до 70% и ускорить обучение в несколько раз.

d5ac23d4b21002b200856496e599cdf3.png

Достигается это за счет того, что все вычислительные ядра (kernels) переписаны с нуля с использованием языка Triton от OpenAI, который предназначен для создания высокоэффективных GPU-вычислений и использование переписанного pytorch autograd.

В итоге мы имеем:

  • Ускорение обучения в 2–5 раз благодаря оптимизации вычислений.

  • Снижение потребления памяти до 70% за счёт эффективного управления ресурсами.

  • Поддержка популярных моделей, включая Llama 3, Mistral, Gemma и другие.

  • Интеграция с Hugging Face и совместимость с существующими инструментами.

Это всё делает Unsloth эффективным, быстрым и удобным.

⚙️ Пробуем unsloth

Давайте попробуем обучить модель с помощью Unsloth шаг за шагом.

Подготовка к обучению

Мы будем использовать Rye в качестве менеджера пакетов.

Установка Rye🌾

🌾 Rye: Лёгкий менеджер пакетов для Python, отлично подходит для reproducible окружений. Установка через curl - быстрая и удобная.

curl -sSf https://rye.astral.sh/get | bash

После этого создадим и инициализируем проект

mkdir article
cd article
rye init
rye pin 3.13
rye sync

Добавим Unsloth, transformers, TRL в качестве зависимостей. Нам также понадобятся пакеты для ноутбуков ipywidgets и ipykernel, а также nltk и evaluate для метрики. Pandas используется для датасетов. Также при установке нам может понадобиться cmake, clang++ для сборки пакетов.

rye add unsloth unsloth-zoo trl transformers peft evaluate pandas tqdm ipywidgets ipykernel nltk pyarrow

Сделаем папку для ноутбука и датасетов

mkdir notebooks
cd notebooks
touch unsloth_test.ipynb

Пара слов про датасет. В этом туториале мы будем использовать заранее подготовленный мной датасеты. Они включают в себя вопросы, основанные на одной из глав МКБ-10. А именно про деменцию (с кода F00 до F03.4x).

Пример из датасета
Пример из датасета

Скачать датасеты можно по ссылке: ссылка
Либо здесь: Unsloth_article

Перейдём к подготовке ноутбука. Для его написания будем использовать VS Code. Для начала сделаем необходимые импорты:

import unsloth  # Must be before than trl, transformers etc.
from unsloth import FastLanguageModel

import os
from dataclasses import dataclass
from pathlib import Path

import evaluate
import numpy as np
import pandas as pd
from datasets import Dataset
from tqdm.auto import tqdm
from transformers.trainer_utils import EvalPrediction
from trl import SFTConfig, SFTTrainer

Пройдемся по ним📦:

  • Unsloth – сама библиотека. Она должна быть импортирована перед trl, transformers и другими библиотеками от hf.

  • pandas и dataset – для работы с датасетом

  • TRL – для обучения

  • evaluate – для метрики, чтобы мы могли измерять качество на eval.

Сделаем некоторые шаги до выполнения всего кода:

os.environ["UNSLOTH_RETURN_LOGITS"] = "1"
tqdm.pandas()

Дальше прочитаем наши датасеты:

ds_dir = Path("../dataset/")
ds_pth = ds_dir / "formatted(0).parquet"
eval_ds_pth = ds_dir / "formatted(0)_evaluate.parquet"

dataset = pd.read_parquet(ds_pth)
eval_dataset = pd.read_parquet(eval_ds_pth)

Создадим dataclass в котором будут находится часть наших настроек

@dataclass(slots=True, frozen=True)
class Config:
    # LoRa Parameters
    rank: int = 32
    lora_alpha: int = 64
    attention_layers: tuple = ("q_proj", "k_proj", "v_proj", "o_proj")
    mlp_layers: tuple = ("gate_proj", "up_proj", "down_proj")
    use_dora: bool = False
    # SFT trainer params
    gradient_accumulation_steps: int = 2
    num_train_epochs: int = 5
    # Unsloth parameters
    load_in_4bit: bool = True  # Need if model in bnb 4bit
    model_url: str = "unsloth/Qwen3-8B-unsloth-bnb-4bit"

conf = Config()

Подготовка модели

Следующим шагом нам нужно будет загрузить саму модель, которую мы будем обучать. Мы будем обучать Qwen3-8B. Если захотите обучить другую LLM, то тогда вам нужно будет заменить model_url в классе с конфигом. Желательно взять её из репозитория unsloth на hf:

model, tokenizer = FastLanguageModel.from_pretrained(
    conf.model_url, load_in_4bit=conf.load_in_4bit, max_seq_length=128000
)

model = FastLanguageModel.get_peft_model(
    model,
    r=conf.rank,
    lora_alpha=conf.lora_alpha,
    target_modules=list(conf.attention_layers) + list(conf.mlp_layers),
    use_dora=conf.use_dora,
    max_seq_length=tokenizer.model_max_length,

)

Подготовка метрики для оценки модели

Для оценки на eval мы будем использовать метрику meteor. Я её выбрал, потому что она основана на поиске совпадений слов (unigrams) между машинным и эталонным переводом, при этом учитываются не только точные совпадения, но и совпадения по корню (стемминг) и синонимы. Существуют и другие метрики, но для их использования может понадобиться Gpu.

💡 Note:
METEOR – метрика, основанная на анализе n-грамм и ориентированная на использование статистической и точной оценки исходного текста. Данная метрика использует функции сопоставления синонимов вместе с точным соответствием слов.
ссылка на источник

evaluator = evaluate.load(path="meteor")

И нам также понадобится функция для того, чтобы передать её в trainer. Она будет выполняться во время обучения и считать нашу метрику:

def evaluate_fn(predict_labels: EvalPrediction):
    logits = predict_labels.predictions
    labels = predict_labels.label_ids

    skip_token = -100
    labels = np.where(labels != skip_token, labels, tokenizer.pad_token_id)
    decoded_labels = tokenizer.batch_decode(labels)

    predict = np.argmax(logits, axis=-1)
    decoded_predictions = tokenizer.batch_decode(predict)

    result = evaluator.compute(
            predictions=decoded_predictions, references=decoded_labels
        )
    return result

Подготовка датасета

Для этого мы определим пару вспомогательных функций. Первая функция конвертирует текст в токены, а вторая преобразовывает сам датасет в класс Dataset из библиотеки от hf "datasets":

def batch_encode(batch: dict):
    tokens = tokenizer(
        batch["content"],
        padding=True,
        truncation=True,
        max_length=tokenizer.model_max_length
    )
    return tokens

def to_hf_dataset(df: pd.DataFrame) -> Dataset:
    ds_tmp = {"group_id": [], "content": []}
    for group_id, group in df.groupby("group_id"):
        msg = group.to_dict("records")
        content = tokenizer.apply_chat_template(msg, tokenize=False)
        ds_tmp["group_id"].append(group_id)
        ds_tmp["content"].append(content)

    dataset_hf = Dataset.from_dict(ds_tmp)
    dataset_hf = dataset_hf.map(batch_encode, batched=True)
    return dataset_hf

И сделаем вызов этих функций:

dataset_hf = to_hf_dataset(dataset)
eval_dataset_hf = to_hf_dataset(eval_dataset)

Проверим, что в конце вопроса у нас содержится eos token

assert dataset_hf["content"][0][-len(tokenizer.eos_token) - 1:].strip() == tokenizer.eos_token

Настройка параметров для обучения

Затем сформируем параметры для обучения:

sft_conf = SFTConfig(
    output_dir="trained",               # Каталог для сохранения обученной модели и артефактов
    eval_strategy="steps",              # Стратегия оценки модели: по шагам (каждые logging_steps)
    logging_steps=50,                   # Частота логирования и оценки (каждые 50 шагов)
    load_best_model_at_end=True,        # Загружать лучшую модель по заданной метрике после обучения
    eval_accumulation_steps=1,          # Кол-во шагов для накопления метрик во время оценки
    num_train_epochs=conf.num_train_epochs,  # Количество эпох обучения (взято из конфига)
    gradient_accumulation_steps=conf.gradient_accumulation_steps,  # Кол-во шагов для накопления градиентов (из конфига)
    warmup_steps=20,                    # Кол-во шагов для прогрева learning rate перед основной фазой обучения
    auto_find_batch_size=True,          # Автоматический подбор максимально большого batch size
    per_device_train_batch_size=4,      # Размер батча для обучения на одном устройстве (GPU/TPU)
    per_device_eval_batch_size=1,       # Размер батча для оценки на одном устройстве
    eval_on_start=True,                 # Выполнять оценку модели перед началом обучения
    save_strategy="best",               # Сохранять модель только при улучшении метрики
    metric_for_best_model="meteor",     # Метрика, по которой определяется лучшая модель (здесь METEOR)
    bf16=True,                          # Использовать bfloat16 для ускорения и экономии памяти
    report_to="none"                    # Отключить отчетность в системы логирования (например, wandb, tensorboard)
)

И создадим сам trainer:

trainer = SFTTrainer(
    model,
    tokenizer=tokenizer,
    train_dataset=dataset_hf,
    eval_dataset=eval_dataset_hf,
    compute_metrics=evaluate_fn,
    max_seq_length=tokenizer.model_max_length,
    args = sft_conf
)

Обучение

Мы подготовили всё самое необходимое и теперь можем вызывать основной метод обучения:

trainer.train()

Дальше trainer от hf сделает всё сам. В конце обучения сохраним модель:

trainer.save_model("model")

Экспорт в ollama

На данном этапе мы уже можем использовать модель через, например, hf и transformers, либо через unsloth. Я приложу один из вариантов использование модели - это экспорт модели в gguf для дальнейшего использования её в ollama. Существует несколько способов это сделать:

  1. Экспортировать всю модель. Для этого необходимо сделать merge модели и адаптера и в дальнейшем экспортировать её в gguf.

  2. Экспортировать только адаптер. Этот вариант более легковесный, так как нам нужно будет экспортировать только сам адаптер.

Экспорт всей модели

С помощью Python сделаем merge модели и сохранение в 16bit.

from unsloth import FastLanguageModel
model, tokenizer = FastLanguageModel.from_pretrained(".", load_in_4bit=True)
model.save_pretrained_merged("merged_model_16bit", tokenizer)

Через один из скриптов llama.cpp конвертируем модель в GGUF:

python convert_hf_to_gguf.py ../train/trained/article_v5_dora/merged_model_16bit/ -outfile article_v5.gguf -outtype bf16

Дальше создадим Modelfile для нашей модели

FROM "article_v5.gguf"

TEMPLATE """{{- if .Messages }}
{{- if or .System .Tools }}<|im_start|>system
{{- if .System }}
{{ .System }}
{{- end }}
{{- if .Tools }}

# Tools

You may call one or more functions to assist with the user query.

You are provided with function signatures within <tools></tools> XML tags:
<tools>
{{- range .Tools }}
{"type": "function", "function": {{ .Function }}}
{{- end }}
</tools>

For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
{{- end }}<|im_end|>
{{ end }}
{{- range $i, $_ := .Messages }}
{{- $last := eq (len (slice $.Messages $i)) 1 -}}
{{- if eq .Role "user" }}<|im_start|>user
{{ .Content }}<|im_end|>
{{ else if eq .Role "assistant" }}<|im_start|>assistant
{{ if .Content }}{{ .Content }}
{{- else if .ToolCalls }}<tool_call>
{{ range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
{{ end }}</tool_call>
{{- end }}{{ if not $last }}<|im_end|>
{{ end }}
{{- else if eq .Role "tool" }}<|im_start|>user
<tool_response>
{{ .Content }}
</tool_response><|im_end|>
{{ end }}
{{- if and (ne .Role "assistant") $last }}<|im_start|>assistant
{{ end }}
{{- end }}
{{- else }}
{{- if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{ end }}{{ if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ end }}{{ .Response }}{{ if .Response }}<|im_end|>{{ end }}"""

SYSTEM "You are medical assistant."

Дальше нужно добавить модель. Это можно сделать с помощью команды:

ollama create article_v5 -f Modelfile

Всё! Мы успешно добавили модель в ollama.

Экспорт только адаптера

Мы можем также экспортировать адаптер в gguf и подгрузить его в ollama. Для этого нам понадобится другой скрипт из библиотеки llama.cpp. А именно convert_lora_to_gguf.py. Тогда наша команда будет выглядеть так:

./llama.cpp/convert_lora_to_gguf.py article_v4

Где article_v4 – это путь к папке с адаптером (файл adapter_model.safetensor). Но здесь стоит быть аккуратным, т.к не все адаптеры могут конвертироваться в формат gguf. Например, при использовании dora, такой адапетр не может быть переконвертирован сразу в gguf. Мы получим следующую ошибку:

⚠️ Error:
ERROR:lora-to-gguf:Unexpected name 'base_model.model.model.layers.0.mlp.down_proj.lora_magnitude_vector': Not a lora_A or lora_B tensor

После выполнения команды мы получим файл с адаптером в формате gguf. Он будет находиться в папке с адаптером. В моем случае он называется Article_V4-F16-LoRA.gguf.

Дальше нам нужно будет написать Modelfile в котором мы укажем путь до адаптера и базовую модель. Для этого стоит немного переписать Modelfile из прошлого пункта и вместо

FROM "article_v5.gguf"

Написать

FROM qwen3:8b-fp16
ADAPTER Article_V4-F16-LoRA.gguf

Вот и все изменения, которые нам нужно сделать

Дальше мы также через ollama создаем модель

ollama create article_v4 -f Modelfile

На этом этапе мы научились запускать обучение, подготавливать датасет и экспортировать модель в ollama для её последующего использования. Дальше перейдем к результатам моих экспериментов. Они интересны тем, что можно сравнить точность полученных моделей при обучении с использованием LoRa/Dora, разных параметров ранка и включением в обучающие слои mlp_layers.

Метрики и результаты экспериментов 📊

Я провел серию экспериментов по обучению, чтобы мы могли сравнить разные подходы и результаты, которые мы получили.

№ модели

rank

lora_alpha

dora

mlp_layers

Время обучения

article_v1

8

16

False

False

29m 28s

article_v2

8

16

True

False

59m 11s

article_v3

8

16

True

True

1h 22m 12s

article_v4

8

16

False

True

30m 26s

article_v5

16

32

True

True

1h 22m 17s

article_v6

32

64

True

True

1h 22m 25s

article_v7

128

256

False

True

33m 48s

⚠️ Warning:
При использовании dora Unsloth не оптимизирует слои модели в результате этого модель обучается значительно дольше.

В результате обучения мы получили следующие результаты

Результаты обучения моделей
Результаты обучения моделей

Из них мы видим, что модели, которые обучались только на слоях q_proj, k_proj, o_proj, v_proj показывают результаты хуже, чем те которые дополнительно обучались на слоях gate_proj, up_proj, down_proj. Также мы можем заметить, что в зависимости от ранка матрицы мы получаем более хорошие показатели метрики. Но у этого также есть и минусы. Например, чем больше мы rank мы используем тем больше ресурсов может потребоваться для обучения, да и вес самого адаптера тоже увеличится. Также не стоит забывать про проблему катастрофического забывания.

💡 Note:
Катастрофическое забывание - это явление, при котором нейросеть, обучаясь на новых данных или задачах, теряет способность хорошо выполнять ранее изученные задачи. Это особенно выражено в сценариях continual learning (непрерывного обучения), когда модель должна адаптироваться к новым данным без доступа ко всему предыдущему датасету. Причина забывания - обновления весов при обучении на новых данных могут нарушать те параметры, которые были важны для старых задач, что приводит к быстрой деградации знаний о них

Для примера мы задали каждой из llm один и тот же вопрос, который не входит в обучающий датасет.

Вопрос №1

Сам вопрос: Кто такой мамонт?
Ответы: Ответы сохранены в google таблицу, т.к в хабре они не очень хорошо отображаются. Табличка

Анализировать ответы я буду с помощью ChatGpt, т.к это быстрее и удобнее

Анализ от ChatGpt

Вот подробный анализ ответов моделей с указанием ошибок:

📌 Выводы:

Модель

Оценка

Проблемы

qwen3:8b-fp16

🟢 Хорошо

Мелкие биологические неточности (уши, копыта, термин "мамуль")

article_v1

🔴 Плохо

Смешение понятий: мамонты названы неандертальцами

article_v2

🟢 Хорошо

Научно корректный, краткий

article_v3

🟡 Норм

Ошибка по эпохе (неолит), остальное верно

article_v4

🔴 Плохо

Вымысел: палеотерии, подземное обитание, эпоха голода

article_v5

🟡 Норм

Ошибки в геологическом периоде и датировке

article_v6

🟡 Норм

Слишком кратко, не раскрыта география

article_v7

🟢 Хорошо

Мелкие временные неточности, в целом точно

✅ Без существенных ошибок:

🟢 qwen3:8b-fp16

  • Содержание: Ответ структурирован, научно достоверен, включает описание внешности, среды обитания, причин вымирания, роли в жизни людей.

  • Мелкие недочёты:

    • Упомянуто, что на "задних лапах - копыта", что некорректно - у мамонтов, как и у слонов, все ноги имеют одинаковую анатомию с копытцевидными ногтями, а не копытами.

    • Уши описаны как "широкие для отвода тепла" - у мамонтов как раз маленькие уши (в отличие от африканских слонов) - для сохранения тепла, а не его отвода.

    • "Мамонт с мамулем" - не существует животного "мамуль" - это, видимо, выдумка или ошибка.

🟢 article_v2

  • Содержание: Чётко, кратко, по делу. Упомянуты классификация, физические особенности, ареал, вымирание.

  • Мелкие недочёты: нет значимых ошибок, ответ корректный, хотя мог бы быть чуть более подробным.

⚠️ Содержат фактические ошибки:

🔴 article_v1

  • ❌ Грубая ошибка: утверждение, что "мамонт - это подгруппа неандертальцев" - абсолютно неверно.
    → Мамонты - это животные, а не люди. Неандертальцы - это вымершие гоминиды, а не таксономическая группа, в которую можно включать животных.

  • ❌ Вся последующая информация основана на этой ошибке: "узкое лицо", "тип волос", "размер тела" и т.д. - всё это описание человека, не животного.

  • 💡 Вывод: Модель полностью спутала биологические таксоны мамонтов и неандертальцев.

🔴 article_v4

  • ❌ "Мамонт - это вымершее животное, относящееся к группе палеотерев, обитавшее в недрах Земли до эпохи голода." - здесь сразу три ошибки:

    1. Палеотерии - это отдельный вымерший род лошадеподобных млекопитающих, не имеющий отношения к мамонтам.

    2. "Обитавшее в недрах Земли" - мамонты не жили под землёй, это травоядные наземные животные.

    3. "До эпохи голода" - такой эпохи не существует в научной хронологии.

  • 💡 Вывод: Ответ абсурден и биологически неверен.

🟡 article_v3

  • 🟠 В целом ответ корректен, но краткий.

  • ❌ Ошибка в терминологии: "до эпохи неолита" - лучше бы сказать "до начала неолита" или "до голоцена", т.к. некоторые карликовые мамонты жили ещё 4 тыс. лет назад, то есть уже в неолите.

  • 💡 Вывод: Мелкая временная неточность, в остальном - допустимо.

🟡 article_v5

  • 🟠 Основной текст корректен.

  • ❌ Ошибка в периодах: "палеогеновый и неогеновый период" - мамонты не жили в палеогене, максимум - с позднего миоцена (неоген), основное распространение - плейстоцен.

  • ❌ Формулировка "до 4000 лет назад в голоцене" - неправильная хронология: голоцен начался 11 700 лет назад, и часть мамонтов дожила до его середины, но не с начала голоцена.

  • 💡 Вывод: Хронологические неточности.

🟡 Недостаточно раскрыты или упрощены:

🟡 article_v6

  • Корректный, но очень краткий.

  • ❗ Формулировка "группа плейстоценовых млекопитающих" допустима, но лучше указать таксон - род Mammuthus, семейство слоновых.

  • ❗ "Сибирского региона" - ограничивает географию, хотя мамонты были распространены и в Европе, и в Северной Америке.

🟢 article_v7

  • В целом хороший и аккуратный ответ, но:

    • ❗ "Северной Америки и Евразии до эпохи неолита" - см. замечание выше к article_v3: неолита уже существовал, когда вымерли последние мамонты (остров Врангеля, ~4 тыс. лет назад).

    • ❗ Также можно уточнить, что "близкие к современным слонам" - это родственники, но не прямые предки.

Вопрос №2

Вопрос: Какую теоретическую модель гравитации предложил Максвелл в своей работе 1873 года, и как она повлияла на квантовую гравитацию Хокинга?
Ответы: Табличка

Анализ от ChatGpt

📌 Выводы:

Модель

Оценка

Проблемы

qwen3:8b-fp16

🟢 Хорошо

Ответ научно корректен, структурирован, ясно обозначено отсутствие модели гравитации у Максвелла

article_v1

🔴 Плохо

Галлюцинации: связь эфира Максвелла с Хокингом, вымышленные аналогии

article_v2

🟢 Хорошо

Кратко и корректно. Чётко указано, что Максвелл не занимался гравитацией

article_v3

🟢 Хорошо

Также научно корректный ответ, без галлюцинаций

article_v4

🟡 Слабо

Прямо указано отсутствие влияния, но в остальном построен на ошибочных исторических связях

article_v5

🔴 Плохо

Исторически неверное утверждение о геометрии и связи с Хокингом

article_v6

🔴 Плохо

Вымышленная связь тензоров с Максвеллом, ошибки в трактовке понятий

article_v7

🔴 Плохо

Галлюцинация о гравитационной теории Максвелла на эфире, не подтверждается ни источниками, ни фактами

✅ Без ошибок (qwen3:8b-fp16, article_v2, article_v3)

  • Указано, что Максвелл не создавал теорию гравитации;

  • Обосновано косвенное влияние на теорию поля и последующее развитие КТП;

  • Корректно отделено прямое и косвенное влияние на научные направления.

⚠️ Частично корректный (article_v4)

  • Отмечено отсутствие влияния Максвелла на Хокинга;

  • Однако ошибочно указано, что Максвелл предлагал модель гравитационного поля.

❌ Ошибки и галлюцинации:

  • article_v1: ложная связь эфира с Хокингом, вымышленные "квантовые среды";

  • article_v5: приписывание Максвеллу римановой геометрии;

  • article_v6: вымышленная тензорная модель у Максвелла;

  • article_v7: ложная эфирная модель и её влияние на квантовую гравитацию.

💡 Общий вывод:

  • Только 3 модели (Qwen3, article_v2, article_v3) ответили полностью корректно.

  • Остальные либо галлюцинируют, либо используют недостоверные исторические или физические связи между Максвеллом и Хокингом.

  • Особенно распространённая ошибка - придумывание прямого влияния теории Максвелла на Хокинга, чего не было. Максвелл - основа теории полей, но не автор гравитационных моделей.

Мой анализ

Давайте попробуем проанализировать полученные результаты:

  1. Первое, что бросается в глаза – это забывчивость модели article_v1 и article_v3 . Модели сильно галлюцинировали. Можно также сказать, что ответ становится грубым и не таким полным, как у оригинальной модели.

  2. Практически во всех экспериментов мы видим, что появляются какие-то неточности.

  3. Модели стали хуже размышлять.

  4. С увеличением ранка модель становится чуть аккуратнее и менее грубой. Хоть при этом на данных, которые модель не видела на процессе обучения, ответы становятся более короткими.

  5. dora немного увеличила метрики и при этом местами поборолась с забывчивостью при маленьких ранках, например, это хорошо видно для второго вопроса про модель Гравитации. Модель версии v2 и v3 (в которых использовалась dora) не cгаллюцинировали в отличии от модели v1 и v4. На больших ранках dora уже не помогла и модель начала галлюцинировать.

Стоит отметить, что подбор параметров для обучения – очень важная часть. И мы должны подобрать параметры так, чтобы минимизировать ошибки и при этом побороться с проблемами. Поэтому сейчас мы перейдем к тому, ради чего это и затевалось. Обучилась ли модель необходимым данными?

Мы возьмём один вопрос из обучающего датасета и два из датасета для eval. В eval датасете находятся вопросы, которые похожи на вопросы из обучающей выборки и подразумевают такой же ответ. Например

Вопросы из датасета для обучения

  • Расскажи про 'F00* Деменция при болезни Альцгеймера (G30.-+)' по МКБ-10 /no_think

  • Что такое болезнь Альцгеймера и каковы ее основные характеристики? /no_think

Вопрос из датасета для eval

  • Опиши код "F00 Деменция при болезни Альцгеймера (G30.-+)" согласно МКБ-10 /no_think

  • Дайте определение болезни Альцгеймера и перечислите её ключевые признаки /no_think

Вопрос №3

Вопрос: Расскажи про 'F00* Деменция при болезни Альцгеймера (G30.-+)' по МКБ-10 /no_think (вопрос из датасета)
Ответы: Табличка

Анализ от ChatGpt

Вот строгое сравнение всех представленных ответов в сравнении с эталонным ("Правильный ответ"). Критерии оценки: полнота, структурированность, медицинская корректность, соответствие формулировкам МКБ-10, отсутствие выдуманных сведений.

Оценка вариантов:

qwen3:8b-fp16

  • Сильно упрощён, но с длинным вступлением про разницу между F и G разделами.

  • Много организационных, не медицинских деталей («не является стандартным в МКБ-10»), акцент на классификации, таблицы.

  • Нет детального описания ни клинических, ни морфологических признаков, ни дифференциальной диагностики.

  • Не дано специфических диагностических критериев, стадий и типов F00. Вывод: Недостаточно глубокий и медицински поверхностный ответ.

article_v1

  • Есть структурированность, названия подразделов.

  • Текст содержит много досадных ошибок и ложных сведений: «апноэ Мендельсона», «амитрофические изменения», «депрессивный/устойчивый тип БА», «глобусы Picks'a» (ошибка!), «связь с экзофтальмом», наличие «аутосомно-рецессивного типа», что не характерно для современной классификации.

  • Нет нормативной структуры критериев диагностики как в оригинале.

  • Формулировки неверны, зачастую придуманы. Вывод: Наличие значимых ошибок и вымышленных сведений делает этот вариант плохим.

article_v2

  • Имеется попытка воспроизвести структуру, но во многих местах фантазии: неточно описанные подразделы (F00.00, F00.01, F00.02, F00.10 и так далее), ненормативная детализация стадий, признаки не из МКБ-10, а из СВОЕЙ внутренней классификации.

  • Диагностические указания и клинические критерии не соответствуют оригиналу МКБ-10 (нет формулировки по пунктам), отсутствуют морфологические детали.

  • «F00.21* Деменция привередливого типа» - выдумка.

  • Значительные домыслы в структуре. Вывод: Не соответствует ключевым разделам МКБ-10, содержит придуманные подразделения.

article_v3

  • Стартует с корректного описания, есть отсылки к нейроморфологии, но появляются неверные или вымышленные термины: «грануловаскулярные тельца» описаны неточно, акцент на инструментальных методах (полейсцеребеллярная атаксия - не относящееся).

  • Нет списочной структуры диагностических критериев.

  • Искажения в разделах F00.2х и ниже, лишняя детализация «пятый дополнительный знак», не характерная для МКБ-10. Вывод: Присутствуют домыслы и некорректная терминология, нет нормальной структуры диагностических критериев.

article_v4

  • В начале использует англоязычное слово ("progresses insidiously"), иначе в целом пересказывает верно общую канву.

  • Структура не соответствует оригиналу: выделены категории по степени тяжести (F00.0 тяжелая, F00.1 средняя, F00.2 легкая) - это не соответствует структуре оригинального ответа.

  • Перечни включают много сведений, которых нет в классификации МКБ-10 (например, "потеря сознания" не характерна!).

  • Немного случайных диагнозов во включениях. Вывод: Не верна классификация и структура, есть фактические ошибки.

article_v5

  • Почти дословно повторяет "Правильный ответ", вплоть до ключевых формулировок по критериям, стадиям (F00.0х, F00.1х, F00.2х, F00.9х), особенностям течения, патогномоничным морфологическим изменениям, списку дифференциального диагноза.

  • Охватывает диагностические критерии списком, выделяет включаемые и исключаемые состояния, выявляет особенности смешанных форм, как требует МКБ-10.

  • Практически никакой фактологической ошибки, лексика максимально близка к нормативной формулировке. Вывод: Лучший вариант, структурно, содержательно и по детализации на 99% совпадает с "Правильным ответом".

article_v6

  • Внешне почти идентичен article_v5, также максимально точен.

  • Присутствует чуть менее уместная ремарка про диагностическую ценность "результатов исследований, доказывающих наличие амилоидных бляшек", но в целом оформление, структурирование, детализация находятся на том же уровне. Расхождения минимальны.

  • Без значительных отклонений от стандарта МКБ-10. Вывод: Отличный вариант, практически так же хорош, как v5.

article_v7

  • Практически идентичен article_v5 и v6, с очень минимальными изменениями формулировок (например, "сведения о наличии болезни Дауна или лимфоидоза", "атипичная деменция, тип 3"), структура полностью выдержана, критерии, дифференциальный диагноз, морфологические особенности перечислены верно.

  • В детализации соответствует "Правильному ответу", медико-лексический стандарт соблюден. Вывод: Также максимально полный и верный вариант.

Окончательный вывод

Лучший и полностью верный вариант - это: article_v5 (а также article_v6 и article_v7 практически идентичны). article_v5 максимально детализирован, строго следует структуре (морфологические, клинические, диагностические критерии, подразделы по типу F00), отсутствуют домыслы, присутствует полный перечень сведений необходимый по МКБ-10.

Рейтинг:

  • article_v5 (лучший, почти дословно эталонный ответ)

  • article_v6 и article_v7 (почти такие же, разница минимальна)

  • article_v3 и article_v4 (имеют ошибок меньше, чем остальные, но неточные и с вымыслом)

  • article_v1, article_v2 (ошибочные, вымышленные фрагменты)

  • qwen3:8b-fp16 (очень поверхностно, классификация только)

Вопрос №4

Вопрос: Опиши код "F00 Деменция при болезни Альцгеймера (G30.-+)" согласно МКБ-10 /no_think (вопрос из eval)
Ответы: Табличка

Анализ от СhatGpt

Сравнение детальности и корректности - вопрос: «Опиши код "F00 Деменция при болезни Альцгеймера (G30.-+)" согласно МКБ-10».

Правильный ответ (эталон) - большой, подробный, с перечислением диагностических критериев, уточнением вариантов (по началу, тяжести), выдачей кодировки, нюансами сочетаний, исключениями, диффдиагнозом, и пр.

Анализ ответов моделей

qwen3:8b-fp16

  • Содержит базовые сведения о F00/G30, упоминает связь кодов, типы G30, объясняет сочетание “+”, но без углубления в клиническую картину, диагностические критерии и подтипы.

  • Кратко, простым языком, очевидной основной информации достаточно для общего назначения.

article_v1

  • Очень кратко: «код F00 используется для диагностики деменции, связанные с болезнью Альцгеймера, независимо от формы и этапа», не дает детализации и вариантов, не раскрывает критерии.

  • Уровень изложения ниже даже базового.

article_v2

  • Схож по структуре с v1; слегка пояснено, что код связан с болезнью Альцгеймера, дополнительного кода, как в инструкции - нет.

  • Поверхностно, крайне кратко.

article_v3

  • Начинается с ошибочного описания «Дефицит мультиинфарктной деменции», уходит в описание мультиинфарктной деменции, почти не относится к Альцгеймеру.

  • Описан не тот код и не та патология.

  • Самый плохой вариант.

article_v4

  • Длинный, детализованный ответ с попыткой перечисления стадий и критериев (легкая, средняя тяжесть, тяжелая), но терминология и структура частично вымышленные, не соответствуют МКБ-10 и эталону.

  • Много клинических критериев не соответствует действительности, много искусственных делений.

  • Информации много, но точность крайне низкая, искажает суть.

article_v5

  • Стиль близкий к правильному; повторяет «Болезнь Альцгеймера - первичное дегенеративное...», описывает старт (ранний/поздний), морфологию, сочетанные состояния, критерии, встречается описание патологии мозга, нейрофибриллярных сплетений, нейротрансмиттеры.

  • Описаны формы - F00.0x (с ранним началом), F00.1x (с поздним), F00.2x (атипичная или смешанная), F00.9x (неуточнённая).

  • Список показаний для диагноза, исключения, особенности кодирования, сочетания с сосудистой деменцией и др.

  • Почти идентичен эталону и очень близок к идеалу.

article_v6

  • Вариант почти полностью идентичен правильному ответу (видимо, использован один источник или реставрация эталона).

  • Чрезвычайно похож по структуре, терминологии, критериям.

  • Максимальная детализация и соответствие.

article_v7

  • Тоже практически слово в слово совпадает с эталоном. Перечислены диагностические указания, формы, дифференциальный диагноз, соответствие клинико-лабораторным критериям, перечисление подтипов F00.

  • Соответствует эталону почти полностью.

Итоговая оценка

  • article_v3: Полностью неверно - отвечает не о том коде.

  • article_v1/v2: Очень поверхностно.

  • qwen3:8b-fp16: Информативнее кратких, но без глубины, подтипов, отсутствуют критерии и примеры.

  • article_v4: Притворная детализация, обычно термины и структура не соответствуют эталону и реальной МКБ-10.

  • article_v5, article_v6, article_v7: Почти идеальное совпадение с эталоном, полная детализация, соблюдён клинический и кодовый контекст.

Лучший вариант - article_v6 и article_v7 (одинаковые по содержанию, радикально совпадают с эталоном), затем article_v5.

Рейтинг:

  1. article_v6 / article_v7 - отлично, абсолютно детальный, верный.

  2. article_v5 - также очень корректен, практически идентичен верхним.

  3. qwen3:8b-fp16 - базово, пригодно для общего описания, но не для специалиста.

  4. article_v1 / article_v2 - слишком кратко, не помогает для работы с диагнозом и особенностями.

  5. article_v3 - вообще неверно (не тот код, не та болезнь).

  6. article_v4 - плохо: много и поверхностно выдуманной инфы, неточность.

Правильный ответ в соответствии с критериями детализации и точности совпадает с article_v6 / article_v7.

Вопрос №5

Вопрос: Дайте определение болезни Альцгеймера и перечислите её ключевые признаки /no_think (вопрос из eval)
Ответ: Табличка

Анализ от ChatGpt

Эталон:
Болезнь Альцгеймера - это первичное дегенеративное церебральное заболевание неизвестной этиологии, проявляющееся характерными нейропатологическими и нейрохимическими изменениями. Для нее типично постепенное и медленно прогрессирующее течение, часто с началом в позднем возрасте.

Оценка моделей (строгое сравнение с эталоном):

1. qwen3:8b-fp16

  • ОПРЕДЕЛЕНИЕ: Указано, что это хроническое прогрессирующее нейродегенеративное заболевание, причина деменции.

  • СИМПТОМЫ: Перечислены симптомы и стадии.

  • ОТКЛОНЕНИЯ: Использует формулировки из клинической практики, выходит за рамки морфологического, нейрохимического описания, гораздо более “прикладной” и расширенный, чем эталон.

  • Совпадает по сути, но добавляет много клинических симптомов (не свойственно эталону) и даёт описание стадий (в эталоне отсутствует).

2. article_v1

  • ОПРЕДЕЛЕНИЕ: Близко к эталону, но добавляет “irreversible ухудшение…”, не даёт морфологической детали.

  • СИМПТОМЫ: Описывает течение (постепенное, медленное), тяжесть и исход (смерть - в эталоне нет).

  • Нет морфологических признаков, менее полный по определению.

3. article_v2

  • ОПРЕДЕЛЕНИЕ: Совпадает с эталоном.

  • СИМПТОМЫ: Перечисляет нарушения памяти, мышления, поведения, двигательную активность.

  • Есть странности (“посадочным сплетением волос”).

  • Очень близок по структуре, но содержит одну ошибку.

4. article_v3

  • ОПРЕДЕЛЕНИЕ: Совпадает с эталоном.

  • СИМПТОМЫ: Описывает когнитивные и эмоциональные нарушения, однако термин “язвочесотка” некорректен.

  • Близко, но с ошибкой.

5. article_v4

  • ОПРЕДЕЛЕНИЕ: Совпадает с эталоном, расширено (“нейрофизиологические изменения”).

  • СИМПТОМЫ: Описывает нарушения памяти, мышления, поведения, “гипертензия” - не относится к Альцгеймеру.

  • Есть лишнее, но в целом эталонно.

6. article_v5

  • ОПРЕДЕЛЕНИЕ: Совпадает с эталоном.

  • СИМПТОМЫ: Указывает медленное течение, позднее начало, добавляет морфологические детали (амилоидные бляшки и т.д.), что есть и в эталоне.

  • Наиболее детальное совпадение с эталоном по структуре описания.

7. article_v6

  • ОПРЕДЕЛЕНИЕ: Почти идентично эталону.

  • СИМПТОМЫ: Кратко указаны основные характеристики, отсутствие отдельных морфологических признаков, но структура ситуация “эталонная”.

8. article_v7

  • Полный повтор эталонного текста.

Краткий итог

article_v7 - практически калька эталона, совпадает максимально.

article_v5 - полностью совпадает по структуре и дополнительно детализирует морфологические изменения, как и в эталоне (нейропатология - амилоидные бляшки, нейрофибриллярные сплетения, что чуть подробнее нормы).

article_v6 и article_v2/v3/v4 - близко, но article_v6 и article_v4 чуть дальше от эталонной структуры.

qwen3:8b-fp16 - качественный, но уходит далеко за пределы эталона, делая акцент на симптомах и клиническом течении, что в эталоне отсутствует.

Лучший по точному совпадению с эталоном

article_v7 - абсолютно повторяет эталонный ответ, поэтому является наилучшим при строгом сравнении с эталоном.

Последовательное место:

  1. article_v7 (максимально идентичен эталону)

  2. article_v5 (идентичен + чуть более детализирована морфология - допустимо, если нужен “расширенный эталон”)

  3. Остальные - с отклонениями от эталона, ошибками или без нужной детализации.

Вывод:
article_v7 - лучший вариант, если критерий - строгое соответствие эталонному ответу.

📘 Сводный анализ ответов моделей на вопросы с использованием Chat Gpt

Общий вывод

Модели article_v5, article_v6 и article_v7 продемонстрировали наилучшую точность, структурированность и соответствие формулировкам МКБ-10 по всем трём вопросам. Остальные модели - либо содержат критические ошибки, либо недостаточно детализированы.

Итоговая оценка моделей

Модель

Точность

Структура

Медицинская корректность

Итоговая оценка

article_v7

✅

✅

✅

🥇 Эталон

article_v6

✅

✅

✅

🥇 Эталон

article_v5

✅

✅

✅

🥈 Почти эталон

qwen3:8b-fp16

⚠️

⚠️

✅

⚠️ Поверхностный, справочный

article_v4

❌

⚠️

❌

⚠️ Структура без достоверности

article_v1

❌

❌

❌

❌ Критические ошибки

article_v2

❌

❌

❌

❌ Критические ошибки

article_v3

❌

❌

❌

❌ Не по теме, ошибки

Группировка по качеству

🥇 Лидеры (эталонные модели)

  • article_v7 - полностью повторяет правильный ответ, без отклонений.

  • article_v6 - аналогично, очень точный.

  • article_v5 - идентичен по сути, с лёгкими допустимыми расширениями.

⚠️ Средний уровень

  • qwen3:8b-fp16 - минимальная польза, кратко и без ошибок, но нет глубины.

  • article_v4 - стремится к структуре, но содержит выдумки и искажения классификации.

❌ Низкий уровень

  • article_v1 / article_v2 - содержат вымышленные признаки, некорректные формулировки.

  • article_v3 - не соответствует вопросу, описывает другую патологию.

Общие наблюдения

  • Модели, близкие к эталону, устойчиво воспроизводят правильную структуру даже при разных формулировках вопросов.

  • Ошибочные модели часто создают нереальные подтипы, вводят фантазийные термины, или неправильно используют классификацию МКБ-10.

  • Поверхностные модели (например, qwen3) - пригодны для общего представления, но не для медицинского применения.

Рекомендации

  • Для профессионального или обучающего применения - использовать только article_v5, article_v6 или article_v7.

  • Остальные варианты требуют ручной рецензии и не подходят без доработки.

📌 Выводы

  • Unsloth действительно ускоряет обучение LLM и позволяет использовать даже слабые GPU - особенно эффективно в связке с 4bit-квантованием. Все эксперименты проводились на RTX 4090 (24 GB VRAM).

  • Наилучшие результаты по точности показали модели с включёнными DoRA и MLP-слоями при rank ≥ 32. Эти конфигурации обеспечивают баланс между качеством генерации и стабильностью обучения.

  • Катастрофическое забывание сохраняется, особенно при малых значениях rank. Это критично при работе с ограниченными данными.

  • Экспорт в GGUF возможен для полноценных моделей, однако DoRA-адаптеры пока не поддерживаются этим форматом.

  • При работе с медицинскими данными особенно важно соблюдение достоверности. Только модели article_v5, v6 и v7 показали приемлемую точность; остальные требуют существенной доработки перед практическим использованием.

  • Файнтюнинг не гарантирует улучшения качества и порой может привести к обратному эффекту.

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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

  • 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

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  • 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

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  • 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

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  • 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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