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Собираем MVP product search: дообучение E5 и веб-сервис для сравнения поисквых выдач

Что важнее: создать продукт, или доставить его до пользователя? Оба этапа необходимы. Сегодня обсудим второй. Как нам построить поисковую e-com систему.

Покажем, что в слово логистика товара входят сложные задачи не только: перевезти наушники из Китая в Америку, но и настройка поисковой выдачи по запросу.

Быстро соберем поисковой MVP-сервис. Дообучим модель E5 на реальных данных от Amazon. Определим метрики качества и сравним BM25, pretrain E5 и fine-tune E5. Так же взглянем глазами с отладочной информацией и проанализируем изменения поисковых выдач.

И под конец обсудим каких технологий еще не хватает и можно добавить, если возникают соответствующие трудности.

wnqlamwtggo_0-vkuhhczasd004.png

⚠️ Дисклеймер
В первую очередь цель - построить MVP работающее решение, чтобы сразу начать проверять гипотезы. Предположим мы на хакатоне и хотим его выйграть, тогда нам нужно реализовать полноценную ML систему и у нас мало времени!

🚀 Почему важно уметь самому быстро писать MVP решения?

Вы умеете бросать камень в воду так, чтобы пошло много блинчиков? На словах — просто: кинул и готово. А на деле — совсем нет.

Когда трогаешь задачу сам — сталкиваешься с трудностями, проходишь их а, самое главное, лучше всего запоминаешь и учишься!
Так устроена голова: она хуже учится на чужом опыте и гораздо лучше — на своём.

Также, когда сроки сжаты — ты действительно выбираешь самые нужные и рабочие решения в текущих условиях. Это не хаос, а практика. Даже есть подход — фреймворк Cynefin, который говорит: в разных ситуациях решения принимаются по-разному.

Например, тебе могут сказать, что инференс модели обязательно нужно делать на GPU. Но это не всегда так: на CPU можно проще и дешевле вырасти горизонтально.

Или вот ещё пример: не всегда нужен индекс по базе товаров. Иногда прямой проход по всем товарам работает не хуже, а проблем с перестроением и лишним кодом — меньше.

Именно при создании работающего решения — под ограничениями, с фидбеком и ошибками — вырабатывается интуиция, что, где и когда применять.
Та самая инженерная чуйка — она не из книжек. Она из практики.

🤨 На скорю руку получается плохой код. Как этот навык поможет мне в работе?

На самом деле — скорее наоборот. С каждым завершённым проектом, с каждым неверным решением ты отбрасываешь лишнее и оставляешь только нужное. Ты уже знаешь, что тут срезал и писал некачественный код и потом спотыкался и тут теперь просто эффективней написать качественно!
Хочешь не хочешь — среднее качество твоего кода монотонно растёт.

Это касается и самого кода: со временем ты начинаешь писать «рукой набитой» — не гадаешь, норм или не норм, ты просто знаешь.
И архитектуры: появляется интуиция, что заложить сейчас, чтобы потом не соединять всё костылями.

Вдруг вы увидели костыль. Жёсткий, странный, специфичный. Это плохой программист?
Я бы не спешил кидаться помидорами.

Сделать систему, которая охватывает десятки аспектов — сложно, особенно в одиночку.
Если человек в каждом шаге пишет костыли и не понимает, что делает — скорее всего, он просто, скорее всего, не дойдёт до финала.
Он споткнётся на каком-нибудь gpt-запросе, не сможет разгрести баг — и всё закончится.

Но если продукт работает, решает задачу, и в нём жёсткие, но точечные костыли — скорее всего, программист сделал это осознанно. Чтобы побыстрее собрать MVP.
И, вполне возможно, он уже держит в голове, как это потом исправить.

💡 Настоящий навык — это находить трейд-офф:
между "красивой архитектурой" и "работающим, понятным, поддерживаемым кодом".

Потому что иначе может получиться вот это: пример, как автор книги по чистому коду написал Android-приложение, которое падает на первом юзкейсе

Приступим к реализации!

Постановка задачи

Нужно собрать MVP-сервис с нашей обученной моделью для поиска товаров по текстовому запросу (E-commerce Product Search), общий вид задачи - IR (Information retrieval ). Цель — не просто совпадение по словам, а понимание e-com интента запроса. Проблема в том, что:

  • Названия товаров часто не говорят прямо, что за продукт (например, если продается книга - не всегда есть информация в названии об этом)

  • Формулировки запросов нестабильны и субъективны

  • Релевантность — не бинарная, есть «почти то» и «вообще мимо»

  • Одинаковое описание товаров не означает их одинаковую релевантность

Коротко опишем решение: будем дообучать DSSM (в качестве единой одной башни и стартовой точки возьмем pretrain E5) на данных от Amazon. Web сервис с отладочной информацией напишем на Streamlit.

Датасет: Amazon ESCI

Берём датасет Amazon ESCI с HuggingFace. Он содержит пользовательские запросы и связанные с ними товары, размеченные по степени релевантности: exact, substitute, irrelevant.

Почему он хорош:

  • Данные из реального e-commerce каталога,

  • Много шума — названия товаров неполные или обобщённые,

  • Запросы разноплановые: от технических до бытовых,

  • Релевантность размечена вручную.

Подходит для проверки качества поиска и дообучения моделей.

Пример данных

Каждая строка в датасете — это тройка: запрос пользователя, название товара, и оценка релевантности.

{
  "query": "usb c charger for iphone",
  "product_title": "USB C Charger, 20W PD Wall Charger Block Compatible with iPhone 13 12 11",
  "product_description": "...",
  "product_id": "B08K2S1NP5",
  "query_id": "A1",
  "product_locale": "us",
  "esci_label": "exact"
}

Возможные значения esci_label:

  • exact — полностью соответствует запросу,

  • substitute — близкий аналог, но не точное совпадение,

  • complement — сопутствующий товар (только в тестовой выборке),

  • irrelevant — не подходит.

В тренировочной выборке используются только: exact, substitute, irrelevant.

История возникновения датасета

  • Он был создан для KDD Cup 2022 / Amazon Shopping Queries Challenge, цель — улучшить поиск товаров в реальной e‑commerce среде.

  • Охватывает запросы на трёх языках — английский, японский и испанский.

  • Каждый запрос имеет до 40 товаров с ручной разметкой: Exact, Substitute, Complement, Irrelevant.

  • Всего ~130 000 уникальных запросов и ≈ 2.6 млн помеченных пар (query, product) для полного датасета, в уменьшенной версии — ~48 000 запросов и ~1.1 млн пар. Пример статистики — это отражено в описании репозитория Amazon ESCI на GitHub.

🔍 Релевантность размечена не по наличию ключевых слов, а по фактическому смыслу запроса и товара, что добавляет реалистичный «шум»: описания часто неполные, могут быть маркетинговыми, есть синонимы, обобщения и пр.

Простенький EDA (разведочный анализ)

Качаем датасет

from datasets import load_dataset
# https://huggingface.co/datasets/tasksource/esci
# Загружаем тренировочную часть
dataset = load_dataset("tasksource/esci", split="train")

Смотрим на имеющиеся поля

import pandas as pd
df = dataset.to_pandas()
# Смотрим основные поля
print(df.columns)
# Пример строки
print(df[['query', 'product_title', 'esci_label']].sample(5))
# Распределение по меткам
print("Метки релевантности:")
print(df['esci_label'].value_counts())
# Распределение по языку
print("Локали:")

print(df['product_locale'].value_counts())

Рисуем распределение длинн запросов/названий товаров/описаний

# Распределение длин
df['query_len'] = df['query'].str.split().str.len()
df['title_len'] = df['product_title'].str.split().str.len()
df['desc_len'] = df['product_description'].str.split().str.len()
df[['query_len', 'title_len', 'desc_len']].hist(bins=30, figsize=(12, 4))
gn7yeqsnaat1ullip9hqfsxexwe.png

Среднее число релевантных товаров на запрос

import matplotlib.pyplot as plt

# Оставим только позитивные примеры
positive_df = df[df['esci_label'].isin(['Exact', 'Substitute'])]

# Считаем количество релевантных товаров на каждый запрос
relevant_counts = positive_df.groupby('query')['product_id'].nunique()

# Статистика
print("📊 Среднее число релевантных товаров на запрос:", relevant_counts.mean())
print("🔢 Распределение (включая топ-10):")
print(relevant_counts.value_counts().head(10))

# Гистограмма
plt.figure(figsize=(10, 4))
relevant_counts.hist(bins=60)
plt.title("Распределение количества релевантных товаров на запрос")
plt.xlabel("Кол-во релевантных товаров")
plt.ylabel("Частота")
plt.grid(True)
plt.show()
ovztqdfda5fmlnojyi4z7xl6i9w.png

далее подробнее в тетрадке...

Как оцениваем качество?

Датасет состоит из строчек (query, pos, neg) и в дальнейшим разобьется по батчам. Для каждого позитива берем все остальные pos и neg из батча в качестве негативных примеров.

Считаем Recall@K — ищем, попал ли pos в топ-K предсказания модели (если да метрика равна 1, иначе 0) и усредняем по батчу.

BM25 как бейзлайн

BM25 — развитие идеи TF-IDF: учитывает, насколько слово важно в документе, но дополнительно нормализует по длине и логарифмически сглаживает веса.

Используем rank_bm25 — индексируем product_title, ищем по query, ранжируем по скору.

Считаем бейзлайн метрику (пока по всем товарам, потом будем по батчам)

Токенизируем данные

import nltk
from nltk.tokenize import word_tokenize
import os

NLTK_DATA_PATH = os.path.expanduser('~/nltk_data')
os.makedirs(NLTK_DATA_PATH, exist_ok=True)
nltk.download('punkt_tab', download_dir=NLTK_DATA_PATH)

nltk.data.path.append(NLTK_DATA_PATH)
# Простой тест — если работает, всё ок
print(word_tokenize("This is a test."))
# ['This', 'is', 'a', 'test', '.']

Считаем метрику для BM25

import pandas as pd
import numpy as np
from nltk.tokenize import word_tokenize
from rank_bm25 import BM25Okapi
from tqdm import tqdm
import time

# ——— 0. Удобная токенизация текста ———
def tokenize(text: str) -> list[str]:
    return word_tokenize(text.lower())

# ——— 1. Подготовка корпуса товаров ———
print("📦 Подготовка коллекции товаров...")
start = time.perf_counter()
products = df['product_title'].unique().tolist()
tokenized_products = [tokenize(p) for p in tqdm(products, desc="🧼 Токенизация товаров")]
bm25 = BM25Okapi(tokenized_products)
print(f"✅ Индексация BM25 завершена за {time.perf_counter() - start:.2f} сек")

# ——— 2. Универсальный BM25 поисковик ———
class BM25Search:
    def __init__(self, bm25_index, docs):
        self.bm25 = bm25_index
        self.docs = docs

    def top_k(self, query: str, k: int = 10) -> list[str]:
        tokens = tokenize(query)
        scores = self.bm25.get_scores(tokens)
        top_idx = np.argsort(scores)[-k:][::-1]
        return [self.docs[i] for i in top_idx]

# ——— 3. Универсальная метрика Recall@k ———
def evaluate_recall_at_k(queries, true_items, searcher, k=10):
    hits = 0
    for q, true_item in tqdm(zip(queries, true_items), total=len(queries), desc="🔍 Инференс + метрика"):
        predicted = searcher.top_k(q, k)
        if true_item in predicted:
            hits += 1
    return hits / len(queries)

# ——— 4. Пример запуска ———
print("📊 Формируем валидационный сет...")
eval_df = df[df['esci_label'].isin(['Exact', 'Substitute'])].sample(200, random_state=42)
queries = eval_df['query'].tolist()
true_products = eval_df['product_title'].tolist()

print("🚀 Запуск поиска и оценка Recall@10...")
start = time.perf_counter()
bm25_searcher = BM25Search(bm25, products)
recall = evaluate_recall_at_k(queries, true_products, bm25_searcher, k=10)
print(f"✅ Метрика рассчитана за {time.perf_counter() - start:.2f} сек")

print(f"\n📈 Recall@10 (BM25 baseline): {recall:.4f}")

# 📦 Подготовка коллекции товаров...
# 🧼 Токенизация товаров: 100%|██████████| 1423918/1423918 [01:50<00:00, 12909.02it/s]
# ✅ Индексация BM25 завершена за 120.43 сек
# 📊 Формируем валидационный сет...
# 🚀 Запуск поиска и оценка Recall@10...
# 🔍 Инференс + метрика: 100%|██████████| 200/200 [03:37<00:00,  1.09s/it]
# ✅ Метрика рассчитана за 217.02 сек

# 📈 Recall@10 (BM25 baseline): 0.1750

Алгоритм не учитывает смысл и тем более не смотрим на популярность от пользователей. Он лишь ищет пересечения части запроса и товара и хитро считает скор. На как бейзлайн очень легко заводится и показывает что-то адекватное!

Какую модель взять? Какой pretrain? E5 !

Используем E5 (intfloat/multilingual-e5-small) — bi-encoder на базе BERT с сиамской архитектурой: один энкодер обрабатывает запрос и документ отдельно, с префиксами query: и passage:.

Модель обучена на 1,2 млрд пар "запрос–документ" на 100+ языках. В обучении использовались Common Crawl, Wikipedia, MS MARCO, BEIR и другие датасеты. E5 Technical Report (2024, Microsoft)

Работает из коробки, эффективно дообучается и даёт стабильные результаты для поиска.

Сравнение с альтернативами (SBERT, T5, GTR, Contriever)

🔹 SBERT (2019, UKPLab)

Siamese-сеть на основе BERT. Обучалась на задачах парафразов и NLI: модель учится распознавать, насколько два предложения схожи по смыслу. Проста в использовании, но требует выбора подходящей предобученной версии под конкретную задачу.
📎 sbert.net | Paper

🔹 GTR (2021, Google)

Dual-encoder на архитектуре T5. Обучен на query–document парах, показывает отличные результаты на BEIR-бенчмарках. Тяжёлый по ресурсам и в основном англоязычный, но может превосходить другие модели по качеству.
📎 Paper

📌 Что такое T5? (Первая версия статьи 2019)

T5 (Text-To-Text Transfer Transformer) — seq2seq модель от Google, которая формулирует все NLP-задачи как «текст → текст».
Например:
"translate English to German: house" → "Haus"
В GTR используется только энкодер от T5 — он кодирует query и документ по отдельности в эмбеддинги, как в bi-encoder архитектуре.
📎 T5 paper

🔹 Contriever (2021, Meta AI)

Dense retriever на BERT, обучен без разметки (self-supervised) — просто на соседних предложениях из Википедии. Работает быстро, не требует аннотированных данных, но хуже справляется с пониманием запроса. Подходит для англоязычных сценариев.
📎 GitHub | Paper

Инферим pretrain E5

Для подсчета скоров релевантности под запрос, нужен в оффлайне переобойти все продукты.

Делаем без векторного индекса. Будем под запрос считать скор со всей базой.

Считаем вектора(и статистику) для каждого товара из базы

Цельный и выполненый код

Качаем модель и сохраняем в свою обертку.

import torch
import numpy as np
from transformers import AutoTokenizer, AutoModel

# https://huggingface.co/intfloat/multilingual-e5-small
# --- Класс для инференса батчей ---
class E5InferenceModel:
    def __init__(self, model_name='intfloat/e5-small', device=None):
        self.device = device or ('cuda' if torch.cuda.is_available() else 'cpu')
        self.tokenizer = AutoTokenizer.from_pretrained(model_name)
        self.model = AutoModel.from_pretrained(model_name).to(self.device)
        self.model.eval()

    def encode_batch(self, input_ids, attention_mask):
        with torch.no_grad():
            outputs = self.model(input_ids=input_ids.to(self.device), attention_mask=attention_mask.to(self.device))
            return outputs.last_hidden_state[:, 0].cpu().numpy()

model_name = 'intfloat/e5-small'
device = 'cuda:6' if torch.cuda.is_available() else 'cpu'
inference_model = E5InferenceModel(model_name=model_name, device=device)

# Сохраняем модель
# Путь для сохранения
SAVE_DIR = "saved_e5_model"

# Сохраняем модель и токенизатор
inference_model.model.save_pretrained(SAVE_DIR)
inference_model.tokenizer.save_pretrained(SAVE_DIR)

print(f"✅ Модель и токенизатор сохранены в: {SAVE_DIR}")

Загружаем модель в нашей обертке

from transformers import AutoModel, AutoTokenizer
import torch

# Путь к сохранённой модели
MODEL_DIR = "saved_e5_model"

# Загрузка токенизатора и модели
tokenizer = AutoTokenizer.from_pretrained(MODEL_DIR)
model = AutoModel.from_pretrained(MODEL_DIR)
model.eval()  # Обязательно для инференса
device = torch.device('cuda:6' if torch.cuda.is_available() else 'cpu')
model = model.to(device)

Написано грязно, могли бы и класс переиспользовать с инференсом батча, но как есть.

def encode_texts(texts, prefix="query", batch_size=32):
    """
    Кодирует список текстов в эмбеддинги (используется [CLS] токен).
    prefix: "query" или "passage" (для правильного шаблона).
    """
    embeddings = []

    for i in range(0, len(texts), batch_size):
        batch = texts[i:i+batch_size]
        inputs = tokenizer(
            [f"{prefix}: {text}" for text in batch],
            padding=True,
            truncation=True,
            return_tensors='pt'
        ).to(device)

        with torch.no_grad():
            output = model(**inputs)
            cls_emb = output.last_hidden_state[:, 0]  # [CLS] токен
            embeddings.append(cls_emb.cpu())

    return torch.cat(embeddings, dim=0).numpy()

# Пример запроса
queries = ["wireless bluetooth headphones", "usb-c charging cable"]
query_embs = encode_texts(queries, prefix="query")

print("✅ Эмбеддинги запросов:", query_embs.shape)
# ✅ Эмбеддинги запросов: (2, 384)

Сохраняем ембеды товаров

# Загрузка модели
print("📦 Загружаем сохранённую модель...")
model = AutoModel.from_pretrained(MODEL_PATH).eval().cuda()
tokenizer = AutoTokenizer.from_pretrained(MODEL_PATH)

# Кодирование и сохранение
product_embs = encode_texts(product_titles, batch_size=128)
np.save(EMBEDS_PATH, product_embs)
print("✅ Эмбеддинги и названия товаров сохранены.")

Так же статистику встречаемости в датасете посчитаем для каждого товара

import pandas as pd
import os

# добавляем статистику показов для каждого товара
# ——— Загружаем датасет, если еще не загружен ———
if not os.path.exists(PRODUCTS_PATH) or not os.path.exists("product_stats.csv"):
    print("📥 Загружаем датасет с Hugging Face...")
    dataset = load_dataset("tasksource/esci", split="train")
    df = pd.DataFrame([x for x in tqdm(dataset, desc="📄 Преобразуем в DataFrame")])
    
    # Уникальные товары
    product_titles = df['product_title'].dropna().unique().tolist()
    pd.Series(product_titles).to_csv(PRODUCTS_PATH, index=False)

    # ——— Считаем количество показов каждого товара ———
    print("📊 Считаем статистику по товарам...")
    stats = df['product_title'].value_counts().reset_index()
    stats.columns = ['product_title', 'views']
    stats.to_csv("product_stats.csv", index=False)
    print(f"✅ Сохранили статистику для {len(stats)} товаров")

Пишем поисковой web-сервис

Набрасываем простенький web на Streamlit. Указываем модель, которую векторизует запрос и продукт. Указываем запрос, получаем выдачи с скорами, общей статистико скоров и кол-во показов товара пользователям.

swd58sad1hzd4h27yqcpbrjnavc.jpegКод web-сервиса

Цельный код

import streamlit as st
import numpy as np
import pandas as pd
import torch
from transformers import AutoTokenizer, AutoModel
from time import perf_counter
import matplotlib.pyplot as plt
import seaborn as sns

# Это очень плохо так писать, не бейти
class E5Model(torch.nn.Module):
    def __init__(self, model_name='intfloat/e5-small'):
        super().__init__()
        self.encoder = AutoModel.from_pretrained(model_name)
        self.tokenizer = AutoTokenizer.from_pretrained(model_name)

    def encode(self, input_ids, attention_mask):
        outputs = self.encoder(input_ids=input_ids, attention_mask=attention_mask)
        return outputs.last_hidden_state[:, 0]

    def forward(self, anchor_ids, anchor_mask, pos_ids, pos_mask, neg_ids, neg_mask):
        anchor_emb = self.encode(anchor_ids, anchor_mask)
        pos_emb = self.encode(pos_ids, pos_mask)
        neg_emb = self.encode(neg_ids, neg_mask)
        return anchor_emb, pos_emb, neg_emb


# --- Константы ---
PRETRAIN_MODEL_PATH = "saved_e5_model"
# FT_MODEL_PATH = "checkpoints/e5_train_20250703_170142.pt" # lr=2e-5
FT_MODEL_PATH = "checkpoints/e5_train_20250703_173139.pt"  # lr=1e-4 + 3 epochs
# FT_MODEL_PATH = "checkpoints/e5_train_20250703_175235.pt"  # lr=1e-4 + 10 epochs


PRODUCTS_PATH = "product_titles.csv"
# EMBEDS_PATH = "small_product_embeddings.npy"
EMBEDS_PATH = "product_embeddings.npy"
STATS_PATH = "product_stats.csv"  # CSV с колонками ['product_title', 'views']



# --- Выбор модели ---
st.sidebar.markdown("🧠 **Выбор модели**")
model_choice = st.sidebar.selectbox(
    "Модель для поиска:",
    options=["Дообученная (saved_e5_model)", "Предобученная (intfloat/e5-small)"]
)


# --- Загрузка модели и данных (кешируется) ---
@st.cache_resource
def load_model_and_data(model_choice):
    if model_choice == "Дообученная (saved_e5_model)":
        model = E5Model(model_name="intfloat/e5-small")  # init из того же архетипа
        model.load_state_dict(torch.load(FT_MODEL_PATH))
        tokenizer = model.tokenizer
        model = model.encoder.eval().cuda()  # достаём encoder
    else:
        tokenizer = AutoTokenizer.from_pretrained(PRETRAIN_MODEL_PATH)
        model = AutoModel.from_pretrained(PRETRAIN_MODEL_PATH).eval().cuda()
        
    product_titles = pd.read_csv(PRODUCTS_PATH).squeeze().tolist()
    product_embs = np.load(EMBEDS_PATH)

    # Загрузка статистики
    product_stats_df = pd.read_csv(STATS_PATH)
    product_stats = dict(zip(product_stats_df['product_title'], product_stats_df['views']))
    return tokenizer, model, product_titles, product_embs, product_stats

tokenizer, model, product_titles, product_embs, product_stats = load_model_and_data(model_choice=model_choice)
total_products = len(product_titles)

# --- Функция кодирования запроса ---
def encode_query(query):
    inputs = tokenizer([f"query: {query}"], return_tensors="pt", truncation=True, padding=True)
    with torch.no_grad():
        outputs = model(
            input_ids=inputs["input_ids"].cuda(),
            attention_mask=inputs["attention_mask"].cuda()
        )
    return outputs.last_hidden_state[:, 0].cpu().numpy()[0]

# --- Интерфейс ---
st.title("🔎 Поиск по товарам (E5)")

st.markdown(f"🛍️ **Всего товаров в базе:** `{total_products}`")

query = st.text_input("Введите запрос:", value="wireless headphones")
top_k = st.slider("Сколько результатов показать:", 1, 30, 10)
    
if query:
    with st.status("🔄 Обработка запроса... Пожалуйста, подождите.", expanded=True) as status:

        # --- Этап 1: Кодирование запроса ---
        t1 = perf_counter()
        query_emb = encode_query(query)
        query_time = perf_counter() - t1

        query_emb /= np.linalg.norm(query_emb)
        prod_embs_norm = product_embs / np.linalg.norm(product_embs, axis=1, keepdims=True)

        # --- Этап 2: Поиск по базе ---
        t2 = perf_counter()
        scores = np.dot(prod_embs_norm, query_emb)
        search_time = perf_counter() - t2

        # --- Этап 3: Top-K ранжирование ---
        top_idx = np.argsort(scores)[-top_k:][::-1]
        scores_top = scores[top_idx]

        # --- Интерфейс: две колонки ---
        col1, col2 = st.columns([2, 1])

        # --- Левая колонка: выдача товаров ---
        with col1:
            st.subheader("📋 Результаты:")
            for i in top_idx:
                title = product_titles[i]
                score = scores[i]
                views = product_stats.get(title, 0)

                st.markdown(
                    f"""
                    <div style='
                        background: #1c1c1c; 
                        padding: 10px 15px; 
                        margin: 8px 0; 
                        border-left: 4px solid #52c41a; 
                        border-radius: 6px;
                    '>
                        <div style='font-size: 16px; font-weight: bold; color: #ffffff;'>{title}</div>
                        <div style='margin-top: 4px; color: #cccccc; font-size: 14px;'>
                            🔍 <span style='color:#52c41a;'>score: {score:.3f}</span> &nbsp;&nbsp; 
                            👁️ <span style='color:#f4d35e;'>{views:,} показов</span>
                        </div>
                    </div>
                    """,
                    unsafe_allow_html=True
                )

            st.markdown("---")
            st.markdown(f"⏱️ Время кодирования запроса: `{query_time:.4f} сек`")
            st.markdown(f"📡 Время поиска по базе: `{search_time:.4f} сек`")

        # --- Правая колонка: анализ ---
        with col2:
            st.markdown("### 📊 Анализ")
            fig, ax = plt.subplots(figsize=(5, 3))
            sns.histplot(scores, bins=50, kde=True, ax=ax, color='skyblue', label='Все товары')
            ax.axvline(scores_top.min(), color='green', linestyle='--', label='Min Top-K')
            ax.axvline(scores_top.max(), color='orange', linestyle='--', label='Max Top-K')
            ax.set_xlabel("Score")
            ax.set_title("Распределение")
            ax.legend()
            st.pyplot(fig)

            st.markdown("### 📐 Статистика")
            stats_dict = {
                "Min": float(np.min(scores)),
                "Max": float(np.max(scores)),
                "Mean": float(np.mean(scores)),
                "Median": float(np.median(scores)),
                "Std": float(np.std(scores)),
                "5%": float(np.percentile(scores, 5)),
                "25%": float(np.percentile(scores, 25)),
                "75%": float(np.percentile(scores, 75)),
                "95%": float(np.percentile(scores, 95)),

            }
            stats_df = pd.DataFrame(stats_dict, index=["Score"]).T
            st.dataframe(stats_df.style.format("{:.4f}"))

        status.update(label="✅ Готово!", state="complete", expanded=True)


# Для запуска:
# streamlit run app.py

Приступаем к дообучению на пользовательской активности!

Учим как DSSM только одна модель векторизует две башни с префиксом query: и passage: на TripletMarginLoss. В качестве модели и претрайна берем E5.

Учу на одной A100

Экспериментирую с lr. Для lr=0.2 - 0.3 модель разносит и уже бесповоротно портиться. Для lr=0.4 - 0.5 модель успешно учится (и учиться дальше, не выходит на плато!)

byxpylbwnx3otjbiutzpecqsxie.jpeg3jz_9axq2p9ppzkre2jykh1pank.jpegn2wfnkxnfayqpokj_oxisizinqc.jpegdms-iavns1sy8vgqplturg0tgoc.jpegСоздаем Dataset

Цельная тетрадка

Варим датасет с триплетами (query, pos, neg)

import pandas as pd
import torch
from torch.utils.data import Dataset, DataLoader
from transformers import AutoTokenizer, AutoModel
import pytorch_lightning as pl
from torch.nn import TripletMarginLoss
from torch.nn.functional import normalize
from sklearn.model_selection import train_test_split
import numpy as np
import faiss
from tqdm import tqdm
from datetime import datetime
import os
import random


# ——— 1. Токенизация и подготовка данных ———
# def dummy_tokenize(text: str):
#     return text.lower()

class TripletDataset(Dataset):
    def __init__(self, df, tokenizer, max_length=64, num_negatives=10):
        self.samples = []
        self.tokenizer = tokenizer
        self.max_length = max_length
        self.num_negatives = num_negatives
        self.all_products = df['product_title'].unique()
        self._build_triplets(df)

    def _build_triplets(self, df):
        n = len(df)
        for i in range(self.num_negatives):
            negs = random.choices(self.all_products, k=n)
            for idx, row in enumerate(df.itertuples(index=False)):
                query = row.query
                pos = row.product_title
                neg = negs[idx]
                self.samples.append((query, pos, neg))

    def __len__(self):
        return len(self.samples)

    def __getitem__(self, idx):
        q, pos, neg = self.samples[idx]

        # Токенизация сразу для модели
        anchor_enc = self.tokenizer(
            f"query: {q}", padding='max_length', truncation=True,
            max_length=self.max_length, return_tensors='pt'
        )
        pos_enc = self.tokenizer(
            f"passage: {pos}", padding='max_length', truncation=True,
            max_length=self.max_length, return_tensors='pt'
        )
        neg_enc = self.tokenizer(
            f"passage: {neg}", padding='max_length', truncation=True,
            max_length=self.max_length, return_tensors='pt'
        )

        # Возвращаем только input_ids и attention_mask, как нужно для forward
        return (
            (anchor_enc['input_ids'].squeeze(0), anchor_enc['attention_mask'].squeeze(0)),
            (pos_enc['input_ids'].squeeze(0), pos_enc['attention_mask'].squeeze(0)),
            (neg_enc['input_ids'].squeeze(0), neg_enc['attention_mask'].squeeze(0)),

            f"query: {q}", # для дебага
            f"passage: {pos}",
            f"passage: {neg}"

        )
Варим Dataloader и сплитим данные

Цельная тетрадка


from datasets import load_dataset
from tqdm import tqdm
import pandas as pd
from sklearn.model_selection import train_test_split
from torch.utils.data import DataLoader
from transformers import AutoTokenizer
import pytorch_lightning as pl
from datetime import datetime

# Предполагается, что TripletDataset и E5Model уже определены ранее

# ——— 1. Подготовка данных ———
def prepare_data(model_name='intfloat/e5-small', batch_size=16, sample_rate=1.0):
    print("🔽 Загружаем датасет tasksource/esci...")
    dataset = load_dataset("tasksource/esci", split="train")
    dataset_len = len(dataset)

    # семплим чтобы быстрее отдебажить!
    dataset_current_len = int(dataset_len * sample_rate)
    dataset = dataset.shuffle(seed=42).select(range(dataset_current_len))

    print("📦 Конвертируем в pandas DataFrame...")
    df = pd.DataFrame([x for x in tqdm(dataset, desc="→ Преобразование строк")])

    print("🧹 Фильтруем классы: Exact / Substitute / Irrelevant...")
    df = df[df['esci_label'].isin(['Exact', 'Substitute', 'Irrelevant'])]

    print("🔍 Удаляем запросы с < 2 примерами...")
    query_counts = df['query'].value_counts()
    df = df[df['query'].isin(query_counts[query_counts >= 2].index)]

    print("✂️ Разбиваем на train/val...")
    train_df, val_df = train_test_split(
        df, test_size=0.1, random_state=42
        # , stratify=df['query']
    )
    print(f"✅ Train size: {len(train_df)} / Val size: {len(val_df)}")

    print(f"📚 Загружаем токенизатор: {model_name}")
    tokenizer = AutoTokenizer.from_pretrained(model_name)

    print("📐 Создаём TripletDataset'ы...")
    train_dataset = TripletDataset(train_df, tokenizer)
    val_dataset = TripletDataset(val_df, tokenizer)

    print(f"📊 Train triplets: {len(train_dataset)} / Val triplets: {len(val_dataset)}")

    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True, drop_last=True)
    val_loader = DataLoader(val_dataset, batch_size=batch_size, drop_last=True)

    print(f"Train batches: {len(train_loader)} / Val batches: {len(val_loader)} | {batch_size=}")


    return train_loader, val_loader, df

train_loader, val_loader, df = prepare_data(sample_rate=0.01, batch_size=batch_size)

# 🔽 Загружаем датасет tasksource/esci...
# 📦 Конвертируем в pandas DataFrame...
# → Преобразование строк: 100%|██████████| 20278/20278 [00:03<00:00, 6354.40it/s]
# 🧹 Фильтруем классы: Exact / Substitute / Irrelevant...
# 🔍 Удаляем запросы с < 2 примерами...
# ✂️ Разбиваем на train/val...
# ✅ Train size: 3657 / Val size: 407
# 📚 Загружаем токенизатор: intfloat/e5-small
# 📐 Создаём TripletDataset'ы...
# 📊 Train triplets: 36570 / Val triplets: 4070
# Train batches: 285 / Val batches: 31 | batch_size=128
Учим и валидируем модель

Цельная тетрадка

Определяем обертку для обучения модели

class E5Model(torch.nn.Module):
    def __init__(self, model_name='intfloat/e5-small'):
        super().__init__()
        self.encoder = AutoModel.from_pretrained(model_name)
        self.tokenizer = AutoTokenizer.from_pretrained(model_name)

    def encode(self, input_ids, attention_mask):
        outputs = self.encoder(input_ids=input_ids, attention_mask=attention_mask)
        return outputs.last_hidden_state[:, 0]

    def forward(self, anchor_ids, anchor_mask, pos_ids, pos_mask, neg_ids, neg_mask):
        anchor_emb = self.encode(anchor_ids, anchor_mask)
        pos_emb = self.encode(pos_ids, pos_mask)
        neg_emb = self.encode(neg_ids, neg_mask)
        return anchor_emb, pos_emb, neg_emb

Определяем eval в время train

def eval_model(model, val_loader, device='cuda'):
    model.eval()
    model.to(device)

    all_recalls = {k: [] for k in [1, 5, 10, 30]}

    with torch.no_grad():
        # for batch in tqdm(val_loader, desc="🔎 Eval"):
        for batch in val_loader:
            (a_ids, a_mask), (p_ids, p_mask), (n_ids, n_mask), _, _, _ = batch

            # Переносим на нужное устройство
            a_ids, a_mask = a_ids.to(device), a_mask.to(device)
            p_ids, p_mask = p_ids.to(device), p_mask.to(device)
            n_ids, n_mask = n_ids.to(device), n_mask.to(device)

            # Получаем эмбеддинги
            anchor_embs = model.encode(a_ids, a_mask).cpu().numpy()
            pos_embs = model.encode(p_ids, p_mask).cpu().numpy()
            neg_embs = model.encode(n_ids, n_mask).cpu().numpy()

            # Собираем "пул" продуктов (positive + negative)
            product_embs = np.concatenate([pos_embs, neg_embs], axis=0)

            recalls = RetrievalMetrics.recall_at_k_batch(anchor_embs, product_embs, k_list=k_list)
            for k in recalls:
                all_recalls[k].append(recalls[k])
    
    # Усреднение и печать
    all_means_recalls = {}
    for k in all_recalls:
        all_means_recalls[k] = np.mean(all_recalls[k])
    return all_means_recalls

Определяем обучение + логирования в tensorboard + сохранение модели

import os
CHECKPOINTS_DIR = "checkpoints"
os.makedirs(CHECKPOINTS_DIR, exist_ok=True)


def train_model(model, train_loader, val_loader, num_epochs=3, lr=2e-5, device='cuda', every_n_step_do_val=50):
    time_suffix = str(datetime.now().strftime('%Y%m%d_%H%M%S'))
    run_name = f"e5_train_{time_suffix}" # and model_name!
    writer = SummaryWriter(log_dir=f"runs/{run_name}")

    
    model.to(device)
    optimizer = torch.optim.AdamW(model.parameters(), lr=lr)
    loss_fn = TripletMarginLoss(margin=0.2)
    
    global_step = 1
    for epoch in range(num_epochs):
        model.train()

        for batch_id, batch in tqdm(enumerate(train_loader), desc=f"🛠️ Epoch {epoch + 1}/{num_epochs}", total=len(train_loader)):
            writer.add_scalar("train/epoch_marker", epoch, global_step)
            (a_ids, a_mask), (p_ids, p_mask), (n_ids, n_mask), _, _, _ = batch

            a_ids, a_mask = a_ids.to(device), a_mask.to(device)
            p_ids, p_mask = p_ids.to(device), p_mask.to(device)
            n_ids, n_mask = n_ids.to(device), n_mask.to(device)

            anchor, pos, neg = model(a_ids, a_mask, p_ids, p_mask, n_ids, n_mask)
            loss = loss_fn(anchor, pos, neg)

            optimizer.zero_grad()
            loss.backward()
            optimizer.step()

            grad_norm = torch.nn.utils.clip_grad_norm_(model.parameters(), max_norm=1e9)

            writer.add_scalar("train/loss", loss.item(), global_step)
            writer.add_scalar("GradNorm/train", grad_norm, global_step)
            writer.add_scalar("LR/train", optimizer.param_groups[0]['lr'], global_step)

            train_recalls = eval_model(model, [batch], device=device)
            for k, val in train_recalls.items():
                writer.add_scalar(f"train/recall@{k}", val, global_step)



            if batch_id % every_n_step_do_val == 0:
                recalls = eval_model(model, val_loader, device=device)
                for k, val in recalls.items():
                    writer.add_scalar(f"val/recall@{k}", val, global_step)
            
            global_step += 1    
    
    print("✅ Обучение завершено. Сохраняем модель...")
    save_path = os.path.join(CHECKPOINTS_DIR, f"{run_name}.pt")
    torch.save(model.state_dict(), save_path)
    print(f"📦 Модель сохранена в: {save_path}")

Запускаем само обучение

# train_loader, val_loader, _ = prepare_data(batch_size=16, sample_rate=0.05)
model = E5Model(model_name='intfloat/e5-small')
train_model(model, train_loader, val_loader, num_epochs=3, device='cuda:6', lr=1e-4, every_n_step_do_val=10)

# 🛠️ Epoch 1/10: 100%|██████████| 285/285 [04:22<00:00,  1.09it/s]
# 🛠️ Epoch 2/10: 100%|██████████| 285/285 [04:22<00:00,  1.08it/s]
# ...
# 🛠️ Epoch 9/10: 100%|██████████| 285/285 [04:24<00:00,  1.08it/s]
# 🛠️ Epoch 10/10: 100%|██████████| 285/285 [04:23<00:00,  1.08it/s]
# ✅ Обучение завершено. Сохраняем модель...
# 📦 Модель сохранена в: checkpoints/e5_train_20250703_175235.pt

Сравниваем метрики BM25 & pretrain E5 & fine-tune E5

Видим, что дообучение успешно схватывает пользовательскую активность!

Если обучать дольше, то метрики не уходят на плато! Они еще лучше начинают учитывать online сигнал. Тут уже нужно заключать трейдофф между кликами и семантической релевантностью.

Model

Recall@1

Recall@5

Recall@10

Recall@30

BM25

0.5731

0.6822

0.7145

0.7631

E5 (pretrain)

0.2686

0.5129

0.5862

0.6971

E5 (fine-tuned)

0.6413

0.8750

0.9270

0.9660

Считаем метрики на val Для BM25

Цельная тетрадка

Функция для подсчета метрики

# --- Класс для метрик внутри батча ---
class RetrievalMetrics:
    @staticmethod
    def recall_at_k_batch(anchor_embs, product_embs, k_list=[5, 10, 30]):
        recalls = {k: 0 for k in k_list}
        n = len(anchor_embs)
        for i, a_emb in enumerate(anchor_embs):
            scores = np.dot(product_embs, a_emb)
            top_indices = np.argsort(scores)[-max(k_list):][::-1]
            for k in k_list:
                # Positive всегда на позиции i (по построению TripletDataset)
                if i in top_indices[:k]:
                    recalls[k] += 1
        for k in k_list:
            recalls[k] /= n
        return recalls

BM25 на батчах

from rank_bm25 import BM25Okapi
from nltk.tokenize import word_tokenize

def tokenize(text):
    return word_tokenize(text.lower())

all_products = df['product_title'].dropna().unique().tolist()
all_products = [f"passage: {p}" for p in all_products]
tokenized_products_all = [tokenize(p) for p in all_products]
bm25_full = BM25Okapi(tokenized_products_all)

######

from collections import defaultdict
bm25_recalls = defaultdict(list)
k_list = [1, 5, 10, 30]

product_idx_map = {title: i for i, title in enumerate(all_products)}

for batch in tqdm(val_loader, desc="🔍 BM25 на батчах"):
    _, _, _, queries, pos_titles, neg_titles = batch

    # --- 1. Подготовим список из продуктов текущего батча ---
    batch_products = pos_titles + neg_titles

    # --- 2. Индексы этих товаров в all_products (для score фильтрации) ---
    batch_indices = [product_idx_map[p] for p in batch_products if p in product_idx_map]

    for q, true_title in zip(queries, pos_titles):
        q_tokens = tokenize(q)
        scores_all = bm25_full.get_scores(q_tokens)

        # --- 3. Оставим только скоры товаров из текущего батча ---
        scores_batch = [(i, scores_all[i]) for i in batch_indices]
        top_indices = sorted(scores_batch, key=lambda x: x[1], reverse=True)
        top_titles = [all_products[i] for i, _ in top_indices]
        
        for k in k_list:
            bm25_recalls[k].append(int(true_title in top_titles[:k]))

# --- Усреднение ---
for k in k_list:
    print(f"Recall@{k} (BM25): {np.mean(bm25_recalls[k]):.4f}")
  
# Recall@1 (BM25): 0.5731
# Recall@5 (BM25): 0.6822
# Recall@10 (BM25): 0.7145
# Recall@30 (BM25): 0.7631
Для pretrain E5

Цельная тетрадка

pretrain E5


# --- Пример использования с val_loader ---
model_name = 'intfloat/e5-small'
device = 'cuda:6' if torch.cuda.is_available() else 'cpu'
inference_model = E5InferenceModel(model_name=model_name, device=device)

all_recalls = {k: [] for k in [1, 5, 10, 30]}
k_list = [1, 5, 10, 30]

for batch in tqdm(val_loader, desc="🔍 Pretrain E5 на батчах"):

    (anchor_ids, anchor_mask), (pos_ids, pos_mask), (neg_ids, neg_mask), q, pos, neg = batch

    # Собираем все продукты батча (positive + negative)
    batch_product_ids = torch.cat([pos_ids, neg_ids], dim=0)
    batch_product_mask = torch.cat([pos_mask, neg_mask], dim=0)

    # Эмбеддинги
    anchor_embs = inference_model.encode_batch(anchor_ids, anchor_mask)
    product_embs = inference_model.encode_batch(batch_product_ids, batch_product_mask)

    # Метрики
    recalls = RetrievalMetrics.recall_at_k_batch(anchor_embs, product_embs, k_list=k_list)
    for k in k_list:
        all_recalls[k].append(recalls[k])

# Усреднение по всем батчам
for k in k_list:
    mean_recall = np.mean(all_recalls[k])
    print(f"Recall@{k}: {mean_recall:.4f}")

# Recall@1: 0.2686
# Recall@5: 0.5129
# Recall@10: 0.5862
# Recall@30: 0.6971
Для fine-tune E5

Я поленился и возьму метрику с графиков (мерятся на том же val).

# Recall@1: 0.6413
# Recall@5: 0.875
# Recall@10: 0.927
# Recall@30: 0.966

Разница поисковых выдач pretrain E5 и fine-tune E5

Видим, что при дообучении в выдаче начинают доминировать товары с бОльшим числом показов/кликов(=более одобряемые пользователями).

Скор начинает закладываться, какой-то эфемерный смысл популярности у пользователей \Rightarrow начинает быть мене уверенный (отдаляется от максимума равного 1)

pretrain

swd58sad1hzd4h27yqcpbrjnavc.jpeg

fine-tune

8tffb2bzbuz8scpfsztxmtjujye.jpeg

✅ Итоги

Собрали минимальное, но полноценное решение:
поиск товаров по смыслу, с дообученной E5, визуализацией выдачи и реальными метриками. Всё это — в виде простого MVP-сервиса.

Решение универсально: с минимальными изменениями оно подойдёт для задач поиска по резюме, статьям, тикетам, продуктам и даже пользовательским вопросам.

Точки роста (их много 😅)

Текущий стек:
HuggingFace + PyTorch + TensorBoard + Streamlit

Что можно улучшить:

Структура и кодовая база

  • Избавляться от ноутбуков в проде: выносить логику в модули (train.py, inference.py, app/)

  • Универсальные сигнатуры функций и моделей (единый интерфейс)

  • Поддержка нескольких моделей без переписывания кода

  • Чёткая структура проекта, разделение обучения и сервиса

Обучение и логирование

  • Перейти на PyTorch Lightning для компактности и читаемости пайплайна

  • Добавить ClearML или W&B вместо TensorBoard для отслеживания экспериментов

  • Вынести параметры обучения в конфиги (yaml, json, hydra)

Оптимизация инференса

  • ONNX / ONNX Runtime для ускорения и портируемости модели

  • Квантование модели (int8/float16) для меньшего размера и CPU-инференса

  • Поддержка батчевой обработки и асинхронного инференса

Поиск и масштабирование

  • Добавить векторный индекс (например, Faiss) вместо полного перебора

  • CPU vs GPU: протестировать, где проще и дешевле — больше CPU с шардингом или один GPU

  • Работа с датасетом как с итератором, без загрузки в RAM

Весь код: данные, EDA, обучение и MVP-сервис лежит в репозитории

Так же может быть полезно пробежаться по статье: RecSys + DSSM + FPSLoss is all you need

Что дальше?

В следующих статьях покажем, как решать подобные задачи ещё компактнее и технологичнее — вплоть до полного отказа от кастомного кода с помощью NoCode-инструментов.

А пока — присоединяйтесь к нашему Telegram-сообществу @datafeeling и вдохновляйтесь современными подходами решения реальных задач.

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  • 14.10.25 08:46 robertalfred175

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  • 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

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 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

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 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

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  • 25.10.25 00:50 stevekalfman

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  • 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

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 01.11.25 03:27 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

  • 01.11.25 03:27 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

  • 01.11.25 15:47 kattygates

    Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].

  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.11.25 15:23 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 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

  • 04.11.25 09:30 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

  • 05.11.25 02:43 jordan_11

    I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

    Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 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 rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.

  • 05.11.25 16:20 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

  • 05.11.25 16:21 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

  • 02:26 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 $184,000 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 a crypto recovery agent. 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.

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