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Мама, у меня RAG: пути к улучшению, когда он «наивный»

В последние пару лет RAG (retrieval-augmented generation) стал одной из самых обсуждаемых технологий в области обработки текстов и поисковых систем. Его идея проста: объединить поиск (retrieval) и генерацию (generation), чтобы быстрее находить нужную информацию и создавать более точные тексты.

Рост объёмов данных и информационного шума привёл к тому, что классические методы поиска и генерации уже не всегда справляются с новыми задачами. Например, большие языковые модели без доступа к актуальной информации могут искажать факты, а традиционные поисковики при запросах на естественном языке дают слишком общий результат. RAG решает эти проблемы, добавляя дополнительный "слой знаний" за счёт внешних баз данных, что особенно полезно для чат-ботов, систем вопрос-ответ, рекомендательных сервисов и многих других приложений.

Целью данной статьи является погружение читателя в технологию RAG, а также ознакомление с основными критериями и методами его улучшения. В этой статье мы обсудим, как именно устроен RAG, как правильно оценивать его эффективность и какие существуют техники улучшения – от уже известных методов до совершенно новых решений.

1. Понятия и основные процессы в RAG

RAG представляет собой подход, объединяющий возможности генеративных моделей и поиска в обширных внешних хранилищах знаний [0]. Сама техника RAG -- это промпт-инжиниринг, где мы не пишем промпты вручную, а динамически подставляем необходимые для ответа на вопрос сведения в инструкцию модели.

Рассмотрим, как весь процесс работы RAG шаг за шагом. Перед процессом генерации языковой моделью происходит этап извлечения релевантного контекста из внешнего источника. Чаще всего для этого используют векторные поисковые механизмы, строящиеся на базе эмбеддингов (векторных представлений), или классические индексные структуры, если речь идёт о более простых текстовых операциях. Векторные базы данных являются хранилищем, где каждый кусочек (чанк) документа преобразуется в эмбеддинг с помощью какой-либо трансформерной модели (BERT, RoBERTa, и т.д.). Когда приходит пользовательский запрос, этот запрос также конвертируется в вектор, после чего по мере близости косинусного сходства или другой метрики из векторной базы извлекаются самые подходящие чанки текста. Полученные фрагменты подаются на вход генеративной модели вместе с исходным вопросом. По сути, генерация становится “подкреплённой” внешними знаниями: языковая модель не просто статистически “угадывает”, а обрабатывает полученные факты и формирует более точный, контекстуально подкрепленный ответ. RAG, таким образом, позволяет обновлять информацию, не переобучая саму языковую модель.

2. Кейсы использования RAG

Применение RAG достаточно широко. Во-первых, это любые чат-боты, предназначенные для обслуживания клиентов, консультирования и технической поддержки. Вместо того чтобы хранить всю документацию внутри громоздкой модели, можно динамически извлекать нужную информацию из актуального репозитория. Например, в сфере e-commerce при запросах пользователей о характеристиках продукта система могла бы “подтягивать” описания из базы товаров и выдавать сформированный на лету ответ. Во-вторых, RAG является инструментов для создания бизнес-аналитических ассистентов, которые позволяют руководителям отслеживать параметры продаж, производительности и другие сведения. Ещё одной важной областью применения являются научные и медицинские системы, где необходим высоконадежный доступ к доказательствам, статьям, клиническим рекомендациям. Языковая модель при этом реже “придумывает”, поскольку дополнена фактической информацией, извлечённой из проверенных источников, что делает подход ценным в кейсах, где цена ошибки слишком высока.

Кроме этого, поскольку RAG является по сути инструментом промпт-инженеринга, он может использоваться сугубо технически, например, для изменения поведения модели в процессе обработки сообщений: для динамической подстановки уточняющих промптов, или для выполнения поиска по истории чата, чтобы извлекать наиболее подходящие запросы пользователей и ответы моделей.

3. Оценка RAG

Обычно [1] при оценке RAG речь идёт о "триаде", состоящей компонентов: контекстная релеваность (здесь оценивается релевантность возвращенных для LLM фрагментов), фактологическая правильность (здесь проверяются насколько фактически точным является ответ), релевантность (измерение соответствия финального ответа запросу пользователя). Однако этот подход можно считать несколько поверхностным, так как в нём не учитывается логика использования диалоговых систем.

Здесь не рассматриваются такие вопросы, как:
1) учет контекста истории при генерации. Например, в векторной базе данных содержатся сведения про инцидент и про отпуска, когда мы спрашиваем в чате, “Что необходимо сделать для оформления отпуска?” и получаем ответ “Для получения отпуска необходимо …>”, а затем уточняем “Нужно ли кого-то уведомить?”, модель для эмбеддингов должна получить расширенное представление, в противном случае может возникнуть конфликт между знаниями, и генеративная модель может ответить про уведомление коллег в случае инцидентов.

2) предобработка документов для генеративной модели. Документы могут содержать противоречивые сведения, например, один документ, про мозг человека, другой документ, про мозг обезьяны. При разбиении этих документов на чанки такие сведения, как объем мозга, его структура, могут перемешиваться, если не указывать в каждом чанке, к какому конкретно документу и к какому разделу относятся документы, что вызывает искажение информации.

Фактически, данный подход более релевантен для наивного RAG, когда все что есть -- запрос, поиск, и сгенерированный ответ, но не для реального сценария использования RAG как диалоговой системы. При более детальном рассмотрении компонентами являются:

1) подсистема предварительной обработки данных – компонент, который берёт на себя функции структурирования информации и разделения документов на чанки.
2) энкодерная модель – отвечает за векторизацию как чанков, так и пользовательских запросов.
3) векторная база знаний – обеспечивает быстрый и эффективный поиск необходимой информации.
4) подсистема предобработки пользовательских запросов – может отвечать как за насыщение пользовательского запроса контекстом из истории чата, так и за разбиение запроса на подзадачи.
5) генеративная модель – осуществляет синтез окончательного ответа с учётом найденных данных.

Схема RAG

Оценка RAG как диалоговой системы предполагает измерение корректности не только финального ответа, но и каждого из компонентов.

Оценка предобработки

Первый компонент оценивается по качеству и эффективности разбиения документов на логически обоснованные фрагменты при сохранении контекстной целостности исходной информации. Здесь нет конкретных метрик, кроме качественных оценок. Необходимо проверять, насколько корректно система структурирует данные для последующего извлечения и генерации ответов, а также проанализировать её производительность при работе с большими объемами информации. Задача состоит в том, чтобы обеспечивать баланс между размером фрагментов и сохранением смысловых элементов, позволяя свести к минимуму потери информации и повысить общую точность RAG-системы.

В самом простом варианте, мы можем сделать конвертацию docx, pdf-документов в markdown (так как большинство генеративных моделей генерируют текст именно в данном формате, он является наиболее предпочтительным), после чего разбивать их по заголовкам:

Пример кода

import os
import xml.etree.ElementTree as ET
from abc import ABC, abstractmethod
from contextlib import suppress
from dataclasses import dataclass
from io import BytesIO
from typing import List, Iterable, Callable, Tuple

import docx
from docx.oxml import CT_P
from docx.table import Table
from docx.text.paragraph import Paragraph
from lxml import etree
from pdf2docx import Converter

from src.utils import write


def parse_images(xml_string):
    root = etree.fromstring(xml_string)
    namespaces = {
        'a': 'http://schemas.openxmlformats.org/drawingml/2006/main',
        'r': 'http://schemas.openxmlformats.org/officeDocument/2006/relationships'
    }

    embed_values = [element.get('{http://schemas.openxmlformats.org/officeDocument/2006/relationships}embed') for
                    element in root.xpath('//a:blip', namespaces=namespaces)]
    return embed_values


def extract_level(xml_string):
    root = ET.fromstring(xml_string)
    namespaces = {'w': 'http://schemas.openxmlformats.org/wordprocessingml/2006/main'}
    for elem in root.findall('.//w:pStyle', namespaces):
        val = tuple(elem.attrib.values())[-1]
        return int(val if val.isdigit() else 0)
    return 0


def list_to_md(data: List[List]) -> str:
    col_widths = [max(len(str(item)) for item in col) for col in zip(*data)]

    def format_row(row):
        return "| " + " | ".join(f"{str(item):<{w}}" for item, w in zip(row, col_widths)) + " |"

    headers = format_row(data[0])
    separator = "| " + " | ".join("-" * w for w in col_widths) + " |"
    rows = "\n".join(format_row(row) for row in data[1:])

    return "\n".join([headers, separator, rows])


class Markodwnable(ABC):
    @property
    @abstractmethod
    def md(self):
        pass


def split_into_chunks(
        items: List[Markodwnable],
        max_chunk_length: int = 4000,
        length_function: Callable = len,
        skip_header_in_chunks: bool = True
) -> Tuple[List[List[Markodwnable]], List[Markodwnable]]:
    chunks = []
    current_chunk = []
    current_chunk_length = 0
    header = ParagraphDTO(1, '')
    headers = []
    for item in items:
        item_length = length_function(item.md)
        is_header = item.md.startswith('#')
        if is_header:
            header = item
        if not current_chunk or is_header:
            if current_chunk:
                chunks.append(current_chunk)
            current_chunk = [ParagraphDTO(0, '')] if skip_header_in_chunks else [item]
            current_chunk_length = 0 if skip_header_in_chunks else item_length
            headers.append(header)
        elif current_chunk_length + item_length <= max_chunk_length:
            current_chunk.append(item)
            current_chunk_length += item_length
        else:
            chunks.append(current_chunk)
            current_chunk = [header, item]
            current_chunk_length = item_length
            headers.append(header)
    if current_chunk:
        chunks.append(current_chunk)
    return chunks, headers


def container_to_md(doc_container: Iterable[Markodwnable]) -> str:
    md = '\n\n'.join(
        [dto.md for dto in doc_container]
    ).strip()
    return md


@dataclass
class ImageDTO(Markodwnable):
    id: str
    data: bytes

    def __repr__(self):
        return f"ImageDTO(id={self.id})"

    @property
    def md(self):
        return f"![Image]({self.id})"


@dataclass
class ParagraphDTO(Markodwnable):
    level: int
    text: str

    def __repr__(self):
        return f'ParagraphDTO(level={self.level})'

    @property
    def md(self):
        return '#' * self.level + ' ' + self.text


@dataclass
class TableDTO(Markodwnable):
    values: List[List]

    def __repr__(self):
        return f"TableDTO()"

    @property
    def md(self):
        return list_to_md(self.values)


def remove_duplicates(lst: List):
    seen = {}
    return [seen.setdefault(x, x) for x in lst if x not in seen]


def get_unique_cells(row):
    """Фильтрует дублирующиеся ячейки в строке из-за объединения"""
    seen_cells = set()
    unique_cells = []

    for cell in row.cells:
        cell_id = id(cell._tc)
        if cell_id not in seen_cells:
            seen_cells.add(cell_id)
            unique_cells.append(cell)

    return unique_cells
def parse_docx(data: BytesIO | str) -> List[Markodwnable]:
    doc = docx.Document(data)
    doc_container = []
    for element in doc.element.body:
        with suppress(Exception):
            xml = element.xml
            images_ids = parse_images(xml)
            images = tuple(
                map(lambda _id:
                    ImageDTO(_id, doc.part.rels[str(_id)]._target._blob),
                    remove_duplicates(images_ids))
            )
            doc_container.extend(images)

            if isinstance(element, CT_P):
                level = extract_level(xml)
                text = Paragraph(element, doc).text.strip()
                if len(text):
                    doc_container.append(
                        ParagraphDTO(level=level, text=text)
                    )
            else:
                table = TableDTO([])
                _docx_table = Table(element, doc)

                if len(tuple(_docx_table.columns)):
                    for row in _docx_table.rows:
                        unique_cells = get_unique_cells(row)  # Отфильтровываем дубли
                        table.values.append(
                            [c.text.strip().replace('\n', ' ') for c in unique_cells]
                        )
                    doc_container.append(table)
    prev = None
    ind = 0
    for i, dto in enumerate(tuple(doc_container)):
        if isinstance(dto, ImageDTO):
            if prev is None:
                prev = dto
            else:
                if prev.id == dto.id:
                    del doc_container[i + ind]
                    ind -= 1
                prev = dto
    return doc_container


def parse_pdf(data: str | BytesIO) -> List[Markodwnable]:
    buff = BytesIO()
    isio = isinstance(data, BytesIO)
    con = Converter(**dict(
        stream=data.read()
        if isio
        else None,
        pdf_file=data if not isio else None
    ),

                    )
    con.convert(buff)
    con.close()
    return parse_docx(buff)


def p_10_length(x):
    return int(x * 0.1)


def p_50_length(x):
    return int(x * 0.5)


def p_25_length(x):
    return int(x * 0.25)


def tokens(x):
    return int(len(x) / 3.5)


@dataclass
class DocumentDTO(Markodwnable):
    container: List[Markodwnable]
    length_function: Callable = tokens
    length: int = 3000
    length_rate_function: Callable = p_50_length

    @property
    def md(self) -> str:
        return container_to_md(self.container)

    @classmethod
    def from_docx(cls, data: BytesIO | str) -> 'DocumentDTO':
        return cls(parse_docx(data))

    @classmethod
    def from_pdf(cls, data: BytesIO | str) -> 'DocumentDTO':
        return cls(parse_pdf(data))

    @property
    def struct(self) -> 'DocumentDTO':
        return DocumentDTO(
            list(filter(lambda x: isinstance(x, ParagraphDTO) and x.level > 0, self.container))
        )

    @property
    def struct_md(self) -> str:
        return self.struct.md.replace('\n\n', '\n')

    @property
    def applications(self):
        return dict(map(lambda x: (x.id, x.data), filter(lambda x: isinstance(x, ImageDTO), self.container)))

    def _chunks(self, skip_headers: bool):
        chunks, headers = split_into_chunks(
            self.container,
            length_function=self.length_function,
            max_chunk_length=self.length,
            skip_header_in_chunks=skip_headers
        )
        return list(
            map(
                lambda x:
                DocumentDTO(
                    x,
                    length_function=self.length_function,
                    length=p_10_length(self.length),
                    length_rate_function=self.length_rate_function
                ),
                chunks
            )
        ), headers

    @property
    def chunks(self):
        return self._chunks(skip_headers=True)

    @property
    def chunks_md(self):
        return list(map(lambda x: x.md, self._chunks(skip_headers=False)[0]))

Оценка энкодерной модели

При оценке энкодерной модели важно учитывать как качество векторизации текстовых чанков и пользовательских запросов, так и вычислительную эффективность самой модели. Для оценки семантического представления применяют метрики Precision@K, Recall@K, F1-score, mAP, позволяющие определить, насколько корректно модель ранжирует релевантные результаты. Дополнительно используют метрику NDCG, которая учитывает позиции результатов в выдаче и тем самым более точно отражает степень их релевантности, что особенно важно для правильной работы генеративных моделей [2]. Для справки дополню, что все метрики принимают значения от 0 до 1, где 0 и 1 -- худший и идеальный результат, соответственно. Для выбора метрик для оценки можно использовать таблицу ниже.

Метрика	Что измеряет?	Когда использовать?	Недостатки
Precision@K (Точность@K)	Доля релевантных результатов среди первых K	Когда важно, насколько качественные топ-K результаты	Не учитывает позицию релевантных объектов, не отражает полноту
Recall@K (Полнота@K)	Доля найденных релевантных объектов среди всех существующих	Когда важно найти все релевантные объекты	Может быть высоким даже при низкой точности
F1-score@K	Баланс между точностью и полнотой	Если важен баланс между Precision и Recall	Теряет смысл, если Precision или Recall слишком низкие
mAP (Mean Average Precision)	Средняя точность на разных уровнях полноты	Для оценки всего ранжирования поисковых систем и рекомендаций	Требует вычисления для всех релевантных документов
NDCG (Normalized Discounted Cumulative Gain)	Оценка качества ранжирования с учетом позиций релевантных объектов	Когда важен порядок результатов (поисковые системы, рекомендации)	Сложнее вычислять, зависит от весов релевантности

Реализация в программном коде может выглядеть так:

Пример кода

import numpy as np
from sklearn.metrics import ndcg_score

def precision_at_k(predicted, relevant, k):
    predicted_at_k = predicted[:k]
    relevant_at_k = set(predicted_at_k) & set(relevant)
    return len(relevant_at_k) / k

def recall_at_k(predicted, relevant, k):
    relevant_at_k = set(predicted[:k]) & set(relevant)
    return len(relevant_at_k) / len(relevant) if relevant else 0

def f1_score_at_k(predicted, relevant, k):
    p = precision_at_k(predicted, relevant, k)
    r = recall_at_k(predicted, relevant, k)
    return 2 * (p * r) / (p + r) if (p + r) > 0 else 0

def average_precision(predicted, relevant):
    score = 0.0
    num_hits = 0
    for i, p in enumerate(predicted):
        if p in relevant:
            num_hits += 1
            score += num_hits / (i + 1)
    return score / len(relevant) if relevant else 0

def mean_average_precision(predictions, relevants):
    return np.mean([average_precision(pred, rel) for pred, rel in zip(predictions, relevants)])

def reciprocal_rank(predicted, relevant):
    for i, p in enumerate(predicted):
        if p in relevant:
            return 1 / (i + 1)
    return 0

def compute_ndcg(predictions, relevants, k):
    relevance_scores = np.array([[1 if doc in rel else 0 for doc in pred[:k]] for pred, rel in zip(predictions, relevants)])
    return np.mean([ndcg_score([rel], [pred]) for rel, pred in zip(relevance_scores, relevance_scores)])

num_queries = 10
docs_per_query = 10
all_docs = [f"doc_{i}" for i in range(100)]

predictions = [np.random.choice(all_docs, docs_per_query, replace=False).tolist() for _ in range(num_queries)]
relevants = [np.random.choice(pred, size=np.random.randint(1, 5), replace=False).tolist() for pred in predictions]

k_values = [1, 3, 5, 10]

precision_scores = {k: np.mean([precision_at_k(pred, rel, k) for pred, rel in zip(predictions, relevants)]) for k in k_values}
recall_scores = {k: np.mean([recall_at_k(pred, rel, k) for pred, rel in zip(predictions, relevants)]) for k in k_values}
f1_scores = {k: np.mean([f1_score_at_k(pred, rel, k) for pred, rel in zip(predictions, relevants)]) for k in k_values}
map_score = mean_average_precision(predictions, relevants)
ndcg_score_value = compute_ndcg(predictions, relevants, k=10)

Но одним из самых простых вариантов оценки является выбор модели по бенчмарку encodechka [3]. Правда, стоит отметить, что датасет этого бенчмарк не фокусируются на конкретной предметной области, поэтому в случае адаптации RAG к специфическим данным (например, извлечение программного кода или JSON), необходимо самостоятельно готовить данные.

Оценка векторной базы данных

Оценка векторной базы данных подразумевает оценку, скорее, не качества поиска, а производительности, в том числе эффективность хранения, масштабируемость, потребление ресурсов и устойчивость к изменениям данных.Основными метриками являются время поиска, пропускная способность и потребление памяти в конкретной инфраструктуре. При оценке векторной базы можно, в целом, руководствоваться готовыми бенчмарками, например, от Zilliz Cloud [4].

Оценка предобработки запросов

В автоматическом режиме оценка предобработки запросов может осуществляться с помощью генеративных моделей, работающих по принципу “LLM-as-judge”, например, через Alpaca Eval [5] или другие аналогичные фреймворки, с использованием других библиотек. Суть подхода “LLM-as-a-judge” состоит в том, что большие языковые модели (LLM) сами выступают в роли “судей” и оценивают ответы, имитируя человеческую экспертизу без привлечения внешних специалистов. Благодаря этому снижаются трудозатраты на оценку моделей.

Пример кода

import json

import openai
import pandas as pd
import torch
from openai import OpenAI
from transformers import AutoModelForCausalLM, AutoTokenizer
import re

openai.api_key = "..."

model_name = "belyakoff/llama-3.2-3b-instruct-fine-tuned"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto")


def extract_json(md_text):
    json_pattern = re.compile(r'``json\s*([\s\S]*?)\s*``', re.MULTILINE)
    matches = json_pattern.findall(md_text)
    json_objects = []
    for match in matches:
        try:
            json_objects.append(json.loads(match))
        except json.JSONDecodeError as e:
            print(f"Ошибка парсинга JSON: {e}")

    return json_objects


def rephrase_question(question, chat_history):
    prompt = f"Переформулируй вопрос, учитывая контекст:\nИстория чата: {chat_history}\nВопрос: {question}\nПереформулированный вопрос:"
    inputs = tokenizer.apply_chat_template({'role': 'user', 'content': prompt}, return_tensors="pt", tokenize=True).to(model.device)
    outputs = model.generate(**inputs, max_length=200, do_sample=True, temperature=0.4)
    return tokenizer.decode(outputs[0], skip_special_tokens=True).replace(prompt, "").strip()


def evaluate_question(original, rephrased):
    messages = [
        {"role": "system",
         "content": "Ты эксперт по анализу текста. Твоя задача - оценить, насколько хорошо измененная формулировка передает смысл оригинального вопроса."},
        {"role": "user", "content": f"""
        Оригинальный вопрос: {original}
        Переформулированный вопрос: {rephrased}
        
        0. Порассуждай над ответом.
        1. Дай оценку от 1 до 10, насколько смысл остался тем же.
        2. Объясни свой выбор одним-двумя предложениями.
        
        В конце ответа обзятаельно напиши JSON с оценкой в формате {{"value": "&lt;твоя оценка&gt;"}}.
        """}
    ]
    response = OpenAI().chat.completions.create(model="gpt-4o", messages=messages, temperature=0.2)
    return extract_json(response.choices[0].message.content)[0]


df = pd.DataFrame({
    "question": ["Как погода сегодня?",],
    "chat_history": ["Куда пойти в Иркутске?", ]
})

df["rephrased_question"] = df.apply(lambda row: rephrase_question(row["question"], row["chat_history"]), axis=1)
df["evaluation"] = df.apply(lambda row: evaluate_question(row["question"], row["rephrased_question"]), axis=1)

Оценка синтезированного ответа

Оценка последнего компонента, как правило, производится вручную экспертами, а может и с помощью заранее заготовленных ответов. Если автоматизировать данный процесс, можно использовать заранее заготовленные ответы в комбинации с подходом LLM-as-judge (как в предыдущем фрагменте), или специальной предобученной модели на задачу оценки соответствия, или с использованием метрик для оценки перекрытий.

В таблице ниже также оценка того, как и когда выбирать метрики.

Метрика	Что измеряет?	Когда использовать?	Недостатки
BLEU	Перекрытие n-грамм между сгенерированным и эталонным текстом	При оценке машинного перевода, кратких текстов	Не учитывает смысл и порядок слов, чувствителен к длине
ROUGE	Совпадение n-грамм и последовательностей слов между текстами	При оценке рефератов, суммаризации текста	Чувствителен к длине текста, не учитывает синонимы
METEOR	Учитывает порядок слов, синонимы и морфологию	Когда важны смысловые соответствия, а не только точные совпадения	Трудозатратен в вычислении, требует сложной обработки

В программном коде реализация оценки может выглядеть следующим образом:

Пример кода

import nltk
import numpy as np
import pandas as pd
from nltk.translate.bleu_score import sentence_bleu
from nltk.translate.meteor_score import meteor_score
from rouge import Rouge  

nltk.download('wordnet')

def calculate_bleu(reference, candidate):
    return sentence_bleu([reference], candidate)

def calculate_rouge(reference, candidate):
    rouge = Rouge()
    scores = rouge.get_scores(" ".join(candidate), " ".join(reference))  
    return scores[0]['rouge-l']['f']  

def calculate_meteor(reference, candidate):
    return meteor_score([reference], candidate)

def compute_text_metrics(predictions, references):
    results = []
    for pred, ref in zip(predictions, references):
        pred_tokens = pred.split()
        ref_tokens = ref.split()
        
        bleu = calculate_bleu(ref_tokens, pred_tokens)
        rougel = calculate_rouge(ref_tokens, pred_tokens)
        meteor = calculate_meteor(ref_tokens, pred_tokens)
        
        results.append({
            'BLEU': bleu,
            'ROUGE-L': rougel,
            'METEOR': meteor
        })
    
    return results

predicted = [
    "Живописный закат окрасил небо в багряные оттенки.",
    "Робот-исследователь успешно приземлился на Марсе.",
    "Искусственный интеллект научился писать стихи."
]

reference = [
    "Солнце скрылось за горизонтом, оставив алые краски в небе.",
    "Марсоход совершил мягкую посадку на поверхность Красной планеты.",
    "Компьютерная программа теперь способна сочинять поэзию."
]

metrics = compute_text_metrics(predicted, reference)

Таким образом, оценка RAG является куда более многоступенчатой и включает в себя взаимодействие каждого из компонентов, а не только свойств LLM и эмбеддингов.

3. Как улучшить наивный RAG?

Семантический чанкинг

Схема

Семантический чанкинг

Семантический чанкинг, в отличие от обычного, позволяет формировать границы чанков на основе контекстной связи между предложениями. При этом могут использоваться контекстуальные модели, например, эмбеддинги или модели логического вывода, такие как MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7, чтобы оценивать, насколько следующий фрагмент естественно вытекает из предыдущего, противоречит ему либо не имеет прямой смысловой связи. Если NLI-модель регистрирует резкий логический разрыв или переход к другой теме, на этом месте устанавливается новая граница чанка. Аналогично, если использовать модель для эмбеддингов и косинусную близость. Такое решение не полагается на длину текста, расстановку подзаголовков или форматирование, а исходит из содержательных связей. Например, соединение чанков может быть сделано так:

Пример кода

from langchain_core.documents import Document

def same_sentence(premise, hypothesis, zero_shot_classifier):
    input = f'{premise}\n\n{hypothesis}'
    candidate_labels = ['в одном предложении', 'в разных предложениях']
    output = zero_shot_classifier(input, candidate_labels, multi_label=False)
    true_idx = output['labels'].index('в одном предложении')
    pred = numpy.argmax(output['scores']) == true_idx
    return pred


def merge_docs(chunks, nli_model):
    merged_chunks = []

    def _add_chunk(chunk: Document):
        merged_chunks.append(chunk)

    premise = chunks[0]
    for i in tqdm(range(1, len(chunks) - 1), ):
        hypothesis = chunks[i]
        if same_sentence(premise, hypothesis, nli_model):
            premise_candidate = premise.page_content + ' ' + hypothesis.page_content
            if count_tokens(premise_candidate) > 500:
                _add_chunk(premise)
                premise = hypothesis
            else:
                premise = Document(premise_candidate, metadata=premise.metadata)
        else:
            _add_chunk(premise)
            premise = hypothesis
    _add_chunk(premise)

    return merged_chunks

В этом коде функция последовательно перебирает массив документов, сравнивая соседние элементы с помощью модели логического вывода, и при совпадении объединяет их текст, если это не превышает заданный лимит в 500 токенов. При превышении лимита или при отсутствии совпадения текущий документ добавляется в итоговый список, после чего процесс продолжается со следующим документом. В итоге формируется список слитых документов с учётом общей смысловой нагрузки. Немного другой вариант семантического чанкинга отражен в этом репозитории.

Гибридный поиск

Схема

Гибридный поиск

Гибридный поиск представляет собой стратегию извлечения информации, при которой данные разбиваются на несколько смысловых полей, например, такие как название документа, основной текст, краткое описание и т.д.

Суть подхода заключается в том, что каждая из этих колонок переводится в векторное пространство, при этом каждая колонка может иметь свой собственный векторный индекс. Такой многоколоночный метод позволяет учитывать контекст и структуру данных более тонко, чем классический одноколончатый индекс, в котором все тексты хранятся и обрабатываются как единый набор.

Одноколончатая схема подходит для самых простых случаев, где необходима лишь поверхностная векторизация общего контента, однако при усложнении структуры данных и многоплановой аналитике такой индекс может упустить важные детали.

Одним из простейших способов реализации гибридного поиска является схема вопрос-ответ, где каждый из векторных пространств анализируется на соответствие заданному вопросу, после чего возвращается наиболее релевантный результат.

В случае гибридного поиска значимость каждой колонки может регулироваться через весовые коэффициенты, что даёт возможность гибко настраивать алгоритм под конкретные задачи: если, например, критически важны заголовки, им можно придать больший вес при расчёте итогового сходства.

Например, в коде это может быть реализовано следующим образом:

Пример кода

import numpy as np
def hybrid_search(query, vector_index, weights):
    query_vector = encode(query)
    results = []
    for doc_id, vectors in vector_index.items():
        score = 0
        for column_name, vector in vectors.items():
            score += np.dot(query_vector, vector) * weights.get(column_name, 1.0)
        results.append((doc_id, score))
    results.sort(key=lambda x: x[1], reverse=True)
    return results

Анасамблевые методы

Скрытый текст

Поиск ансамблевым методом

Ансамблевые методы поиска в RAG являются стратегией, при которой несколько независимых моделей одновременно извлекают релевантные документы (включая мультиязычные и мультимодальные данные), а их результаты объединяются для последующей генерации ответа; благодаря этому компенсируются недостатки каждой модели, что особенно важно в случаях, когда необходимо учитывать как разные языки, так и различные типы контента (например, тексты с изображениями), обеспечивая более широкий охват и точность итогового результата.

Пример кода

import numpy as np

def ensemble_search(query, vectorizers, vector_index, weights):
    query_vectors = {}
    for name, vectorizer_func in vectorizers.items():
        query_vectors[name] = vectorizer_func(query)
    results = []
    for doc_id, doc_vectors in vector_index.items():
        score = 0
        for name, doc_vector in doc_vectors.items():
            if name in query_vectors:
                score += np.dot(query_vectors[name], doc_vector) * weights.get(name, 1.0)
        results.append((doc_id, score))
    results.sort(key=lambda x: x[1], reverse=True)
    return results

RAG-fusion

Схема

RAG-fusion

RAG-Fusion [6] объединяет идею классического RAG с алгоритмом reciprocal rank fusion (RRF), генерируя несколько переформулированных под-запросов и используя их для извлечения релевантных документов с помощью поискового движка или системы векторного поиска. RRF -- это метод комбинированного ранжирования, где каждому документу, встречающемуся в нескольких списках выдачи, присваивается балл по формуле, отражающей обратную величину позиции документа, а затем документы сортируются по сумме этих баллов, благодаря чему наиболее релевантные материалы оказываются вверху итогового списка. Наконец, объединенный набор документов вместе с исходным и под-запросами подаются на вход большой языковой модели, которая формирует итоговый ответ, учитывая всю доступную информацию.

Пример кода

import faiss
import numpy as np
import torch
from sentence_transformers import SentenceTransformer
from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline

docs = [
    "Микроконтроллер с ARM Cortex-M4 ядром и тактовой частотой 200 МГц",
    "Новый высокопроизводительный микроконтроллер для промышленных приложений",
    "Оперативная память 512 КБ, флеш-память 1 МБ, набор периферийных интерфейсов",
    "Микроконтроллер со встроенным модулем беспроводной связи",
    "Низкое энергопотребление и широкий диапазон рабочих напряжений"
]

embedding_model = SentenceTransformer("belyakoff/XLM-RoBERTa-485")
doc_embeddings = embedding_model.encode(docs, convert_to_numpy=True)
index = faiss.IndexFlatL2(doc_embeddings.shape[1])
index.add(doc_embeddings)

tokenizer = AutoTokenizer.from_pretrained("belyakoff/llama-3.2-3b-instruct-fine-tuned")
model = AutoModelForCausalLM.from_pretrained("belyakoff/llama-3.2-3b-instruct-fine-tuned")
generator = pipeline("text-generation", model=model, tokenizer=tokenizer)

def search(query, top_k=5):
    q_emb = embedding_model.encode([query], convert_to_numpy=True)
    dists, inds = index.search(q_emb, top_k)
    r = []
    for i, idx in enumerate(inds[0]):
        r.append({"document_id": f"doc_{idx}", "text": docs[idx], "rank": i+1})
    return r

def generate_sub_queries(q, g, n=3):
    r = []
    for i in range(n):
        t = g(f"Переформулируй запрос: {q} (вариант {i+1})", max_new_tokens=30)
        r.append(t[0]["generated_text"])
    return r

def reciprocal_rank_fusion(lst, k=60):
    s = {}
    for l in lst:
        for d in l:
            i = d["document_id"]
            r = d["rank"]
            sc = 1/(k+r)
            if i not in s:
                s[i] = {"document_id": i, "text": d["text"], "score": 0}
            s[i]["score"] += sc
    f = sorted(s.values(), key=lambda x: x["score"], reverse=True)
    return f

def generate_answer(g, uq, sq, docs_, top_n=3):
    d = docs_[:top_n]
    p = f"Пользовательский запрос: {uq}\n\nАльтернативные запросы: {sq}\n\nНайденные документы:\n"
    for i, doc in enumerate(d, 1):
        p += f"{i}. [{doc['document_id']}] {doc['text']}\n"
    p += "\nСформируй ответ на основе данной информации:"
    ans = g(p, max_new_tokens=100)
    return ans[0]["generated_text"]

def rag_fusion_pipeline(q, g):
    sub_q = generate_sub_queries(q, g)
    all_lists = []
    for sq in sub_q:
        r = search(sq)
        all_lists.append(r)
    fused = reciprocal_rank_fusion(all_lists)
    return generate_answer(g, q, sub_q, fused)

x = "Какие технические характеристики нового микроконтроллера?"
res = rag_fusion_pipeline(x, generator)
print(res)

Graph RAG

В классическом RAG, основанном на векторном поиске, из огромного количества документов система отбирает несколько наиболее релевантных фрагментов, а затем подаёт их в контекст языковой модели. Такой механизм эффективно отвечает на конкретные вопросы, где весь нужный контент умещается в узком наборе найденных абзацев. Однако он сталкивается с трудностями при попытках дать комплексный обзор по целому корпусу, поскольку краткие локальные выборки не способны охватить всё тематическое многообразие, а размер окна контекста у модели всё равно ограничен.

Схема Graph RAG (упрощенная)

Чтобы преодолеть эти ограничения, Graph RAG дополняет базовый принцип RAG за счёт построения графовой структуры знаний по всему корпусу. Система разбивает текст на чанки, после чего извлекает сущности и отношения, а затем группирует их в сообщества с помощью алгоритмов кластеризации (например, Лейденская). Для каждого такого сообщества, между которыми установлены прочные связи, формируются краткие сводки, фиксирующие смысловое содержание соответствующей части графа. В результате вся информация иерархически сегментируется, и при ответе на пользовательский запрос языковая модель может "собирать" ответ, опираясь на эти сводки. В момент запроса на основе входных данных (чанков из сводок сообществ) модель параллельно генерирует набор промежуточных ответов, каждый из которых отражает интерпретацию части глобального контекста, затем полученные ответы ранжируются по релевантности к запросу и агрегируются в один финальный, глобальный ответ, который максимально полно охватывает запрос пользователя [7].

Заключение

Таким образом, RAG представляет собой мощный инструмент для объединения поиска и генерации информации, позволяя значительно повысить точность и актуальность ответов моделей. Однако её "наивная" реализация часто сталкивается с ограничениями, будь то недостаточная релевантность или некачественная предобработка. В статье были рассмотрены основные методы улучшения RAG, которые помогают не только повысить точность и надежность генерации, но и адаптировать технологию к более сложным сценариям, требующим глубокой аналитики и многошагового рассуждения. Внедрение таких методов открывает новые возможности для развития интеллектуальных диалоговых систем, рекомендательных сервисов и бизнес-аналитики, делая RAG одним из перспективных направлений в области генеративного ИИ.

ССЫЛКИ

0. Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks https://arxiv.org/abs/2005.11401

1. The Ultimate Guide to Evaluate RAG System Components: What You Need to Know -- https://myscale.com/blog/ultimate-guide-to-evaluate-rag-system

2. Lost in the Middle: How Language Models Use Long Contexts https://arxiv.org/pdf/2307.03172

3. Encodechka https://github.com/avidale/encodechka

4. Vector Database Benchmark Tool https://zilliz.com/vector-database-benchmark-tool

5. AlpacaEval https://github.com/tatsu-lab/alpaca_eval

6. RAG-Fusion: a New Take on Retrieval-Augmented Generation https://arxiv.org/html/2402.03367v2

7. From Local to Global: A GraphRAG Approach to Query-Focused Summarization https://arxiv.org/pdf/2404.16130

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25 февр. 2025 г.

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17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 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
17.09.25 23:50 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
17.09.25 23:50 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
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 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
18.09.25 12:22 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
18.09.25 13:04 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 16:46 carolinehudso83

I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
19.09.25 00:54 frank2025

Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 15:27 tonykith01477

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
19.09.25 17:12 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
19.09.25 17:12 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
20.09.25 15:05 faithlawrence

I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
20.09.25 15:53 blessing1198

It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
21.09.25 12:05 star1121

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:54 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
23.09.25 14:45 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
23.09.25 19:27 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
23.09.25 22:38 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 12:22 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
24.09.25 15:50 michaeldavenport218

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
24.09.25 15:50 michaeldavenport218

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
24.09.25 15:50 michaeldavenport218

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
24.09.25 19:08 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:50 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:55 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 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
24.09.25 20:52 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
26.09.25 12:29 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 15:42 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
26.09.25 15:42 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
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 19:08 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 19:53 carolinehudso83

You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
26.09.25 22:25 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 22:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 22:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.09.25 03:07 Angela_Moore

I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
28.09.25 00:42 Anitastar

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28.09.25 01:48 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
28.09.25 01:48 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
28.09.25 01:49 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
29.09.25 13:47 thomassankara

USDT recovery expert / company I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
29.09.25 16:32 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
29.09.25 16:32 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
29.09.25 19:46 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( recoveryfundprovider@gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
29.09.25 21:06 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
30.09.25 11:02 patricialovick86

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30.09.25 11:02 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
01.10.25 16:51 beverlyalex010

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01.10.25 17:24 johnn

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01.10.25 17:25 johnn

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