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LLM во временных рядах: от предикта температуры до крипотовалют

Базовое желание человека -- знать что будет дальше. Какая завтра погода, в какое время не будет пробок, сколько будет стоить нефть и бакс. Было бы удобно провести быстрый анализ с LLM, ведь у каждого есть доступ хотя бы к одной нашумевшей нейросетке.

Тем более LLM уже может прогнозировать будущее! Ниже вы можете посмотреть результаты прогноза для разных временных рядов из статьи Large Language Models Are Zero Shot Time Series Forecasters.

Остается лишь вопрос, а можно ли лучше? Давайте разберемся!

Результаты статьи Large Language Models Are Zero Shot Time Series Forecasters

Всем привет, я Арсений, DS в Raft. Сегодня я расскажу Вам как стать профессиональным аналитиком и предсказать куда пойдет график с помощью LLM. Ну или хотя бы попытаться им стать. Если LLM могут предсказывать следующее слово и генерировать для нас связные тексты на любой запрос, может они могут предсказать следующие несколько значений, например, курса валют. А мы бы уже заработали на этом. Или нет?..

"Это Вам не текст!"

Что вообще такое временной ряд? Это любая последовательность значений во времени. Например, температура, или график ценных бумаг. В общем все что можно измерить с в различные периоды времени. Временные ряды имеют важные показатели как тренд и сезонность.

Тренд – это общее направление изменения данных со временем. Если значения постоянно растут или падают, значит, есть тренд. Например, средняя температура Земли постепенно повышается – это восходящий тренд.

Сезонность – это регулярные колебания, которые повторяются через определенные промежутки времени. Например, зимой повышается спрос на отопление, а летом – на мороженое.

Кроме тренда и сезонности, во временных рядах могут быть случайные колебания (шум) и долгосрочные циклы. Анализ таких данных помогает прогнозировать погоду, цены, спрос на товары и многое другое.

Как же можно применить способности LLM для такого формата данных? Я просмотрел много свежих статей с топовых конференций NeuralIPS, ICLR где применяют LLM и трансформерные архитектуры для решения задач временных рядов. Более подробный обзор статей можно найти в конце, а остановился я на той статье, в которой авторы добились наиболее точных предсказаний.

Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Time-LLM – это метод, который позволяет использовать большие языковые модели (LLMs) для предсказания временных рядов без их дообучения (звучит неплохо, не тратим кучу времени и денег на видеокарты), но с перепрограммированием входных данных. В отличие от других подходов, которые требуют полной адаптации модели под данные, Time-LLM замораживает веса языковой модели (в статье GPT-2 или LLama-7B) и использует специальные преобразования входных и выходных данных, чтобы привести их в удобный для LLM формат.

Общая архитектура Time-LLM

Верхнеуровнево это выглядит так. Входная последовательности временного ряда разбивается на патчи с помощью настраиваемого слоя внедрения патчей (1 в архитектуре). Затем эти патчи переводятся в языковую задачу с помощью слоя перепрограммирования (2 и 3 в архитектуре). Дополнительно добавляется промпт с описанием задачи и ключевыми признаками (4 в архитектуре) для увеличения способности модели к рассуждению. На выходе модели патчи проецируются в формат временного ряда (5 в архитектуре).

Рассмотрим более детально каждый из шагов.

Патчи

Патчинг временного ряда.

При патчинге временной ряд разбивается на L/S групп временных промежутков, где L – длина последовательности, S – длина шага. Это сокращает количество токенов при подаче в следующих слой перепрограммирования, а так же дает представление о локальной семантической информации, рассматривая несколько значений сразу. Затем идет слой перепрограммирования.

Слой Перепрограммирования

Перепрограммирование

Данный слой переводит входной временной ряд из набора чисел в текстовое представление, которое обычно и ожидает на вход LLM. Для описания колебания целевой переменной во временных патчах используется определенный словарный запас. Получается текст на естественным языком, например: “long up, then steady down”.

Затем этот текст передается в embedding слой и затем уже в multi-head слои замороженной LLM.

Слой перепрограммирования обучается под специальный набор данных или может быть обучен на общих данных использовать Time-LLM как zero-shot предсказатель.

Prompt-as-Prefix

Промпт с информацией для LLM

Помимо самого временного ряда, модели предоставляется промпт с описанием домена задачи, определенные инструкции и статистические показатели временного ряда. Например, как на рисунке:

общее описание данных: ETT – температура трансформатора электроэнергии
специфика домена: Когда ожидаются пики, описание сезонности.
инструкция: сколько значений предсказать
статистическое описание: минимум и максиму в пределах которых происходит колебание, общий тренд, медиана и т.д.

Общее описание пользователь может менять в зависимости от задачи. Горизонт предсказания и длина входной последовательности задаются при запуске с учетом данных, а статистические значения рассчитываются автоматически. Обратите внимание, что 5 основных задержек рассчитываются с использованием быстрого преобразования Фурье, которое в основном использует входные данные и преобразует их в график зависимости амплитуды от частоты. Частоты с наибольшими амплитудами являются наиболее важными.

Благодаря такому промпту, LLM получает контекстное представление о задаче и временном ряде, а также инструкции по предсказанию следующих значений.

В итоге, промпт и перепрограммированные данные объединяются и подаются на вход модели.

Выходной слой

Выходные патчи проецируются в числовые представления с помощью линейного слоя и возвращаются как временной ряд пользователю. Этот слой тоже обучаемый, как и слой перепрограммирования.

Технические особенности Time-LLM

Замороженные Слои: Модель не обучается, что снижает количество обучаемых параметров. Например, для Llama (32) обучаемы параметры составляют 6,39M, по сравнению с 50,29M для QLoRA.
Гиперпараметры:
- Эпохи -- 100.
- Глубина LLM -- 32 слоя.
- Длина входа T -- 512.
- Размерность патча -- 16.
- Количество голов K -- 8.
- Оптимизатор Adam.
- Скорость обучения от 0.001 до 0.02 s/iter.
- Размер батча настраиваемый от 8 до 32.

Мои тесты с Time-LLM

Я решил проверить код статьи и запустить Time-LLM на базе новой модели LLama-3.2-3B. Она вышла относительно недавно и является первой моделью в семействе LLama с числом параметров меньше 7 миллиардов. У модели из статьи и выбранной мной отличается размерность слоя эмбеддинга, поэтому при обучении слоя перепрограммирования и выходного слоя число обучаемых параметров снижается до ≈ 4.8 млн обучаемых параметров. Это ускоряет процесс обучения и экономит память. Что касается данных, в статье лучшие результаты получились на данных ETTh1 – температуры трансформатора электроэнергии, замеряемой раз в час, поэтому я взял этот датасет. Вычисления я производил на RTX 4090 (24GB).

Обучение Time-LLM

Сперва я склонировал репозиторий. В их коде было не так просто разобраться, и пришлось поменять несколько файлов, чтобы запустить весь процесс.

В файл с моделями TimeLLM.py добавил LLama-3.2-3B.

<...>
elif configs.llm_model == 'LLAMA-3.2':
    self.llama_config = LlamaConfig.from_pretrained("unsloth/Llama-3.2-3B")
    self.llama_config.num_hidden_layers = configs.llm_layers
    self.llama_config.output_attentions = True
    self.llama_config.output_hidden_states = True
    try:
        self.llm_model = AutoModelForCausalLM.from_pretrained(
            pretrained_model_name_or_path="unsloth/Llama-3.2-3B",
            trust_remote_code=True,
            local_files_only=False,
            config=self.llama_config,
            # load_in_4bit=True
        )
    except EnvironmentError:  # downloads model from HF is not already done
        print("Local model files not found. Attempting to download...")
        self.llm_model = AutoModelForCausalLM.from_pretrained("unsloth/Llama-3.2-3B",
            trust_remote_code=True,
            local_files_only=False,
            config=self.llama_config,
            # load_in_4bit=True #deprecated
        )
    try:
        self.tokenizer = AutoTokenizer.from_pretrained("unsloth/Llama-3.2-3B",
            trust_remote_code=True,
            local_files_only=True
        )
    except EnvironmentError:  # downloads the tokenizer from HF if not already done
        print("Local tokenizer files not found. Atempting to download them..")
        self.tokenizer = AutoTokenizer.from_pretrained("unsloth/Llama-3.2-3B",
            trust_remote_code=True,
            local_files_only=False
        )

В скрипту обучения TimeLLM_ETTh1.sh настроил гиперпараметры под модель Llama-3.2-3B:

Входные данные: 512 чисел (--seq_len), модель предсказывает 96 следующих значений (--pred_len).
Функция потерь: MSE
Метрики: MSE и MAE.
Эпох: 50 (ранняя остановка при 10 эпохах без улучшения валидационного лосса).
Размер датасета: Train / Val / Test = (8545, 2881, 2881).
batch_size: 16.
Используемые слои LLama (l--lama_layers): 28 (в статье использовали 32, т.к. модель была больше).

model_name=TimeLLM
train_epochs=50
learning_rate=0.01
llama_layers=28
master_port=29400
num_process=1
batch_size=16
d_model=256
d_ff=512

comment='TimeLLM-ETTh1'

accelerate launch --mixed_precision bf16 --num_processes $num_process --main_process_port $master_port run_main.py \
  --task_name long_term_forecast \
  --is_training 1 \
  --root_path ./dataset/ETT-small/ \
  --data_path ETTh1.csv \
  --model_id ETTh1_512_96 \
  --model $model_name \
  --data ETTh1 \
  --features M \
  --seq_len 512 \
  --label_len 48 \
  --pred_len 96 \
  --factor 3 \
  --enc_in 7 \
  --dec_in 7 \
  --c_out 7 \
  --des 'Exp' \
  --itr 1 \
  --d_model $d_model \
  --d_ff $d_ff \
  --batch_size $batch_size \
  --learning_rate $learning_rate \
  --llm_layers $llama_layers \
  --train_epochs $train_epochs \
  --model_comment $comment \

Что получилось в итоге:

Среднее время на итерацию: ~0.57 секунд.
MSE (Train): 0.384
MSE (Test): 0.401
MAE (Test): 0.423
Эпохи: 17, из-за срабатывания ранней остановки

Как это соотносится с результатами из статьи?

В статье использовали 32 слоя против 28 и больший размер модели – 8B против 3B, и тренировали больше эпох -- 100 вместо 17. Всего обучение заняло около 10 часов.

Финальные результаты в статье чуть лучше чем у меня: MSE 0.362 против 0.401. Но с учетом того, что я использовал меньше слоев и меньше времени на обучение, мой результат получился очень близким.
Результаты также оказались лучше чем в статье Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities, где с использованием перефразирования похожей техники перефразирования временного ряда в текст авторы получили MSE 1.21 и MAE 0.48.

Даже с урезанной конфигурацией Time-LLM работает эффективно и показывает точность на уровне оригинального эксперимента. Однако это трудно назвать быстрым и универсальным решением, поскольку заняло очень много времени на перепрограммирование, а также решение тяжело обобщается, т.к. всю настройку я производил только для одного набора данных, непосредственно ETTh1.

А можно ли проще?

Как стало понятно из предыдущего вывода, даже обучение не всей модели, а лишь ее части -- процесс небыстрый. Поэтому да здравствует сила промптинга! Я решил исследовать способности модели к zero‑shot предсказанию временных рядов. Следующее решение имеет некоторые преимущества по сравнению с Time‑LLM:

Модели во много раз больше тех, что были в статье и в моем эксперименте (На
Подробные промпты и системные инструкции
Гораздо более быстрый ответ без затрат времени на обучение.

На это решение меня подтолкнула еще Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities. Авторы исследуют как модель анализирует временные ряды представленные в числовом виде и с небольшим промптом с дополнительной информацией, а затем использует метод, где перефращирует временной ряд в словесное описание, по типу “Значение снизилось с X_i до X_i+1, и выросло от X_i+1 до X_i+2”. Эксперименты показали, что GPT-3.5, GPT-4-turbo-preview, Gemini-Pro-1.0 и Llama-2-13B показывают лучшие результаты на данных с четко выраженными трендами и сезонностью, но сталкиваются с трудностями на данных с несколькими периодами или отсутствием ярко выраженных паттернов. На некоторых датасетах авторам удалось достичь лучших результатов чем классическим моделями предсказания временных рядов, однако это все еще не SOTA решение.

Я решил провести свой эксперимент, в котором подаю модели временные данные без изменений, пользовательский промпт с описанием задача, а также системный промпт. Я так же провел много экспериментов с версиями промптов и форматом данных, в том числе с преобразованием данных в текстовый вариант, как описано выше. Однако результаты были на том же уровне, что и при обычном прогоне с прямой подачей промпта и чисел. Сравнивать буду o3-mini и новые модели от DeepSeek, чатовую V3 и reasoning модель R1. Данные пока оставлю те же -- ETTh1. Системный промпт задает модели роль аналитика временных рядов, пользовательский вводит в контекст конкретных данных. На вход все так же даю последовательность 512 температурных значений, ожидая получит 96 предсказаний. Для усреднения делаю прогон 10 раз и беру медиану.

Системный промпт:

"You are a highly skilled time series forecasting assistant with expertise in financial market analysis. Your role is to provide precise and context-aware predictions based solely on the numerical patterns in historical data trends. Assume you are an analyst at Vanguard Total Bond Market, specializing in interpreting financial and operational time series data. Always emulate the behavior of an advanced time series prediction model, considering statistical methods, trend analysis, seasonality, and plausible ranges. When responding, output only a list of predicted numbers in the format [value1, value2, ...] with no additional text or explanation."

Пользовательский промпт:

"The Electricity Transformer Temperature (ETT) dataset contains time-series data with "oil temperature" as the target value and 6 power load features. Given this context, simulate the next {pred_len} (exactly this amount) values with 16 digits based on the trend in input_sequence using your best analytical skills. Output only a list of numbers, formatted as [value1, value2, ...], with values separated by commas. Provide values that are plausible and within the range of the existing data. Never start your answer with "I'm sorry" or "I can't" etc.\n input_sequence:\n{input_sequence}"

На рисунке ниже видно, что результаты медианного предсказания намного хуже, чем при предыдущем способе с перепрограммированием модели – MSE: 2.095, MAE: 1.048. Однако среди 10 предсказаний есть очень успешные, и рисунке видно, что для одного из 10 предсказаний o3-mini заметила сезонность в данных и продолжила ее, с небольшой разницей в пиковых точках с метриками MSE: 0.479 и MAE: 0.498. Среди этих 10 предсказаний был еще один хороший результат с MSE: 0.658 и MAE: 0.566. Это конечно сравнимо с результатами полученными при дообучении LLama-3.2-3B которое я делал выше, и это очень круто.

Без дообучения буквально за один промпт получил предикт, который получался со сложным дообучением модели. Однако это один из редких случаев, когда модель так четко сгенерировала ответ. Способность есть но нет детерминации.

ETTh1, O3-mini медианное значение и одно из 10 предсказаний O3-mini.

Что касается DeepSeek моделей, то V3 показал результат, похожий по качеству на o3-mini. Опять таки, это одно предсказание, но неплохо для zero-shot, неправда ли?

Результаты DeepSeek V3 сравнимы со статьей Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities, где получили похожие результаты на тех же данных (на GPT-4-Turbo: MSE=1.2, MAE=0.49).

В отличие от V3, DeepSeek R1 -- умная модель с reasoning'м -- выдал откровенную чушь, хоть в своем рассуждении он и пытается найти сезонность и тренд, но в итоге сводит все к тому, что будет просто прибавлять малое значение, увеличивая каждое следующее значение, по типу арифметической прогрессии.

Слева: Zero-shot DeepSeek V3. Справа: Zero-shot DeepSeek R1

Как это можно применить?

Ладно, температура масляного трансформатора в энергосистемах не так интересна простому обывателю и он не сталкивается с ней в реальной жизни. Может можно применить LLM для спекулятивного заработка? Для данных решил взять что-нибудь более прикладное и интересное.

Например график хайповой криптовалюты $TRUMP. Я сам слежу за криптой и сделал на этой монетке 3х, продав перед инаугурацией Трампа. Сейчас курс обрушился, монета стоит на месте как и весь рынок. Однако не мог же 47 президент США просто всех заскамить? Я верю в то что монетка отрастет, давайте посмотрим, какие прогнозы дают LLM на базе графика монеты.

Итак в качестве данных попробуем часовой график $TRUMP. По имеющейся последовательности значений input_sequence (монета вышла 19 января 2025 года, поэтому input_sequence будет не такой большой) будем предсказывать pred_length=96 часов или на 4 дня вперед, вдруг мы сможем предугадать неожиданный рост. Используем промпт пользователя с дополнительной информацией о графике, а так же системный промпт с указанием роли. Сравнивать я буду две свежие reasoning модели, делая по 10 обращений к O3-mini и DeepSeek R1. Для сбалансированного ответа я беру медиану предсказанных значений.

Системный промпт:

Пользовательский промпт:

"""TRUMP Coin is a memecoin associated with political branding and speculative trading, often experiencing high volatility.\nGiven this context, simulate the next {pred_len} (exactly this amount) values based on the trend in the input_sequence using your best analytical skills. Output only a list of numbers, formatted as [value1, value2, ...], with values separated by commas. Never start your answer with "I'm sorry" or "I can't" etc.\n input_sequence:\n{input_sequence}\n\n**labels:** (Hidden)"""

Слева: Медиана O3-mini. Справа: Медиана DeepSeek R1

Результаты не вселяют надежды.

Может LLM сможет лучше проанализировать что-то с чем она явно познакомилась во время своего обучения, а именно Bitcoin? Поскольку на момент cut-off знаний в ноябре 2023 o3-mini точно знала об этой фундаментальной криптовалюте.

Системный промпт оставим тот же, только меняется само описание крипто валюты в промпте пользователя. Так же возьмем дневной график на 365 значений, попытаемся предсказать следующие 56 дневных закрытий. Видно что обе модели не делают сильных отклонений и стараются просто продолжить линию опираясь на последнее значение ряда. Модель не может заметить никакой трендовой зависимости и технический анализ можно считать провальным.

Слева: Медиана O3-mini. Справа: Медиана DeepSeek R1

Заглянем в будущее

Можно еще посмотреть на случаи предсказание без сравнения с уже имеющимися данными, а просто от текущей даты спрогнозировать следующие pred_len значений.

Ради интереса для TRUMP взял 672 часа (или 28 дней) а для BTC взял 56 дней (или же примерно 2 месяца)

Слева: Медиана O3-mini. Справа: Медиана DeepSeek R1

Временные Ряды ПРОТИВ ЛЛМ

Подытожу. Несмотря на бесконечный поток новых моделей и комментарии к релизам про скорый AGI и замену всех и всего ИИ, постепенно вау эффект от LLM снижается. Если раньше при простом запросе мы удивлялись: «Ого, оно умеет в написание кода» (это был бойлерплейт код) XD, то теперь наши аппетиты и запросы растут, и зачастую, подавая моделям сложные запросы, мы видим, что как говорил классик «Ваши ожидания — Ваши проблемы».

Вы скажете почему у меня были ожидания, что ЛЛМ будут хороши на абсолютно не своем домене – временных рядах? Я отвечу – я такой же ленивый человек как и все и хочу решать сложные задачи пассивного заработка щелчком пальцев. Пока не вышло. Однако безусловно можно отметить прогресс Time-LLM. Авторы статьи молодцы, что это действительно рабочий подход, а не очередной папирус, но подход слишком трудозатратный. Пока рано говорить о применении ЛЛМ именно как next-time-series-value-prediction, но как о хорошем анализаторе текстовых данных касающихся рынков, активов и прочего безусловно. А дальше уже решение за вами. Ну а пока используем классические методы предсказания временных рядов и откупаем биток! Всем до встречи.

Мои эксперменты и скрипты с описанием можете найти у меня в репозитории.

P.S.

Поскольку результаты с промптингом получались не столь удачные, у меня возникали различные гипотезы, как можно было бы улучшить результаты.

Гипотеза 1. Добавить в промпт примеры того же графика, но за другой промежуток времени.

Это своего рода попытка few-shot’а модели, аля смотри как было, давай попробуй так же. Данные я добавлял в пользовательский промпт вот так:

Дополнение промпта:

"""
I will give you an example of the same graphic from the past. Pay attention to the following example.
You can analyze the fluctuations of the price and how the price changed by comparing the two sequences:
price_before: {closing_example}
price_after: {closing_prices_next}
"""

Предсказания производились для трех таймфреймов -- день, часы, минуты

День: --time_period 60 --pred_len 30
Часы: --time_period 256 --pred_len 48
Минуты: --time_period 256 --pred_len 60

По результатам вышло, что особо улучшения нельзя получить. Разве, что в минутном таймфрейме получилось что-то более адекватное, но все равно далеко от правды.

Медианный результат на O3-mini. Столбец слева: без дополнительного промпта. Столбец справа: с дополнительным промптом.

Гипотеза 2. Добавить в промпт информации про техники работы с временными рядами.

Данный подход призван стриггерить модель вспомнить методы работы с временными рядами, которые она запомнила в процессе претрейна. Пользовательский промпт расширяется описанием техник характерных для временных данных. Включает в себя скользящее среднее, полосы Боллинджера, Фурье и Вейвлет анализ, часто применяющийся для анализа сигналов, а также классические методы по типу ARIMA.

Дополнение промпта

"""
### Time Series Analysis Techniques:

To simulate the next {args.pred_len} values accurately, consider key forecasting methods:
  - Moving Averages (SMA, EMA, WMA): Identify trends while preserving price movement amplitude.
  - Bollinger Bands & Volatility Models: Capture rapid price swings and sudden trend reversals.
  - Fourier & Wavelet Analysis: Detect periodic patterns and high-frequency fluctuations.  
  - Autoregressive Models (ARIMA, GARCH): Model trend shifts and price momentum.

### Simulation Guidelines:
    - Pay special attention to all values in input_sequence—each point carries meaningful trend information.
    - Keep up with the amplitude of previous fluctuations; maintain the scale of peaks and drops. MAKE STEEP UPWARDS AND DOWNS.
    - Ensure high volatility representation by incorporating sharp reversals and momentum-driven shifts.
    - Avoid excessive smoothing—Bitcoin is known for sudden price spikes and breakdowns.

Now, simulate the next {args.pred_len} values while following these characteristics.
"""

O3-mini с техническими данными в промпте.

Гипотеза 3. Использовать временные данные с более ярко выраженной сезонностью.

Как видно из эксперимента с ETT в некоторых генерациях удается довольно хорошо предсказать данные. Это может быть связано с тем, что данные имеют характерны колебания в течение дня, ночью спрос падает, днем растет. Модель видит эту закономерность и продолжает ее.

Данные с ярко выраженной сезонностью -- график цен на природный газ. Сезонность графика связана с периодами заполнения газовых хранилищ, а также покупкой его зимой для отопления.

Я использовал только месячные значения, чтобы лучше можно было проследить сезонность. В качестве входных данных – цена за последние 9 лет по месяцам, а в качестве выходных – 4 года по месяцам и сравниваю с лейблами. Меняется пользовательский промпт для газа, системный остается такой же как во всех экспериментах.

Пользовательский промпт

"""Given the historical price movement of Natural Gas (NATGAS/USD), this asset follows strong seasonal cycles and is heavily influenced by supply-demand factors, weather conditions, and energy policies.

**Key Considerations for Natural Gas Trends:**

1. Winter Demand: Prices typically spike in winter (October–March) due to heating needs.
2. Summer Demand: Power plant usage increases for cooling, affecting demand but to a lesser extent.
3. Storage Reports: Weekly US Energy Information Administration (EIA) storage reports create strong fluctuations.
4. Weather Forecasts: Extreme cold or heat can cause sudden price spikes due to unexpected demand.
5. Production & Exports: LNG (Liquefied Natural Gas) exports, geopolitical conflicts, and supply chain disruptions also impact prices.

**Output Requirements:**

Simulate the next {pred_len} values while accounting for seasonal cycles, volatility, and macroeconomic sentiment.

Output only a list of numbers formatted as [value1, value2, ...], separated by commas.

input_sequence:
{input_sequence}
"""

O3-mini на данных Natural Gas.

Гипотеза 4. Подавать входную последовательность в текстовом формате.

Это частый прием, который я заметил в статьях, в том числе в Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities. Во входной последовательности явно прописывается движение цены, например: “Цена упала с X_{i} до X_{i+1}”. Данный эксперимент тоже не увенчался успехом.

Все гипотезы не оправдали себя и значительного улучшения получить не удалось.

Кого интересует эта тема ниже прикрепляю ссылки на 2 статьи, которые мне особенно приглянулись.

P.P.S.

Кого интересует эта тема еще прикреплю ссылки на 2 статьи, которые мне понравились в процессе ресерча.

SOCIODOJO: BUILDING LIFELONG ANALYTICAL AGENTS WITH REAL-WORLD TEXT AND TIME SERIES

Авторы вводят понятие задачи гиперпортфеля. Цель гиперпорфеля — максимизировать общую стоимость активов путем точного анализа поступающих данных и прогнозирования их изменений. Авторы создают систему из трех агентов: аналитика, ассистента и актуатора, которые принимают решения об "инвестициях" в различные активы, представленные временными рядами, на основе экономических, финансовых, социальных и политических данных. Например, если агент получает новость о том, что экономика одной из стран начинает расти, он может решить "инвестировать" в временной ряд, отражающий экономический показатель этой страны, ожидая, что в будущем его стоимость вырастет. Эмулируя торговлю в реальном времени они смогли достичь доходности в 11% на минутных данных.

Large Language Models Are Zero Shot Time Series Forecasters

Авторы применяют технику zero-shot для моделей GPT-3.5, GPT-4, LlaMA2-70b. Данные временного ряда преобразовывались в последовательность цифр, разделенных пробелом и запятыми.

Преобразование входной последовательности.

Среди популярных датасетов были Darts, Monash и Informer, содержащие данные о потреблении тех или иных продуктов и тд.

Так же применялись параметры alpha и beta использовались для масштабирования входных данных временных рядов, чтобы адаптировать их для обработки языковыми моделями. Эти параметры применялись для управления масштабом и сдвигом значений временных рядов. Параметр alpha контролирует минимальный уровень сдвига данных, а beta отвечает за регулирование пределов значений временных рядов, чтобы данные лучше вписывались в контекст модели. Это позволило моделям, таким как GPT-3 и GPT-4, работать с данными, имеющими разные порядки величин, без потери точности в прогнозировании.

Модели проявили хорошие результаты в особенности на синтетических данных (графики функций):

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7 мар. 2025 г.

09.10.25 08:23 pHqghUme

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09.10.25 08:24 pHqghUme

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09.10.25 08:24 pHqghUme

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09.10.25 08:25 pHqghUme

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09.10.25 08:26 pHqghUme

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09.10.25 08:28 pHqghUme

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09.10.25 08:28 pHqghUme

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09.10.25 08:28 pHqghUme

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09.10.25 08:28 pHqghUme

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09.10.25 08:28 pHqghUme

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09.10.25 08:28 pHqghUme

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09.10.25 08:30 pHqghUme

is it ok if I upload an image?
09.10.25 08:33 pHqghUme

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09.10.25 08:34 pHqghUme

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09.10.25 08:34 pHqghUme

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09.10.25 08:35 pHqghUme

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09.10.25 08:36 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:41 pHqghUme

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09.10.25 08:41 pHqghUme

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09.10.25 08:42 pHqghUme

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09.10.25 08:42 pHqghUme

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09.10.25 11:05 marcushenderson624

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

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

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

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

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

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

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

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

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

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

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

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

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

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

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

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

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 15:47 MATT PHILLIP

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

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

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

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

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

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

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

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

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

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25.10.25 00:50 stevekalfman

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

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.10.25 01:03 Christopherbelle

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

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

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

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

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

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

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

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

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09:49 Christopherbelle

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

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