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[Перевод] GEPA вместо RL: как рефлексивная эволюция промптов обгоняет обучение с подкреплением

Аннотация

Большие языковые модели (LLMs) всё чаще адаптируются к downstream-задачам с помощью методов RL, таких как Group Relative Policy Optimization (GRPO), которые нередко требуют тысячи прогонов для освоения новых задач. Мы утверждаем, что интерпретируемая природа языка может предоставлять LLM куда более богатую обучающую среду по сравнению с policy gradient’ами, основанными на разреженных скалярных наградах.

Чтобы проверить эту гипотезу, мы представляем GEPA (Genetic-Pareto) — оптимизатор промптов, который системно использует natural language reflection для извлечения высокоуровневых правил из trial-and-error процесса. Для любой AI-системы, содержащей один или несколько промптов LLM, GEPA сэмплирует траектории на уровне системы (например, рассуждения, вызовы инструментов и их выводы) и анализирует их на естественном языке, чтобы диагностировать проблемы, предлагать и тестировать обновления промптов, а также объединять комплементарные инсайты с границы Парето собственных попыток.

Благодаря такому дизайну GEPA нередко превращает даже несколько прогонов в существенный прирост качества. На четырёх задачах GEPA в среднем превосходит GRPO на 10% и до 20% максимум, при этом используя до 35× меньше прогонов. GEPA также опережает ведущий оптимизатор промптов MIPROv2 более чем на 10% на двух LLM и демонстрирует обнадёживающие результаты как стратегия поиска на этапе инференса для задач оптимизации кода.

1. Введение

Рисунок 1. Сравнение динамики обучения нашего оптимизатора промптов GEPA с передовым (state-of-the-art) оптимизатором промптов MIPROv2 и алгоритмом GRPO (24 000 прогонов). По мере роста числа прогонов оптимизаторы промптов обучаются заметно быстрее, чем GRPO. GEPA существенно превосходит и GRPO, и MIPROv2 по итоговой метрике. Звёздочки на тестовом наборе показывают разрыв в качестве на отложенной выборке вопросов.

Большие языковые модели (LLM) позволили создавать агентов и системы, которые комбинируют нечеткие спецификации поведения на естественном языке с инструментами вроде retrieval и code execution. Такие системы поднимают вопрос о том, как именно следует «оптимизировать» LLM для достижения наилучшей downstream-производительности в рамках их окружения. Одним из популярных подходов к адаптации LLM к downstream-задачам является reinforcement learning with verifiable rewards (RLVR), включающий алгоритмы, такие как Group Relative Policy Optimization (GRPO) (Shao et al., 2024).Подобные RL-методы представляют метрики успешности в виде скалярного вознаграждения, наблюдаемого в конце каждого прогона (Lambert, 2025), и используют эти вознаграждения для оценки градиентов необходимых для улучшения политики.

Хотя такие RL-подходы эффективны, на практике им обычно требуются десятки тысяч прогонов, чтобы подстроиться под новые задачи. Например, недавние работы, использующие GRPO на различных задачах, часто берут до сотен тысяч прогонов для обучения (Chen et al., 2025b; Wu et al., 2025c; Zhang et al., 2025; Jin et al., 2025; Si et al., 2025; Wang et al., 2025a; Java et al., 2025; Chen et al., 2025a; Wu et al., 2025a; Sha et al., 2025; Lin et al., 2025; Peng et al., 2025; Song et al., 2025). Такая sample-inefficiency быстро превращается в серьёзное узкое место: многие downstream-приложения LLM вызывают дорогие инструменты, имеют ограничённый бюджет инференса на сэмплирование из самой LLM или просто не могут делать fine-tuning весов самых крупных или лучших по качеству моделей.

Мы наблюдаем, что прогоны, сэмплированные даже из весьма продвинутых LLM-систем, можно сериализовать в трассировки на естественном (и формальном) языке: по сути, они содержат лишь инструкции каждого LLM-модуля, получившиеся цепочки рассуждений, вызовы инструментов и, потенциально, внутреннюю «кухню» функции вознаграждения (например, сообщения об ошибках компилятора — до того, как они схлопываются в скалярные реварды). Поскольку такие сериализованные траектории легко понимаются современными LLM, мы утверждаем, что алгоритмы, которые целенаправленно учатся на естественном языке, рефлексируя по этим траекториям, могут гораздо эффективнее использовать сильные априорные языковые представления LLM по сравнению со стандартными RL-подходами.

Чтобы операционализировать эту идею, мы представляем GEPA (Genetic-Pareto) — рефлексивный оптимизатор промптов для составных AI-систем, объединяющий текстовую рефлексию с многообъективным эволюционным поиском. GEPA итеративно модифицирует каждый промпт внутри AI-системы на основе обратной связи на естественном языке, полученной из новых прогонов. В каждой модификации кандидатный промпт наследуется от предшественника, аккумулируя высокоуровневые знания, извлечённые из наблюдений и фидбэка от LLM. Чтобы избежать локальных оптимумов, к которым приводят жадные обновления промптов, GEPA поддерживает фронт Парето: вместо эволюции только глобально лучшего промпта, он стохастически исследует топовые варианты для каждой задачи, тем самым диверсифицируя стратегии и способствуя более надёжной обобщающей способности.

Мы оцениваем GEPA на четырёх различных задачах — multi-hop reasoning (HotpotQA; Yang et al., 2018), instruction following (IFBench; Pyatkin et al., 2025b), privacy-aware delegation (PUPA; Li et al., 2025a) и retrieval-augmented verification (HoVer; Jiang et al., 2020) — с использованием как open-моделей (Qwen3 8B; Yang et al., 2025; Team 2025), так и проприетарных (GPT-4.1 mini; OpenAI, 2025). Наши результаты показывают, что GEPA демонстрирует устойчивую генерализацию и высокую эффективность сэмплирования: на Qwen3 8B GEPA превосходит GRPO (24 000 прогонов с LoRA) на величину до 19%, при этом требуя до 35 раз меньше прогонов. В целом, GEPA достигает среднего прироста +10% по сравнению с GRPO на всех задачах. Более того, GEPA опережает предыдущий state-of-the-art оптимизатор промптов MIPROv2 (Opsahl-Ong et al., 2024) на каждом бенчмарке и каждой модели, обеспечивая суммарный прирост в +14% — более чем вдвое превышая результат MIPROv2 (+7%).

Даже в качественном плане промпты, сгенерированные GEPA, могут быть крайне эффективными. На Рисунке 2 приведены выдержки из промпта, созданного GEPA для модуля генерации запросов в системе multi-hop question answering (используемой в HotpotQA). Мы также отмечаем, что во многих случаях даже одно рефлексивное обновление промпта даёт значительное улучшение (что подчёркнуто в траектории оптимизации на Рисунке 5). Эти результаты демонстрируют, что рефлексивная эволюция промптов с использованием языкового фидбэка обеспечивает значительную эффективность сэмплирования и устойчивую генерализацию, открывая практический путь к оптимизации сложных, реальных AI-workflow в условиях ограничений по данным или бюджету. Наконец, мы также показываем многообещающие предварительные результаты применения GEPA как стратегии поиска на этапе инференса для задач code optimization на бенчмарках NPUEval (Kalade & Schelle, 2025) и KernelBench (Ouyang et al., 2025).

2. Постановка задачи

Составные AI-системы. Вслед за рядом работ мы определяем составную AI-систему как любую модульную систему, состоящую из одного или нескольких вызовов языковой модели (LLM), потенциально перемежающихся с вызовами внешних инструментов и оркестрируемых через произвольный control flow. Это определение охватывает широкий класс реальных LLM-ориентированных AI-систем, включая агентов, мультиагентные системы и универсальные scaffolding-техники, такие как ReAct (Yao et al., 2023), Archon (Saad-Falcon et al., 2025) и др.

Следуя Soylu et al. (2024); Khattab et al. (2024); Opsahl-Ong et al. (2024); Tan et al. (2025), мы формализуем такую систему как $\Phi = \bigl(M,\mathcal{C},\mathcal{X},\mathcal{Y}\bigr)$ , где $M = \langle M_{1}, \ldots, M_{|M|}\rangle$ обозначает языковые модули, задаёт control flow-логику, а $\mathcal{X}, \ \mathcal{Y}$ являются глобальными схемами входа/выхода.

Каждый модуль $M_i = \bigl(\pi_i, \bar{\theta}_i, \mathcal{X}_i, \mathcal{Y}_i\bigr)$ представляет собой LLM-субкомпонент:

— $\pi_i$ - его (системный) промпт, включающий инструкции и few-shot демонстрации,

— $\theta_i$ - веса базовой модели;

— $\mathcal{X}_i, \ \mathcal{Y}_i$ - схемы входных и выходных данных.

Во время исполнения управляет порядком вызова и последовательностью модулей — например, передаёт выходы одного модуля другому, вызывает модули условно или обращается к API инструментов. Таким образом, может вызывать разные модули в любом порядке и кратности.

Рисунок 2. Показан пример промпта, сгенерированного GEPA для извлечения документов на втором шаге в многошаговой вопросно-ответной системе, а также исходный seed-промпт, с которого всё начиналось. В Приложении I приведено сравнение промптов GEPA для всех задач с промптами, сгенерированными MIPROv2.

Оптимизация составных AI-систем. Пусть задана $\Phi$ . Обозначим $\Pi_{\Phi} = \langle \pi_{1}, \ldots, \pi_{|M|} \rangle$ как совокупность всех модульных промптов, а $\Theta_{\Phi} = \langle \theta_{1}, \ldots, \theta_{|M|} \rangle$ — как множество весов модулей. Таким образом, обучаемые параметры системы — это $\langle \Pi, \Theta \rangle_{\Phi}$ . Для экземпляра задачи (x,m) — где приводится к входной схеме $\mathcal{X}$ , а содержит метаданные для оценивания (например, gold-ответы, рубрики оценки, unit-тесты кода) — система порождает выход $y = \Phi\!\bigl(x;\, (\Pi,\Theta)_{\Phi}\bigr)$ . Далее метрика : $\mathcal{Y} \times \mathcal{M} \to [0,1]$ измеряет качество выхода относительно метаданных (например, через exact match, F1, pass rate и т. п.). Задача оптимизации формулируется так:

$\langle \Pi^{*}, \Theta^{*} \rangle_{\Phi} = \arg\max_{(\Pi,\Theta)_{\Phi}}\; \mathbb{E}_{(x,m)\sim\mathcal{T}} \bigl[\, \mu\bigl(\Phi(x;\,\langle \Pi,\Theta\rangle_{\Phi}),\, m\bigr) \bigr],$

где $\mathcal{T}$ — распределение задач.

Sample-Efficient оптимизация. Во множестве реальных сценариев прогоны — то есть вызовы с последующей оценкой — часто дороги вычислительно, финансово или по времени. Поэтому оптимизатор ограничен максимум прогонами на датасете $D_{\text{train}}=\bigl\{(x,m)_i\bigr\}_{i=1}^{N}$ с полным доступом к . Цель — найти параметры $\langle \Pi^{*}, \Theta^{*} \rangle_{\Phi}$ которые максимизируют качество на hold-out, не превышая бюджет прогонов :

$\langle \Pi^{*}, \Theta^{*} \rangle_{\Phi} = \arg\max_{\langle \Pi,\Theta \rangle_{\Phi}} \mathbb{E}_{(x,m)\sim\mathcal{T}} \Big[\, \mu\big(\Phi(x;\,\langle \Pi,\Theta\rangle_{\Phi}),\, m\big) \Big] \quad \text{s.t. }\; \#\text{rollouts} \le B .$

Эта формулировка отражает ключевую задачу, которая мотивирует нашу работу: как выжать максимальный обучающий сигнал из каждого дорогого прогона, чтобы обеспечить эффективную адаптацию сложных модульных AI-систем в условиях дефицита данных или ограниченного бюджета?

3. GEPA: рефлексивная эволюция промптов

Рисунок 3. GEPA работает итеративно — на каждой итерации предлагается новый кандидат, полученный улучшением уже существующих с помощью одной из двух стратегий: Reflective Prompt Mutation (см. раздел 3.2) или System Aware Merge (см. Приложение F). Сначала такие кандидаты оцениваются на мини-батче, и если показывают улучшение, то проверяются на более крупном датасете. Вместо того чтобы всегда выбирать для мутации одного лучшего кандидата, что может привести к локальному оптимуму, GEPA использует Pareto-based candidate sampling (см. раздел 3.3), который отбирает и сэмплирует кандидатов из списка лучших по каждой задаче, обеспечивая достаточное разнообразие. В совокупности эти проектные решения позволяют GEPA быть крайне эффективным по числу использованных прогонов, сохраняя при этом сильные свойства обобщения.

Мы представляем GEPA (Genetic-Pareto) — эффективный с точки зрения выборки оптимизатор для составных AI-систем, основанный на трёх ключевых принципах: генетическая эволюция промптов (см. раздел 3.1), рефлексия с использованием обратной связи на естественном языке (см. раздел 3.2) и Pareto-ориентированный отбор кандидатов (см. раздел 3.3). На Рисунке 3 приведён общий обзор GEPA, а полный алгоритм GEPA формализован на Рисунке 4.

GEPA получает на вход следующие данные: составную AI-систему , инициализированную простыми промптами для последующей оптимизации; обучающий датасет $D_{train}$ (состоящий из экземпляров задач (x, m) , как описано в разделе 2); стандартную метрику для задачи; функцию обратной связи μ_f (введённую в разделе 3.2) и общий бюджет прогонов .

3.1 Генетический цикл оптимизации

Для заданной составной AI-системы цель процесса оптимизации состоит в том, чтобы найти набор параметров ⟨Π, Θ⟩_Φ , которые максимизируют метрику на распределении задач. GEPA начинает с инициализации пула кандидатов $\mathcal{P}$ , где каждый кандидат представляет собой конкретную инстанциацию обучаемых параметров составной системы ⟨Π, Θ⟩_Φ . На начальном этапе пул кандидатов содержит только параметры базовой системы как единственного кандидата. Далее GEPA запускает цикл оптимизации, итеративно предлагая новых кандидатов и добавляя их в пул, продолжая процесс до исчерпания бюджета оценок.

Итеративно GEPA выдвигает всё более эффективных кандидатов, модифицируя существующих посредством мутации или кроссовера, используя обучающие сигналы, полученные из новых прогонов, и отслеживая при этом происхождение каждого нового кандидата. Это позволяет GEPA накапливать знания вдоль генетического дерева по мере продвижения оптимизации. Каждый новый кандидат наследует обучающие сигналы как от своих родителей, так и от текущего прогона.

На каждой итерации GEPA выбирает перспективных кандидатов из пула (этап выбора кандидатов), порождает нового кандидата — либо мутацией промптов в модуле на основе рефлексивной обратной связи, либо кроссовером между двумя кандидатами — и затем оценивает этот новый вариант на мини-батче задач. Если вновь предложенный кандидат демонстрирует улучшение по сравнению со своим родителем (или родителями) на локальном мини-батче, GEPA добавляет его в пул кандидатов $\mathcal{P}$ . Этот процесс включает обновление внутренних структур данных, фиксирующих родословную нового кандидата, а также полную его оценку на валидационном множестве $D_{pareto}$ , которое используется для выбора кандидатов.

После исчерпания бюджета GEPA возвращает кандидата с наилучшей агрегированной производительностью на $D_{pareto}$ .

Рисунок 4:

Слева: основной алгоритм GEPA для рефлексивной эволюции промптов. GEPA работает итеративно: на каждой итерации выбирает некоторых из текущих кандидатов для эволюции (строка 7), выполняет выбранного кандидата на мини-батче прогонов, при этом используя специальную функцию обратной связи для сбора модульно-специфической обратной связи, когда это возможно (строки 9–10, подробно описано в Разделе 3.2). Далее LLM используется для рефлексивного обновления промпта (строка 11), и проверяется, улучшилась ли производительность системы с новым промптом на мини-батче (строка 14). Если улучшение достигнуто, GEPA затем оценивает нового кандидата системы на полном наборе $D_{pareto}$ , добавляя его в список отслеживаемых кандидатов и помечая его родителя.
Справа: подпроцедура SelectCandidate, используемая в основном алгоритме GEPA, отвечает за выбор наилучшего кандидата для эволюции на следующей итерации оптимизации. Главная стратегия выбора кандидатов в GEPA — это нахождение недоминируемых кандидатов на фронте Парето (по всем экземплярам задач) и стохастический выбор одного из них на основе частоты их появления во фронте Парето.

3.2 Рефлексивная мутация промптов

Текстовые трассировки на естественном языке, генерируемые во время работы составной AI-системы, дают богатое представление о поведении и обязанностях каждого модуля, так как фиксируют промежуточные рассуждения и скрытые шаги вывода. Когда такие трассировки сопоставляются с финальным исходом системы (например, успехом или неудачей), они приобретают высокую диагностическую ценность, позволяя отследить ошибки или правильные решения до конкретных решений, принятых на уровне модулей. LLM может использовать эти трассировки через рефлексию для выполнения неявного распределения ответственности, связывая конечный результат с соответствующими модулями. Этот процесс рефлексии, в свою очередь, используется для внесения целевых изменений в отдельные модули, что приводит к значительным и эффективным улучшениям в поведении всей системы.

GEPA реализует это следующим образом: при выборе кандидата для мутации на текущей итерации оптимизационной петли, GEPA обновляет систему параметрами этого кандидата, выбирает целевой модуль для улучшения (используя цикл round-robin, чтобы все модули получили обновления), и выполняет несколько прогонов на мини-батче, отобранном из обучающего набора, фиксируя их исход (успех/неудача). Анализируя трассировки исполнения системы, GEPA определяет входы, выходы и рассуждения целевого модуля. После этого LLM рефлексивно анализирует эту информацию, связывая успехи или ошибки с элементами промпта модуля (или их отсутствием) и предлагает новые инструкции для целевого модуля. Новый кандидат формируется как копия текущего, но с обновлённым промптом для целевого модуля. Мета-промпт, используемый GEPA для выполнения таких рефлексивных обновлений промптов, приведён в Приложении B.

Трассировка оценки как диагностический сигнал. Хотя трассировки исполнения системы уже дают полезную информацию для успешной рефлексии и обновлений промптов, мы выделяем ещё один источник диагностически ценных данных: метрику оценки . Часто метрика применяет сложные стратегии, чтобы вычислить итоговый балл. Например, окружения для оценки кода выполняют последовательность шагов (компиляция, запуск, профилирование и др.), каждый из которых порождает текстовые трассировкм, прежде чем вернуть итоговую числовую награду.

Мы предлагаем использовать эти трассировки оценки в дополнение к трассировкам исполнения самой системы для проведения рефлексивного распределения ответственности и точечных обновлений промптов. В GEPA это реализовано через простое обновление метрики , превращающее её в функцию обратной связи μ_f , которая выделяет релевантные текстовые трассировки, полученные во время вычисления метрики, и возвращает финальный балл вместе с feedback_text. Когда это возможно, такая функция обратной связи также может предоставлять обратную связь на уровне отдельных модулей (например, в многошаговых системах оценщик может давать комментарии после каждого шага работы системы).

3.3 Выбор кандидатов на основе pareto

GEPA — это высокомодульный алгоритм, способный поддерживать различные стратегии выбора кандидатов на каждой итерации оптимизации. Ключевым является то, что именно выбор стратегии определяет баланс между exploration и exploitation, который принимает оптимизатор.

Наивная стратегия — всегда выбирать кандидата с наилучшей производительностью в пуле. Однако это может привести к застреванию оптимизатора в локальном оптимуме в пространстве промптов: как только находится доминирующая стратегия, её становится трудно превзойти, и оптимизатор тратит бюджет, не открывая новые, потенциально более сильные стратегии. Пример такого дерева поиска показан на Рисунке 6a: видно, что процесс нашёл одну новую стратегию (первый дочерний узел) и затем многократно пытался её улучшить, так и не достигнув успеха, пока полностью не исчерпал бюджет прогонов.

Чтобы решить эту проблему, GEPA применяет Pareto-ориентированную стратегию «illumination» (Mouret & Clune, 2015), описанную в Алгоритме 2. Конкретно, GEPA определяет наивысший score, достигнутый для каждого отдельного тренировочного инстанса среди всех кандидатов в пуле, формируя тем самым Pareto-фронтир из полученных на данный момент результатов оптимизации. Далее GEPA собирает список кандидатов, которые показали лучший результат хотя бы на одной тренировочной задаче. Это отфильтровывает пул до кандидатов, содержащих «выигрышные» стратегии, сохраняя каждый ценный инсайт, открытый в ходе рефлексивных мутаций.

Затем GEPA исключает кандидатов, которые строго доминируемы: например, если Кандидат 2 имеет лучший результат только на Задаче 1, а Кандидат 3 добивается такого же лучшего результата на Задаче 1 и одновременно лучшего на Задаче 2, то Кандидат 2 удаляется. Наконец, GEPA стохастически семплирует кандидата из очищенного списка, назначая более высокую вероятность выбора тем, кто достиг лучших результатов на большем числе тренировочных инстансов.

На практике эта стратегия позволяет GEPA избегать локальных оптимумов, не чрезмерно расширяя пространство поиска. Сосредотачивая ресурсы на перспективных кандидатах, уже продемонстрировавших сильные «выигрышные» стратегии, GEPA эффективно балансирует exploration и exploitation, обеспечивая постоянное улучшение в рамках заданного бюджета оптимизации.

Рисунок 5. Рефлексивная мутация промптов в GEPA систематически учитывает нюансы, специфичные для задачи, что приводит к существенному росту качества. На рисунке показана траектория оптимизации, выполненная GEPA: приведено аннотированное поддерево с рисунка 23d (для задачи делегирования с учётом приватности PUPA), демонстрирующее итеративные улучшения промптов. Прогресс от базового промпта (кандидат 0) до наилучшего промпта (кандидат 11) отмечен красными стрелками, а ключевые изменения в промптах на каждом шаге подписаны рядом с соответствующими узлами. Полные инструкции для этих итераций приведены в Приложении G.1. Каждая доработка промпта в этой траектории добавляет целевые нюансы, обусловленные текущей оптимизацией, показывая, как процесс GEPA накапливает «уроки» и последовательно повышает качество на задаче.

4. Настройка эксперимента

В этом разделе описывается настройки экспериментов. Для каждого бенчмарка мы используем стандартное трёхчастное разделение данных: обучающая выборка, валидационная выборка и тестовая выборка.

Обучающая выборка полностью доступна оптимизаторам: они могут читать и использовать тексты и метки обучающих примеров для настройки программы.
Валидационная выборка может использоваться только для мониторинга качества кандидатов (например, для реализации ранней остановки), однако прямой доступ к её содержимому (тексты, метки) ограничен.
Тестовая выборка полностью исключена из процесса оптимизации и применяется только после завершения обучения, чтобы объективно оценить производительность оптимизированной программы.

4.1 Бенчмарки, эталонные составные ai-системы и функции обратной связи

Для тщательной оценки GEPA и сравнения её с современными оптимизаторами составных AI-систем мы собрали разнообразный набор бенчмарков, в основном из работы Tan et al. (2025). Каждый бенчмарк сопровождается доступной составной AI-системой.

HotpotQA (Yang et al., 2018).

Крупномасштабный датасет QA, включающий 113K пар (вопрос-ответ) на основе Википедии. Вопросы требуют рассуждений с привлечением нескольких документов. Мы модифицировали последний шаг программы HoVerMultiHop (см. ниже), чтобы он выдавал ответ, а не новый запрос; остальная система осталась неизменной. Модуль текстовой обратной связи определяет набор релевантных документов, которые ещё нужно извлечь на каждом этапе программы, и предоставляет его как фидбек для соответствующих модулей. Разделение данных: 150 обучающих, 300 валидационных, 300 тестовых примеров.

IFBench (Pyatkin et al., 2025b).

Бенчмарк, созданный для проверки способности LLM строго следовать инструкциям человека, включая ограничения на вывод (например: «ответь только да или нет» или «упомяни слово не меньше трёх раз»). Тестовый набор IFBench содержит 58 новых, ранее не встречавшихся ограничений, что позволяет проверить способность системы к обобщению. Также доступны обучающие наборы IFTrain и IF-RLVR Train (Pyatkin et al., 2025a). Мы разделили IF-RLVR Train на обучающую и валидационную части, а IFBench использовали как тестовый набор (чтобы оптимизаторы не имели доступа к новым ограничениям). Мы разработали 2-этапную систему: сначала формируется ответ на запрос пользователя,затем ответ переформулируется с учётом заданных ограничений. Модуль текстовой обратной связи сообщает, какие ограничения были выполнены, а какие нарушены.Разделение данных: 150 обучающих, 300 валидационных, 294 тестовых примера.

HoVer (Jiang et al., 2020).

Открытый бенчмарк для многошагового извлечения фактов и проверки утверждений на основе Википедии. Требует сложных рассуждений с привлечением нескольких предложений и статей. Как и в Tan et al. (2025), системы оцениваются по способности составлять многошаговые запросы, извлекающие все релевантные документы. Мы используем программу HoVerMultiHop (Tan et al., 2025), которая выполняет до 3-х шагов извлечения с помощью 2 модулей генерации запросов и 2 модулей суммирования документов. Модуль обратной связи сообщает, какие документы извлечены правильно, а какие ещё отсутствуют. Разделение данных: 150 обучающих, 300 валидационных, 300 тестовых примеров.

PUPA (Li et al., 2025a).

Задача делегирования с учётом приватности (Privacy-Conscious Delegation): нужно обрабатывать пользовательские запросы, используя ансамбль доверенных и недоверенных моделей. Основная цель — сохранить качество ответа, минимизируя при этом утечку персональных данных (PII) в недоверенные модели. Для этой задачи Li et al. (2025a) предложили составную систему PAPILLON, состоящую из двух модулей: переписывание запроса и переписывание ответа, которые выполняются доверенной моделью. Между ними вызывается недоверенная модель, получающая переписанный запрос. Текстовый фидбек даёт разбор итогового балла: оценку качества ответа и показатель утечки PII. Разделение данных: 111 обучающих, 111 валидационных, 221 тестовый пример.

4.2 Модели и параметры инференса

Мы оцениваем GEPA и базовые оптимизаторы, используя две современные LLM, выбранные для представления как open-source, так и коммерческих семейств моделей. Каждая составная AI-система инстанцируется отдельно для каждой модели, при этом все модули (например, поиск документов, переписывание, генерация ответов) используют одну и ту же модель. Всем моделям разрешено использовать контекст до 16384 токенов для инференса.

Qwen3 8B (Yang и др., 2025). Для экспериментов с открытым исходным кодом (включая GRPO) мы используем Qwen3-8B. В соответствии с рекомендованными настройками (Team, 2025), при обучении и инференсе используется температура 0.6, top-p = 0.95 и top-k = 20.

GPT-4.1 Mini (OpenAI, 2025). Для сравнения с крупными коммерческими моделями мы используем GPT-4.1 mini (openai/gpt-4.1-mini-2025-04-14), доступный через API OpenAI, с температурой модели 1.0.

4.3 Оптимизаторы

Baseline: Базовая программа оценивается напрямую без какой-либо оптимизации.

MIPROv2 (Opsahl-Ong и др., 2024).

MIPROv2 — широко используемый оптимизатор промптов для составных AI-систем, интегрированный в DSPy (Khattab и др., 2024) и llama-prompt-ops (AI, 2025). Он оптимизирует как инструкции, так и демонстрации с помощью байесовской оптимизации. Для каждого модуля сначала создаются наборы кандидатов инструкций и демонстраций с равномерным распределением априорных вероятностей их полезности. Кандидаты предлагаются с использованием оценщика TPE (Tree-Structured Parzen Estimator), после чего байесовская модель обновляется на основе результатов, чтобы отдавать предпочтение лучшим кандидатам. Затем наиболее вероятные наборы инструкций и демонстраций выбираются и валидируются, формируя итоговую оптимизированную конфигурацию программы. Все запуски MIPROv2 выполняются с настройкой auto = heavy, которая соответствует 18 кандидатам инструкций и 18 наборам few-shot. Таким образом, общее количество прогонов зависит от числа попыток, необходимых для набора успешных примеров (нахождения 18 успешных решений), числа шагов байесовского поиска (определяется количеством модулей в системе) и размера валидационного набора. В целом количество прогонов для MIPROv2 варьировалось от 2270 (для PUPA) до 6926 (для HoVer).

GRPO (Shao и др., 2024).

Group Relative Policy Optimization (GRPO) — это алгоритм обучения с подкреплением, который оценивает преимущества в относительных группах. Мы используем реализацию GRPO для составных AI-систем, открытую Ziems, Soylu и Agrawal (2025).

Во всех запусках:

размер группы = 12,
4 обучающих примера на шаг (общий батч = 48, по 1 на устройство),
используется LoRA (Hu и др., 2022) с размерностью rank = 16, = 64, dropout = 0.05,
точность bf16, адаптируются проекционные модули [q, k, v, o, up, down, gate],
learning rate = 1×10⁻⁵, = 0.01, нормализация reward scale, gradient clipping = 0.1,
аккумуляция градиентов в течение 20 шагов,
используется scheduler «constant with warmup»,
включён non-reentrant gradient checkpointing для экономии памяти.

Мы вручную исследуем несколько значений гиперпараметров [LR, beta, norm clipping]. Все запуски GRPO выполняются 500 шагов обучения (24 000 прогонов фиксированно), с валидацией каждые 20 шагов (для реализации ранней остановки). Эксперименты проводились на 1×H100/A100 (80 GB), при этом отдельные GPU использовались для инференса.

GEPA.

GEPA — наш оптимизатор, основанный на алгоритме из раздела 3. Мы оцениваем 2 варианта: GEPA и GEPA+Merge, а также 2 абляции, в которых стратегия выборки на основе Парето заменяется на простую SelectBestCandidate (SelectBestCandidate и SelectBestCandidate+Merge). Все запуски GEPA: размер minibatch = 3, операция merge вызывается максимум 5 раз за одно выполнение (если включена).

Для справедливого сравнения с MIPROv2 мы выравниваем вычислительный бюджет по каждому бенчмарку. Обучающий набор из каждого бенчмарка используется как $D_{feedback}$ , а валидационный — как $D_{pareto}$ .

Так как общее число прогонов в MIPROv2 зависит от размера валидационного набора и числа модулей, мы сначала фиксируем число прогонов, затраченных MIPROv2 на каждом бенчмарке, а затем ограничиваем оптимизацию GEPA тем же бюджетом. Хотя точное использование бюджета различается из-за разных процедур валидации и генерации кандидатов, расхождение всегда меньше 10.15%.

Это гарантирует, что различия в производительности вызваны именно алгоритмами оптимизации, а не неравным бюджетом поиска. Точные значения прогонов для каждого оптимизатора показаны в Приложении C.

5. Результаты и анализ

Таблица 1. Результаты бенчмарков для различных оптимизаторов на моделях Qwen3 8B и GPT-4.1 Mini по множеству задач.

Таблица 1 и Рисунок 9 суммируют наши основные результаты, из которых можно вывести следующие наблюдения:

Наблюдение 1: Рефлексивная эволюция промптов отличается высокой выборочной эффективностью и может превосходить обучение с подкреплением в пространстве параметров модели.

Во всех четырёх бенчмарках GEPA демонстрирует быструю адаптацию и устойчивую обобщающую способность в составных AI-системах — превосходя GRPO (24 000 прогонов с LoRA) до 19%, используя при этом до 35 раз меньше прогонов.

GEPA достигает оптимальной производительности на тестовых наборах HotpotQA, IFBench, HoVer и PUPA всего за 6438, 678 (в 35 раз меньше), 6858 и 2157 (в 11 раз меньше) прогонов соответственно — обгоняя GRPO на 19%, 2.73%, 13.66% и 5.19% по этим задачам. Особенно примечательно, что GEPA достигает лучших валидационных результатов GRPO всего за 402, 330, 1179 и 306 прогонов, демонстрируя до 78 раз более высокую эффективность по выборкам. Кроме того, комбинированный подход GEPA+Merge превосходит GRPO ещё сильнее — на 21% при сопоставимом бюджете прогонов с GEPA. Особенно стоит отметить +8.16%, достигнутые GEPA+Merge на IFBench с GPT-4.1 mini, несмотря на то, что тестовый набор содержит новые, полностью вне-доменные ограничения.

Важно отметить, что большинство прогонов GEPA расходуется на валидационный набор, где результаты используются исключительно для отбора кандидатов, а не для генерации обучающих сигналов. Если ограничиться только обучающими прогонами — то есть прогонами, реально задействованными для обучения — GEPA требуется лишь 737, 79, 558 и 269 прогонов, чтобы достичь оптимальной производительности на HotpotQA, IFBench, HoVer и PUPA соответственно. Чтобы сравняться с лучшими валидационными результатами GRPO, GEPA достигает этого всего за 102, 32, 6 и 179 обучающих прогонов, что подчёркивает высокую эффективность обучения на основе эволюции отражённых промптов.

Так как отслеживание результатов кандидатов на валидации составляет основную часть бюджета прогонов GEPA, выборочная эффективность может быть ещё выше при использовании меньшего валидационного набора либо динамически выбираемых его подмножеств вместо полной выборки — оба направления мы предлагаем для будущих исследований.

На рисунках 1a, 11c, 1b и 13c показаны полные кривые зависимости «производительность-прогоны» для всех оптимизаторов на бенчмарках HotpotQA, IFBench, HoVer и PUPA.

Наблюдение 2: Рефлексивная эволюция промптов позволяет одной лишь оптимизации инструкций превосходить совместную оптимизацию инструкций и few-shot.

Мы сравниваем GEPA с MIPROv2 — SOTA-оптимизатором, совместно оптимизирующим инструкции и few-shot — на двух ведущих моделях (GPT-4.1 mini и Qwen3 8B) и четырёх разнородных задачах. Наши эксперименты показывают, что GEPA стабильно обгоняет MIPROv2 во всех настройках, достигая разрыва до 11,1% для GPT-4.1 mini и 10,3% для Qwen3 8B. Более того, GEPA и GEPA+Merge более чем вдвое увеличивают суммарный прирост над базовой программой по сравнению с MIPROv2 на всех бенчмарках и обеих моделях (+16,02% и +14,29% против +7,04% у MIPROv2).

Хотя предыдущие работы, такие как Opsahl-Ong et al. (2024) и Wan et al. (2024), убедительно показали эффективность оптимизации few-shot примеров — зачастую превосходящую методы, основанные на инструкциях, — наши результаты свидетельствуют о захватывающем сдвиге в этой тенденции. Мы объясняем это, прежде всего, недавними достижениями в способности LLM следовать инструкциям и к саморефлексии, а также особенностями дизайна GEPA, которые позволяют эффективно использовать эти улучшенные возможности.

Для дополнительного контекста мы повторно провели исследование разрыва в обобщающей способности [generalization gap] (разница между результатами на валидационном и тестовом наборах для оптимизированных промптов), предложенное Wan et al. (2024). Результаты, представленные на рисунке 14, подтверждают эти наблюдения: рефлексивно эволюционировавшие инструкции теперь демонстрируют меньший разрыв в обобщении, что подчёркивает как прогресс в возможностях моделей, так и преимущества дизайна GEPA. Мы рассматриваем это как отражение непрерывного развития LLM и способности GEPA эффективно использовать эти достижения.

Наконец, в Приложении I мы приводим полные тексты оптимизированных промптов, полученных GEPA для всех систем, бенчмарков и моделей, рядом с соответствующими промптами MIPROv2. Примечательно, что в отличие от прежних результатов, где улучшения при оптимизации инструкций достигались в основном за счёт «квази-примеров» (Wan et al., 2024), промпты GEPA часто содержат подробные декларативные инструкции по выполнению задачи, как показано на рисунке 2.

Наблюдение 3: Стратегия выбора следующего кандидата существенно влияет на траекторию оптимизации и конечные результаты, причём выбор на основе Парето даёт заметное преимущество.

GEPA стремится итеративно улучшать промпты, используя фидбэк от новых прогонов. Чтобы проверить влияние нашей стратегии выбора кандидатов на основе Парето, мы рассмотрели простой базовый вариант реализации стратегии SelectCandidate: всегда выбирать текущего кандидата с наилучшей производительностью. Как показано в результатах абляции в таблице 2, такой подход часто приводит к неоптимальному исследованию пространства поиска промптов и, в конечном счёте, к снижению качества — GEPA со стратегией на основе Парето превосходит стратегию SelectBestCandidate до 8.17%, сохраняя совокупное преимущество +6.4% по всем бенчмаркам.

На рисунке 6 показано резкое различие траекторий оптимизации между этой наивной стратегией и нашим предложенным методом выборки на основе Парето. Постоянный выбор текущего лучшего кандидата действительно обеспечивает немедленное улучшение в следующей итерации, но затем приводит к «застреванию» оптимизатора, который расходует весь свой бюджет прогонов, пытаясь доработать конкретного кандидата. Напротив, наш метод выборки на основе Парето расширяет поиск, учитывая всех Парето-оптимальных кандидатов (представляющих все «выигрышные» стратегии, найденные на данный момент), обеспечивая сбалансированный компромисс между исследованием и эксплуатацией — и в итоге сходясь к более качественному решению при том же бюджетe прогонов.

Таблица 2: Результаты бенчмарков для различных оптимизаторов на моделях Qwen3 8B и GPT-4.1 Mini по множеству задач.

Рисунок 6. (a) SelectBestCandidate Strategy

Рисунок 6. (b) Pareto-based candidate sampling

Рисунок 6: Сравнение влияния различных стратегий выбора кандидатов.

(a) SelectBestCandidate Strategy: как видно, стратегия выбора лучшего кандидата на каждой итерации быстро привела к попаданию в локальный оптимум уже после одного шага, что вызвало неэффективный поиск и низкую итоговую производительность.
(b) Pareto-based candidate sampling: при стратегии отбора кандидатов на основе Парето GEPA смогла построить сбалансированное дерево поиска и найти более результативную «программу» при том же бюджете.

Наблюдение 4: Промпты, оптимизированные только на уровне инструкций (без примеров), вычислительно дешевле и лучше обобщают, чем промпты с few-shot.

Помимо высокой способности к обобщению, инструкции, эволюционировавшие с использованием механизма рефлексии, обладают важным практическим преимуществом: они часто значительно короче и, следовательно, вычислительно эффективнее, чем промпты с few-shot. Это преимущество особенно проявляется в сложных задачах, где даже один few-shot-промпт может быть чрезмерно длинным. Проблема усугубляется, когда few-shot-примеры оптимизируются SOTA-методами вроде MIPROv2, которые совместно подбирают несколько примеров для одновременной вставки в промпт — что ещё больше раздувает его длину.

В отличие от этого, инструкции, созданные GEPA, сохраняют компактность при обеспечении значительных улучшений производительности (как показано в Наблюдениях 1 и 2). Для иллюстрации мы сравнили длину промптов GEPA и MIPROv2 (см. рисунок 16). Примечательно, что промпты, сгенерированные GEPA и GEPA+Merge, до 9.2 раз короче, чем у MIPROv2, что представляет собой значительный прирост эффективности наряду с улучшением качества. Более того, мы наблюдаем тенденцию: в совокупности оптимизаторы, показывающие более высокие результаты, как правило, порождают более короткие промпты (см. рисунок 15). Сокращение длины промпта имеет большое значение — оно снижает стоимость выполнения задач (так как все API-провайдеры тарифицируют входные токены), уменьшает задержки и повышает общую эффективность систем на базе LLM (Kwon et al., 2023; Zheng et al., 2024; Agrawal et al., 2023; Yu et al., 2025).

Наблюдение 5: Стратегии кроссовера с учётом архитектуры системы могут давать значительные улучшения, но оптимальное распределение бюджета между мутацией и кроссовером, а также момент вызова merge требуют дальнейшего изучения.

Мы выделили особую стратегию кроссовера, учитывающую устройство системы, и реализовали её как Merge (описано в приложении F). GEPA+Merge может превосходить GEPA до 5%, обеспечивая в среднем ещё +2% прироста по сравнению с уже сильными результатами GEPA. Подробные результаты приведены в таблице 1. Мы объясняем эти улучшения способностью GEPA+Merge выявлять разные линии оптимизации, которые выработали взаимодополняющие стратегии (путём эволюции различных модулей), и объединять их, выбирая лучшие версии разных модулей из каждой линии для построения одного оптимального кандидата.

В то время как в наших экспериментах GEPA+Merge особенно хорошо работал с GPT-4.1 Mini, для Qwen3 8B он иногда приводил к ухудшению качества. Тем не менее, для Qwen3 8B Merge даёт выигрыш в одной из четырёх задач. Мы объясняем такие расхождения способом распределения бюджета прогонов между рефлексивной мутацией и кроссовером, а также с таймингом применения кроссовера. В наших экспериментах мы фиксировали одинаковые гиперпараметры для GPT-4.1 Mini и Qwen3 8B, что оказалось неоптимальным для Qwen3 8B. Интуитивно, наибольшую пользу кроссовер даёт, когда уже сформировались независимые линии, показывающие хорошие результаты. Следовательно, гиперпараметры должны выбираться так, чтобы Merge применялся тогда, когда дерево оптимизации уже эволюционировало в достаточно разные линии. Изучение таких адаптивных техник мы оставляем на будущее.

6. GEPA для поиска на этапе инференса

Хотя основной фокус этой работы — sample-эффективная адаптация AI-систем к новым задачам, предварительные результаты показывают, что GEPA также может выступать как перспективная техника поиска на этапе инференса. Это достигается путём передачи набора задач для решения (например, списка Pytorch-модулей, которые требуется конвертировать в CUDA) в качестве обучающего набора для GEPA, при этом и $D_{train}$ , и $D_{pareto}$ содержат полный набор задач. Таким образом, GEPA может «переобучиться» на заданный набор задач, итеративно предлагая всё более качественные решения для каждой из них. Важно отметить, что это позволяет GEPA переносить извлечённые из прогонов "уроки" и инсайты от одной задачи к другим.

Для исследования этого применения мы провели предварительные эксперименты с использованием GEPA как метода поиска на этапе инференса для задач генерации кода на двух аппаратных платформах:

генерация ядер для недавно представленной архитектуры XDNA2 от AMD (Advanced Micro Devices, 2025) с использованием ранней версии бенчмарка NPUEval (Kalade & Schelle, 2025),
генерация CUDA-кода для GPU NVIDIA-V100 с помощью KernelBench (Ouyang et al., 2025).

Отличительной особенностью этих экспериментов стало использование функции обратной связи μ_f для динамического внедрения специфичных для домена знаний в процесс оптимизации. В частности, опыт разработки ядер — зачастую зафиксированный в технических мануалах и документации — может выборочно использоваться путём извлечения релевантных разделов мануалов на основе ошибок прогона (например, сообщений компилятора). Применяя информацию об ошибках для целевых запросов поиска, GEPA способствует интеграции архитектурных best practices в процесс эволюции промптов, что демонстрирует детализированный промпт для NPUEval, приведённый на рисунке 25. Также стоит отметить, что стохастичность генерации (выборка с температурой) устраняется за счёт работы через кэш; это гарантирует, что наблюдаемые улучшения напрямую связаны с масштабированием инференса через обновления промптов и разнообразное исследование GEPA, а не с вероятностным характером сэмплирования модели.

NPU-ядра. Мы создали агента последовательного уточнения, который итеративно генерирует ядра (до 10 раз), опираясь на фидбэк вроде ошибок компилятора и результатов профилирования (Sequential10), и оценили стратегию Best-of-N генераций. Используя только GPT-4o, Sequential10 достигает лишь 4.25% средней загрузки векторных блоков. Добавление RAG, извлечённого из технических мануалов, повышает этот показатель до 16.33%, а интеграция MIPROv2 — до 19.03%. Примечательно, что применение GEPA к Sequential10 (без RAG) резко увеличивает производительность ядер: несколько сгенерированных решений достигают до 70% загрузки векторных блоков, а среднее значение составляет 30.52%. Более того, один промпт, сгенерированный GEPA, позволяет Sequential10 (снова без RAG) получить результат 26,85%.

CUDA-ядра. Для 35 задач из «репрезентативного поднабора» KernelBench (Ouyang et al., 2025), охватывающих три уровня сложности, мы запустили GEPA с GPT-4o. Как показано на рисунке 8, GEPA увеличивает fast_1 -показатель GPT-4o (близкий к 0%) до более чем 20% по мере увеличения бюджета прогона. В этой задаче использовался агент, способный генерировать до 5 последовательных уточнений на основе фидбэка от среды (Sequential5).

Эти эксперименты с GPT-4o также демонстрируют способность GEPA эффективно использовать возможности передовых LLM. Однако полученные результаты являются предварительными и требуют дальнейшего систематического изучения. Мы полагаем, что использование GEPA для поиска на этапе инференса, особенно в сочетании с текстовой обратной связью, специфичной для конкретной предметной области, может быть обобщено и на другие задачи генерации кода и адаптации к доменам — направление, которое мы оставляем для будущей работы.

Рисунок 7: GEPA с GPT-4o способен генерировать ядра для NPU от AMD, которые достигают уровня использования векторных блоков до 70% при среднем значении 30,52%. Для сравнения, GPT-4o, даже после до 10 последовательных уточнений с использованием обратной связи от среды, достигает совокупного результата лишь 4.25%. При добавлении retrieval-augmented generation (RAG) и MIPRO агент последовательного уточнения улучшает показатели до 16.33% и 19.03% соответственно. Примечательно, что финальный промпт, сгенерированный GEPA, позволяет этому же агенту достичь уровня 26.85%, при этом не требуя никакого runtime-RAG.

Рисунок 8: GEPA с GPT-4o способен итеративно уточнять и улучшать код CUDA-ядер. Графики показывают зависимость fast_p от числа прогонов для = [0.5, 1], где ускорение вычисляется относительно Pytorch-eager. fast_p — это метрика, описанная в (Ouyang et al., 2025), которая измеряет долю задач, для которых метод сгенерировал ядро, выполняющееся быстрее, чем -кратное время работы базового варианта. Как видно, GEPA с GPT-4o удалось сгенерировать CUDA-ядра, работающие быстрее, чем Pytorch-eager, более чем для 20% из 35 репрезентативных задач.

7. Смежные исследования

Оптимизация промптов. Показано, что оптимизация промптов эффективна для больших языковых моделей. Ручной тюнинг, например chain-of-thought prompting (Wei et al., 2023), может значительно повышать качество модели, но требует экспертного выбора — какие инструкции и примеры полезны. Чтобы масштабировать тюнинг промптов на большее число доменов, в недавних работах (Zhou et al., 2022; Yang et al., 2024; Agarwal et al., 2024; Fernando et al., 2024) предлагают использовать сами LLM для оптимизации промпта. GEPA тоже задействует LLM для оптимизации промпта. Однако GEPA отличается тем, что использует текстовый фидбэк из среды, ищет лучшие кандидаты промптов с учётом парето-фронтира и применяет эволюционные стратегии для оптимизации промптов каждого подмодуля внутри составной AI-системы.

Эволюционные LLM. Помимо «наивной» оптимизации промптов, эволюционные алгоритмы также популярны для повышения качества LLM. Например, EvoPrompt (Guo et al., 2024) соединяет LLM с эволюционным поиском, постепенно формируя популяцию улучшенных промптов. Несмотря на мощь эволюционного подхода, популяция промптов в EvoPrompt слабо использует обучающий фидбэк. Кроме того, в отличие от случайных мутаций, GEPA применяет доменно-специфический фидбэк для проведения мутаций, что ускоряет сходимость — что подтверждается высокой sample-эффективностью GEPA.

Другая недавняя работа — AlphaEvolve (Novikov et al., 2025) и её open-source-реализация OpenEvolve (Sharma, 2025) — демонстрирует эффективность эволюционного поиска, применённого прямо к коду: система итеративно переписывает части кода, используя «эволюционный» фидбэк, зашитый в промпт. Такой подход особенно силён там, где решения можно явно закодировать и напрямую модифицировать на уровне кода. В то время как AlphaEvolve нацелена на одну сложную задачу, GEPA переносит эволюционную парадигму на класс задач — через промпты. Комбинируя парето-оптимизацию и эволюцию промптов, GEPA переиспользует знания и тактики с похожих задач, конструируя более сильный промпт.

Рефлексия и фидбэк. Использование фидбэка/реворда — ещё одна заметная линия работ по улучшению LLM на верифицируемых задачах. Типичная стратегия — направлять обучение модели через методы RL. Например, Xu et al. (2025a) и Zuo et al. (2025) предлагают, соответственно, использовать фидбек на естественном языке и знания из механизма majority voting для RL-тренировки. Однако RL, который изменяет веса модели, часто малоэффективен по сэмплам, особенно когда вычисление реворда/фидбэка дорого.

Альтернатива — «учиться» на фидбэке среды в пространстве естественного языка. Monea et al. (2025) используют саму языковую модель для in-context learning через самоинициализацию (self-bootstrapping) с внешними верификаторами. Wang et al. (2024) предлагает суммировать «память» из успешных траекторий агента, фактически имитируя обучение. Аналогично, Dynamic Cheatsheet (Suzgun et al., 2025) предлагает обучение на этапе инференса путём синтеза стратегий для последующего использования. В отличие от этого, GEPA использует примеры, чтобы рефлексивно предлагать новые инструкции, а не как few-shot-примеры в промпте — тем самым формируя правила и знания, специфичные для задачи.

Оптимизация составных AI-систем и агентов. Оптимизация составных AI-систем с несколькими LLM-модулями — традиционно сложная задача. DSPy (Khattab et al., 2022; 2024) вводит оптимизацию для поиска и инициализации стартовых few-shot-примеров в контексте. TextGrad (Yuksekgonul et al., 2025) оптимизирует составные системы, «пробрасывая» текстовый фидбэк от других LLM. MIPROv2 (Opsahl-Ong et al., 2024) пытается совместно выровнять инструкции и few-shot-примеры для составных систем через байесовскую оптимизацию. Несмотря на разные алгоритмы, перечисленные оптимизаторы в основном опираются на финальные глобальные реворды как сигнал успеха. Недавняя работа Optimas (Wu et al., 2025b) предлагает использовать глобально согласованные локальные реворды для каждого LLM-модуля, чтобы ещё больше улучшать составные системы.

GEPA тоже использует глобальные реворды как сигналы, но дополнительно включает текстовый фидбэк по каждому модулю из среды. В отличие от прежних оптимизаторов, которые воспринимают тренировочный набор как монолит и оптимизируют суммарную метрику, GEPA идёт по-другому: на каждом шаге она поддерживает и обновляет парето-фронтир по всем экземплярам данных, что позволяет сопоставлять промпты конкретным примерам внутри обучающего набора. Такая более тонкая гранулярность и создаёт базис для эффективной эволюции промптов в GEPA, позволяя исследовать множество стратегий промптов до сходимости к хорошо обобщающему промпту.

8. Ограничения и направления для будущей работы

Несмотря на высокую sample-эффективность и способность к обобщению за счёт рефлексивной эволюции промптов, у GEPA остаются ограничения.

Граница между обучением на основе промптов и обучением на уровне весов модели всё ещё не до конца понятна — хотя GEPA показывает отличные результаты в условиях, где прогоны дороги, вероятно, обновления весов будут превосходить подход с промптами в режимах с избыточными данными или при возможности выполнять масштабные прогоны. В наших базовых экспериментах с GRPO мы использовали LoRA, так как она имеет меньшие вычислительные затраты и уже успешно применялась к RL в ряде работ (Wang et al., 2025b; Xu et al., 2025b; Li et al., 2025b; Yue et al., 2025; Sun et al., 2025; Hayou et al., 2025; Zhao et al., 2025; Teknium et al., 2024; Zhao et al., 2024; Sidahmed et al., 2024). Однако в будущей работе следует изучить влияние full-parameter fine-tuning для GRPO. Одновременно отметим, что в предшествующих исследованиях full-parameter GRPO стабильно требовал очень большого числа прогонов — обычно от 100 000 до 512 000 (Chen et al., 2025b; Wu et al., 2025c; Zhang et al., 2025; Jin et al., 2025; Si et al., 2025; Wang et al., 2025a; Java et al., 2025; Chen et al., 2025a; Wu et al., 2025a; Sha et al., 2025; Lin et al., 2025; Peng et al., 2025; Song et al., 2025). Мы исследовали несколько значений гиперпараметров [LR, beta, norm clipping], однако в будущем требуется более системное изучение эффекта тонкой настройки гиперпараметров для RL-алгоритмов.

В текущей версии GEPA сосредоточен исключительно на оптимизации инструкций, без использования примеров или few-shot. Интеграция таких примеров может дополнительно улучшить результаты. Мы также отметили, что в текущей форме большая часть прогонов GEPA расходуется на валидацию кандидатов, которую можно выполнять даже на меньших наборах данных для Парето-оценки. В дальнейшем стоит исследовать влияние гиперпараметра размера набора для Парето-валидации (Aлгоритм 1), а также разработать динамические или субсемплированные стратегии валидации для дальнейшего повышения sample-эффективности.

Перспективным и пока малоизученным направлением мы считаем то, что можно назвать feedback engineering, то есть поиск того, какие именно следы исполнения или оценки системы могут предоставить наиболее ценный обучающий сигнал для рефлексивной оптимизации.

Наконец, GEPA в текущем виде работает с фиксированными параметрами модели; мы выдвигаем гипотезу, что интеграция рефлексивной эволюции промптов с адаптацией в весовом пространстве — например, использование языковых уроков GEPA для проведения RL-прогонов — может дать аддитивный эффект и помочь объединить подходы, основанные на промптах и на весах, для оптимизации составных AI-систем.

9. Заключение

Мы представили GEPA — новый оптимизатор промптов для произвольных LLM-агентов и воркфлоу. GEPA использует рефлексивную эволюцию промптов и Парето-ориентированный отбор, демонстрируя превосходную sample-эффективность по сравнению с обучением с подкреплением (GRPO) при сохранении устойчивого обобщения, а также опережая ведущие оптимизаторы промптов (MIPROv2). Явно задействуя фидбэк на естественном языке и поддерживая разнообразный пул парето-оптимальных кандидатов, GEPA быстро адаптирует AI-системы к новым задачам.

Наши результаты на разнообразных бенчмарках и множестве моделей показывают, что языковая рефлексия может служить масштабируемой стратегией для оптимизации сложных AI-процессов в реальных условиях, особенно в ресурсно-ограниченных средах.

GEPA также демонстрирует потенциал в качестве стратегии поиска на этапе инференса, показывая способность писать код даже в крайне сложных доменах. Мы рассматриваем GEPA как шаг к более «человеко-подобному», адаптивному и эффективному обучению AI-систем и ожидаем, что её ключевые принципы вдохновят дальнейшие исследования в области языково-управляемого, рефлексивного обучения в AI.

Приложения к статье доступны в оригинале: https://arxiv.org/pdf/2507.19457.

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11 сент. 2025 г.

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27.10.25 17:20 fatimanorth

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28.10.25 00:55 elizabethrush89

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

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

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

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

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.10.25 09:49 Christopherbelle

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

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.10.25 13:25 Lillian Lizzy

THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
31.10.25 13:25 Lillian Lizzy

THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
01.11.25 03:27 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.11.25 03:27 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.11.25 15:47 kattygates

Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].
01.11.25 15:49 kattygates

I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.
02.11.25 10:55 Christopherbelle

I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
02.11.25 10:56 Christopherbelle

I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
02.11.25 15:23 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.11.25 15:23 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.11.25 04:59 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701
04.11.25 09:30 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.11.25 09:30 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.11.25 02:43 jordan_11

I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.
05.11.25 02:44 jordan_11

Crypto Recovery Services _Hire Treqora Intel
05.11.25 02:48 jordan_11

Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.
05.11.25 16:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.11.25 16:21 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.11.25 02:26 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
07.11.25 09:33 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701
07.11.25 16:05 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
07.11.25 23:15 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701
07.11.25 23:30 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
07.11.25 23:30 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
07.11.25 23:32 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701
07.11.25 23:34 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701
09.11.25 03:29 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
09.11.25 03:29 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
10.11.25 05:06 Christopherbelle

I lost $52,000 in USDT to a scam. That hit me hard. USDT is a stable cryptocurrency tied to the US dollar. It keeps its value steady. I thought I had found a sure way to grow my money. Things looked good at first. I even built up profits to $120,000. But when I went to pull out my earnings, the platform blocked me. No access. No funds. Panic set in. I felt trapped and helpless. Scams like this target crypto users all the time. They promise quick gains. Then they vanish with your money. Each year, people lose billions to these tricks. I searched for help everywhere. Forums, support groups. Nothing worked. That's when a friend stepped in. He had faced a similar mess before. He told me about Sylvester Bryant. My friend swore by his skills. So I reached out right away. His email is [email protected]. Sylvester Bryant turned it all around. He listened to my story without judgment. His team got to work fast. They started by reviewing every detail of the scam. Step by step, they traced the path of my stolen USDT. They used tools to follow the blockchain. That's the public record of crypto transactions. It shows where funds move. But scammers hide their tracks. Bryant's group dug deep. They contacted exchanges and networks involved. Day after day, they pushed forward. No shortcuts. They kept me updated the whole time. Every email, every call was clear and honest. In the end, they recovered my full amount. That $52,000 came back to me. The process took focus and grit. Bryant's honesty stood out. He charged no hidden fees. Just straight work for results. My stress melted away. I could breathe again. Sleep came easier. My trust in recovery options grew. If a scam has taken your money, act now. Reach out to Sylvester Bryant. He handles cases like this with care. Email him at [email protected]. Or on WhatsApp at +1 512 577 7957 or +44 7428 662701. Don't wait. Get your funds back.
10.11.25 14:28 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
10.11.25 21:52 ashley11

Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL
10.11.25 21:53 ashley11

Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL Sometimes, life can be unpredictable and present us with unexpected twists and turns. On October 15, 2025, I had an experience that taught me a valuable lesson about the importance of vigilance and caution in the digital age. It began when I met someone on TikTok who claimed to have a surefire way to generate significant profits from Ethereum investments. The individual, who went by the name of Mr. Oscar, presented himself as a financial expert with a proven track record of success. Intrigued by the promise of easy money, I decided to invest a substantial amount of my savings into the Ethereum venture. However, I soon discovered that I had fallen victim to a sophisticated scam. Mr. Oscar had fake credentials and a history of deceiving numerous people, leaving them financially devastated and feeling betrayed, I thought I had lost my investment forever. But I was determined to recover my stolen Ethereum and sought help from a reputable firm specializing in cybersecurity. That's when I stumbled upon Treqora Intel, a company with a stellar reputation for assisting victims of online scams. With the support of Treqora Intel , I was able to recover my lost funds in a remarkably short period. Their team of experts was efficient, responsive, and empathetic, making the recovery process as smooth as possible. I was impressed by their professionalism and commitment to helping individuals like me who have been affected by online scams. This experience has taught me to be more cautious when interacting with strangers online, especially when it comes to investment opportunities that seem too good to be true. It has also reminded me of the importance of verifying the credibility of individuals and companies before making any financial decisions. I am grateful to TREQORA INTEL for their assistance and hope that my story can serve as a warning to others to be vigilant in the online world. By being aware of the potential risks and taking necessary precautions, we can protect ourselves from falling prey to scams and ensure a safer online experience.Email:support@treqora. com Whats_App: ‪‪‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬‬‬ ‬‬ ‬‬, Website: Treqora. com.
11.11.25 06:47 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 $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
11.11.25 08:34 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
11.11.25 08:34 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
11.11.25 08:34 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
11.11.25 11:15 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
11.11.25 13:36 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
11.11.25 15:16 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
11.11.25 15:36 peggy09

Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win.Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win. reach him at anthonydaviestech@gmail dot com or telegram anthonydavies
11.11.25 19:28 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
11.11.25 19:29 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
12.11.25 04:09 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
12.11.25 04:10 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
12.11.25 05:07 peggy09

Anthony Davies stands out in the world of crypto recovery. His skills come from years of hands-on work with blockchain tech. He helps people get back what thieves took, often against tough odds. i once lost $200000 to a fake broker site, anthony stood out as the only person who was able to get back my funds. you can contact him by sending an email to; anthonydaviestech @ gma1l com
12.11.25 09:37 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
12.11.25 09:37 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
13.11.25 19:01 peggy09

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 22:51 ashley11

Recover All Lost Cryptocurrency From Scammers
13.11.25 22:52 ashley11

Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL
13.11.25 23:36 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 03:42 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
14.11.25 03:42 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
14.11.25 08:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
14.11.25 10:39 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
14.11.25 12:12 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 15:07 caridad

Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.
14.11.25 18:33 justinekelly45

FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation. Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
14.11.25 20:56 juliamarvin

Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7
15.11.25 12:47 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 $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
15.11.25 14:39 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
15.11.25 14:39 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
15.11.25 15:31 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 $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
15.11.25 15:52 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
16.11.25 14:43 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
16.11.25 14:44 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
16.11.25 20:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
17.11.25 03:24 johnny231

INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
17.11.25 11:26 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
17.11.25 11:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.11.25 01:56 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
19.11.25 08:27 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
19.11.25 16:30 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
19.11.25 16:30 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
20.11.25 15:55 mariotuttle94

HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices. Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om