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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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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
21.08.25 14:56 elainemurray

E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.
21.08.25 21:17 monte5757

I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.
22.08.25 08:00 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
22.08.25 08:00 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
22.08.25 08:00 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
23.08.25 05:11 ramiroalcazar

A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com
24.08.25 01:05 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..
24.08.25 06:32 amy

I have lost all hope to recover my investment in pragmatic trade which I lost $125,000 in the process of investment. I'm here to say thank you to anthony davies for being a man of your word got my funds recovered back plus a bonus within a week of working with [email protected] I hope people make use of this opportunity as well and don't give up on getting your funds back. is also available on Telegram: @anthonydavies01
24.08.25 17:13 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
24.08.25 17:13 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
24.08.25 17:13 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
24.08.25 18:39 nelly young

Getting your USDC stolen feels like the ground has been pulled out from under you. It’s not just about the money you’ve been violated, and your security is at risk. And since crypto lives on the blockchain, there’s no bank to call and no quick refund. That’s why you need someone who knows exactly what to do. Agent Jasmine Lopez has helped countless victims trace stolen USDC and lock down their accounts before more damage happens. Time matters reach her today at [email protected] WhatsApp at +44 736-644-5035 and take the first step toward getting your funds and peace of mind back.
24.08.25 23:56 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: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 23:56 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: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 23:56 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: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.25 00:55 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
25.08.25 05:14 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..
26.08.25 10:14 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
26.08.25 10:14 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
26.08.25 10:14 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
26.08.25 23:59 floridaberna

It began as an entirely ordinary afternoon when an unexpected message appeared in my Facebook inbox. The sender was a woman I had never encountered. She introduced herself with warmth and courtesy, explaining that her late husband had been deeply invested in Bitcoin before his sudden passing. According to her narrative, he had left behind a vast fortune in cryptocurrency. However, due to intricate international banking regulations and legal entanglements, she was unable to access the funds without external assistance. Her words carried an air of urgency yet also sincerity. She claimed she had come across my profile in a cryptocurrency discussion forum and believed I might be the right person to help. The obstacle she faced was a set of legal fees amounting to $25,000. Once those costs were paid, she assured me the Bitcoin would be unlocked and a generous portion would be mine in gratitude. Against my better instincts, I allowed myself to be persuaded. She provided what appeared to be legitimate documents and even screenshots of supposed legal correspondence. The level of detail made her story feel authentic. After several exchanges, I transferred the $25,000.Almost immediately, her demeanor shifted. Responses became sporadic and vague. Within days, communication ceased entirely. My optimism dissolved into dread as I recognized the truth. I had been deceived. Refusing to surrender, I searched for solutions and discovered TECHY FORCE CYBER RETRIEVAL, a firm specializing in tracing and reclaiming stolen cryptocurrency. Their team outlined a meticulous plan to track the blockchain trail, identify the sequence of wallets involved, and coordinate with local authorities to freeze the assets before they disappeared into the labyrinth of the crypto underworld. Time was critical. In the volatile realm of digital currency, stolen funds can be laundered through countless transactions within hours. Yet TECHY FORCE CYBER RETRIEVAL pursued each lead with relentless precision. They provided regular progress updates and explained how every crypto transaction leaves a digital footprint, no matter how deeply it is buried. Weeks later, the breakthrough came. The fraudulent account was located, the illicit funds were flagged, and to my immense relief, I recovered 100% of my stolen money. This left me with an invaluable lesson. The internet is full of opportunists who prey on trust and desperation. But should you ever fall victim, know that there are experts like TECHY FORCE CYBER RETRIEVAL who can help you reclaim what is rightfully yours. MAil support (@) techyforcecyberretrieval (.) com WhatsApp +1 561 726 369 7 Website ht tp s : / / techy force cyber retrieval . com
27.08.25 17:24 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
27.08.25 17:24 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
27.08.25 17:24 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
27.08.25 20:27 maximeden68

Top Crypto Bitcoin Wallet Recovery Services Contact iFORCE HACKER RECOVERY I wish to express my sincere gratitude to iForce Hacker Recovery for their exceptional service in recovering my lost bitcoin. Their expertise and professionalism were evident throughout the process, providing me with reassurance during a challenging time. The team's dedication to client satisfaction and their effective strategies were instrumental in resolving my issue. I highly recommend their services to anyone facing similar challenges. Thank you, iForce Hacker Recovery. Contact iForce Hacker Recovery: Email: iforcehk @ consultant. com WhatsApp: +1 (240) 803-3706 Website: iforcehackers. com/
27.08.25 21:21 dbeverly

One morning I received an email that looked like it came from my cryptocurrency exchange, OKX. The subject warned: Suspicious activity detected and urged me to log in via a link. The message seemed authentic — perfect logos, formatting, even the sender’s address. My pulse spiked and I clicked. The site that opened was indistinguishable from OKX’s homepage. Convinced it was real, I entered my username and password. Moments later, dread set in: my account was emptied. $12,500 in Bitcoin was gone. I called OKX, hoping for a reversal, but the representative explained transfers were irreversible. Desperate, I turned to GRAYWARE TECH SERVICE. From the first call, their professionalism was clear. They carefully examined my case, tracing the stolen Bitcoin across the blockchain. They identified the destination wallets and mapped every move the hackers made. Their regular updates turned fear into cautious optimism. Acting swiftly, GRAYWARE coordinated with exchanges along the path of the stolen funds, freezing assets before they could vanish. Their vigilance and expertise kept me informed and reassured. After two tense weeks, the breakthrough came: my full $12,500 was recovered and returned to my OKX account. What began as a nightmare became a success thanks to GRAYWARE TECH SERVICE’s relentless determination. They didn’t just recover my money — they restored my confidence in digital security. Contact: WhatsApp: +1 858 275 9508 Website: https://graywaretechservice.com Email: [email protected]
28.08.25 10:08 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
28.08.25 10:08 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
28.08.25 10:08 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
28.08.25 13:50 Maureensels

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28.08.25 13:50 Maureensels

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28.08.25 16:31 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
28.08.25 16:31 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
28.08.25 19:17 leticiazavala

Earlier this year, I found what looked like an unbeatable offer on first-class airline tickets through an online travel agency. They advertised heavily discounted fares for international travel for only 0.11 BTC, which was worth around 7300 USD at the time. The only condition was that payment had to be made in Bitcoin. The website looked professional, had convincing reviews, and even offered live chat support. After some hesitation, I decided to go ahead with the booking. Two days later, I received an email from the airline saying my reservation had been canceled. I went back to the agency’s website only to find it had disappeared. Their customer support was gone, and their social media accounts had vanished. That was when I realized I had been scammed. I thought my Bitcoin was lost for good. Unlike a credit card transaction, there was no way to reverse it. A friend recommended a company called Techy Force Cyber Retrieval that specializes in tracking and recovering stolen crypto. I reached out not expecting much. To my surprise, their team responded quickly. I sent them the transaction details, and they immediately began tracing the movement of the 0.11 BTC. They followed the funds through multiple wallets and discovered the Bitcoin had ended up at a large exchange known for cooperating in fraud investigations. Techy Force Cyber Retrieval worked fast. They submitted the evidence to the exchange and requested that the wallet be frozen. Over the next few weeks, they handled all communication and submitted the necessary documentation. Just under three weeks later, the exchange approved the release of my funds. I was stunned when I saw the 0.11 BTC back in my wallet. I had lost hope, but Techy Force Cyber Retrieval delivered. They were professional, honest, and transparent throughout the entire process. If you have been scammed in a crypto deal, do not assume the money is gone forever. With the right help, it is possible to trace and recover stolen assets. Techy Force Cyber Retrieval gave me a second chance, and I would not hesitate to recommend them to anyone who finds themselves in a similar situation. FOR SERVICE HELP Email: [email protected] [email protected] CALL +15617263697
29.08.25 09:20 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.08.25 09:20 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.08.25 09:20 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
30.08.25 01:40 Moises Velez

In a single transaction, my Coinbase wallet was destroyed. I was at a loss as to what to do and was unable to contact Coinbase support Teams. This transaction resulted in the complete depletion of my Ethereum and Bitcoin. I was not the individual in question, and I required assistance after losing approximately $821,000. I visited the police station to submit a report, but they were also unable to provide any assistance. A gentleman approached me at the stiction and presented me with a note that included an email address (recoveryhacker101[at]gmail[dot]com). He informed me that this recovery company could be of assistance. Upon contacting them and submitting all necessary documentation within 72 hours, I received a letter stating that she had successfully recovered all of my funds and identified the individuals responsible for the criminal activity. I would like to inform everyone that it is feasible to retrieve their funds provided that they correspond with the appropriate individual and adhere to the prescribed procedures.
31.08.25 14:19 jack118

In 2018, Marie assisted in the recovery of stolen bitcoin. The service was excellent. The coins were stolen by hackers, creating a nightmare. Marie was suggested by a friend. Contact her at [email protected] and @MARIE_CONSULTANCY on Telegram or WhatsApp at +1 7127594675. She was responsible for recovering Bitcoin. The trading goes on.
31.08.25 23:14 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
31.08.25 23:14 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
31.08.25 23:14 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
01.09.25 04:55 Maurice Cherry

Through Hackrontech recovery, Bitcoin scam victims can retrieve their money. I recommed hackrontech to anyone who has fallen victim to a scam and has been looking for methods and techniques to recover their lost cryptocurrency or wallets. Hackrontech Recovery is a reliable cryptocurrency recovery firm that assists victims in recovering their stolen cryptocurrency and offers secure solutions to protect your wallets from online scammers. I must admit that I was deeply melancholy and had given up on life until these experts could restore my 4.1 BTC to my wallet. If you’ve lost your cryptocurrency and you are helpless about it, contact hackrontech Recovery to get your money back. Email : hackrontech @gmail.com One key aspect that makes hackrontech Recovery stand out is its focus on providing secure solutions to protect wallets from online scammers. It’s not just about recovering lost funds; it’s also about preventing future incidents and ensuring that clients’ digital assets are safeguarded against potential threats. This proactive approach demonstrates their commitment to the long-term financial security of their clients. Furthermore, for individuals who have lost their cryptocurrency and are feeling helpless, reaching out to hackrontech Recovery could be a turning point in their situation. The reassurance that they are legitimate for seeking help and recovering lost funds can provide much-needed relief and a sense of empowerment. hackrontech Recovery as a reliable cryptocurrency recovery firm is certainly well-founded. Their ability to assist scam victims in recovering stolen cryptocurrency, their focus on providing secure solutions, and their commitment to supporting clients through challenging situations make them a valuable resource for individuals navigating the complex world of digital currencies. If you or someone you know has fallen victim to a cryptocurrency scam, contacting hackrontech Recovery could be the first step towards reclaiming lost funds and regaining peace of mind. Contact info; email: hackrontech @gmail.com
01.09.25 11:06 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
01.09.25 11:07 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
01.09.25 16:41 Anitastar

Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
01.09.25 17:03 WILLER GOODY

Don’t be misled by the countless stories you come across online many of them are unreliable and can easily steer you in the wrong direction. I personally tried several so-called recovery services, only to end up frustrated and disappointed every single time. But everything changed when I finally connected with a true tech professional who genuinely knows what they’re doing. Instead of wasting time and energy with unskilled hackers who make empty promises, it’s far better to work with a proven expert who can actually recover your stolen or lost cryptocurrency, including Bitcoins. [email protected] is, without a doubt, one of the most trustworthy and skilled blockchain specialists I’ve ever come across. If you’ve lost money to scammers, don’t give up. Reach out to their email today and take the first step toward getting your coins back. You can also contact them at +44 736-644-5035.
02.09.25 23:12 [email protected]

Sylvester Bryant has recovered over £151,000 in lost cryptocurrency. You can reach him for assistance via email at Yt7cracker@gmail. com. For direct communication, Sylvester Bryant is available on WhatsApp at +1 512 577 7957. This service proved invaluable when other recovery methods had failed. The money was recovered quickly and effectively. My financial situation was dire prior to this. This recovery has restored my financial stability. This reliable support was crucial during a difficult time. Mr. Bryant's skill in retrieving lost funds is remarkable.
03.09.25 07:17 Fabian3

Scammers have ruined the forex trading market, they have deceived many people with their fake promises on high returns. I learnt my lesson the hard way. I only pity people who still consider investing with them. Please try and make your researches, you will definitely come across better and reliable forex trading agencies that would help you yield profit and not ripping off your money. Also, if your money has been ripped-off by these scammers, you can report to a regulated crypto investigative unit who make use of software to get money back. They helped me recover my scammed funds back to me If you encounter with some issue make sure you contact ([email protected]) they're recovery expert and a very effective and reliable .
04.09.25 02:11 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
04.09.25 02:11 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
04.09.25 02:45 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
04.09.25 16:24 Melbourne

Sylvester Bryant has recovered over £151,000 in lost cryptocurrency. You can reach him for assistance via email at Yt7cracker@gmail. com. For direct communication, Sylvester Bryant is available on WhatsApp at +1 512 577 7957. This service proved invaluable when other recovery methods had failed. The money was recovered quickly and effectively. My financial situation was dire prior to this. This recovery has restored my financial stability. This reliable support was crucial during a difficult time. Mr. Bryant's skill in retrieving lost funds is remarkable.
04.09.25 18:11 WILLER GOODY

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05.09.25 08:14 Amostampari

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05.09.25 15:39 micheal1219

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06.09.25 09:21 Young Felix

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06.09.25 09:22 Young Felix

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06.09.25 18:52 michaeldavenport218

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06.09.25 18:52 michaeldavenport218

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08.09.25 14:26 bajo171

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08.09.25 18:04 marcushenderson624

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08.09.25 18:04 marcushenderson624

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08.09.25 19:21 DAVEortega1010

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 11:48 Moises Velez

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 20:23 Bramfloris

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09.09.25 20:37 DAVEortega1010

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10.09.25 00:45 robertalfred175

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10.09.25 00:45 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
11.09.25 03:31 DAVEortega1010

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11.09.25 13:44 grace

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11.09.25 15:03 stevensjonas

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11.09.25 18:51 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
11.09.25 18:51 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
11.09.25 18:51 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
12.09.25 13:11 grace

I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435
12.09.25 15:06 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.09.25 15:06 michaeldavenport218

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