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[Перевод] Прогнал агента на $90 тысяч с разными техниками тестирования: TDD снова в хвосте

Когда мы в августе смотрели, как агенты применяют техники тестирования и верификации¹, вышло так: GPT-5.6 Sol выдавал скорее карикатуру на технику, если его просили работать по TDD, с QuickCheck, с Lean 4 и так далее. Когда конкретный способ тестирования не указывали (назовём такое условие Default), агент писал кучу бесполезных юнит-тестов, и это всё равно оказалось одним из лучших условий: просьбы тестировать определённым способом в основном делали результат хуже. В том эксперименте мы давали агентам RFC на Zstd и просили реализовать формат. Во всех условиях, кроме Default, к заданию добавлялась приписка о том, как тестировать.

Повторный прогон того же эксперимента на GPT-6 Astra показал два крупных отличия:

  1. Astra стала настолько способнее, что нужна задача потруднее: на реализации Zstd почти каждое условие почти каждый раз даёт 100% корректности на уровне усилий medium, какую технику ни возьми.

  2. Похоже, агенты стали применять техники тестирования и верификации осмысленнее.

По первому пункту: раньше, когда агенты реализовывали Zstd по RFC с помощью 5.6 Sol, в среднем они тратили $3,50 на уровне medium и $5,50 на уровне xhigh, а полной корректности на скрытых тестах добивались примерно в 63% и 77% случаев соответственно. С Astra агент тратит $1 и на уровне medium проходит все тесты более чем в 99% случаев.

По второму пункту пример такой. Когда мы просили 5.6 Sol заняться фаззингом, он генерировал массу бесполезных случайных входов, которые в основном проходили по одним и тем же путям в коде и ничего интересного не проверяли. Агенты на 6 Astra в той же просьбе фаззят структурированно: реально задействуют пути в коде и находят нетривиальные баги. Вот только улучшило ли это корректность, сказать нельзя, потому что бенчмарк на Zstd упёрся в потолок.

Ещё мы пробовали давать 5.6 Sol RFC на IMAP, но для этой модели задача оказалась слишком сложной. С 6 Astra получается такое распределение результатов (по оси Y — процент прогонов, в которых прошли все тесты; сами тесты агентам не показывают; каждая точка — результат 80 прогонов одного условия).

IMAP на GPT-6 Astra: средняя стоимость прогона и доля полностью успешных прогонов для каждого условия
IMAP на GPT-6 Astra: средняя стоимость прогона и доля полностью успешных прогонов для каждого условия

IMAP, GPT-6 Astra, уровень xhigh. По оси X — средняя стоимость прогона, по оси Y — доля безошибочных прогонов. Интерактивная версия на сайте автора.

Default снова выглядит неплохо. Некоторые условия дают чуть более высокую корректность, но и стоят дороже. RFC на IMAP потолка ещё не достиг, и всё же хотелось бы увидеть результаты на задаче потруднее: большую часть времени я занимаюсь задачами, которые агенты чаще всего не решают с одной попытки. Для этого возьмём эксперимент с pandoc, который мы разбирали, когда сравнивали языки программирования. Посмотреть на задачи покрупнее я хочу ещё и потому, что на них модели нередко ведут себя заметно иначе. Мы видели это на примере «пещерного режима» и на примере языков. С пещерным режимом большие выигрыши, о которых рассказывали люди, уменьшились или вовсе исчезли. С языками это проявилось сразу в нескольких вещах: например, реализации Zstd на C и C++ с безопасностью памяти справлялись хотя бы более-менее, а реализации Pandoc на тех же языках страдали от проблем с памятью сплошь и рядом.

Pandoc намного сложнее. Даже после нескольких ходов (в среднем примерно 14) ни одно условие не добралось до 100% корректности, поэтому будем смотреть не на долю прогонов со 100%, а на долю пройденных тестов.

Pandoc на GPT-6 Astra: накопленная стоимость и доля пройденных скрытых тестов для каждого условия
Pandoc на GPT-6 Astra: накопленная стоимость и доля пройденных скрытых тестов для каждого условия

Pandoc, GPT-6 Astra, уровень Ultra. По оси X — средняя накопленная стоимость, по оси Y — доля пройденных скрытых тестов. Линия — кривая, подогнанная по Default. Интерактивная версия с ползунком лимита расходов и другими срезами.

Pandoc на GPT-6 Astra: доля пройденных видимых и скрытых тестов для каждого условия
Pandoc на GPT-6 Astra: доля пройденных видимых и скрытых тестов для каждого условия

Тот же эксперимент в срезе «видимые тесты против скрытых».

Из-за цены каждое условие здесь запускалось всего 25 раз. По розничным ценам это обошлось примерно в 90 тысяч долларов.

Прим. пер.: на сайте автора график интерактивный, а одна картинка показывает только один срез, поэтому ниже итоговые цифры из данных, встроенных в этот график. Таблицу собрал переводчик, в оригинале её нет. Для каждого прогона взята последняя оценённая версия, лимит расходов не задан, значения — средние по 25 прогонам. Порядок строк не рейтинг: автор ниже объясняет, почему разницу в доли процента нельзя принимать за разницу между техниками.

Условие

Скрытые тесты, %

Видимые тесты, %

Средняя стоимость, $

Differential

45,1

62,5

157

QuickCheck

44,5

61,8

147

Proptest

44,3

64,2

147

ACL2

44,1

50,8

152

Default

44,1

67,6

156

Verus

44,1

67,6

162

Judgement

44,0

66,7

151

Skill

43,6

63,6

155

Insta

43,5

61,8

147

rstest

43,5

64,3

143

Alloy

43,3

54,3

149

Spin

43,1

60,7

152

Creusot

42,8

61,7

147

Kani

42,8

59,9

148

Hegel

42,7

61,1

143

SMT

42,6

62,9

151

built-in

42,5

62,3

145

TLA+

42,4

56,0

144

Metamorphic

42,4

61,0

147

Lean 4

42,3

55,6

148

Fuzzing

41,2

55,5

148

Audit

41,1

57,0

151

PBT

41,0

58,1

148

Mutation

40,6

58,3

141

TDD

40,5

64,2

155

Напомню: в прошлых экспериментах с языками и техниками тестирования сбои часто были странными следствиями того, как работают агенты. Агенты на Clojure по умолчанию писали неправильный код преобразования байтов, агенты на Verus писали пустые доказательства. Это совсем не похоже на причины, которые приводят люди, когда советуют агентам конкретный язык или технику. Обычно это приятные на слух объяснения, почему что-то должно быть лучше. Звучат они очень по-человечески, но, судя по тому, что агенты делали на самом деле, с реальностью не связаны².

Поскольку прогонов здесь было «всего лишь» на 90 тысяч долларов, мы почти ничего не можем объяснить: данных для этого мало. Мы видим, что некоторые условия отработали лучше других, но что это значит, сказать трудно. Так что далеко идущих выводов делать не стоит. Кое-что, впрочем, согласуется с ожиданиями. Можно было предположить, что большинство предложенных техник и библиотек дадут лучшее обобщение, то есть более высокий результат на скрытых тестах относительно видимых (на графике «видимые против скрытых» точка выше и левее линии Default), а TDD обобщит хуже (ниже и правее этой линии).

Но если проверка свойств действительно даёт лучшее обобщение, а условия вроде TDD, порождающие много мелких тестов, обобщают хуже, то и у условия built-in отношение скрытых тестов к видимым должно быть ниже, чем у Default. Этого мы не увидели. Почему, непонятно, и без гораздо большего числа прогонов определить это, думаю, нельзя.

Что до самих результатов: линии на графиках «стоимость против скрытых» и «стоимость против видимых» — это кривые, подогнанные по форме всех траекторий на протяжении нескольких ходов, причём подгонка сделана по Default. То, что ниже и правее линии, можно считать худшим результатом, то, что выше и левее, лучшим. С 5.6 Sol было ясно, что условия тестирования в целом не приносят пользы, и причин тому было несколько:

  • Почти ни одно условие не обошло Default.

  • В других экспериментах (подробно здесь не разбираются) похожие промпты тоже не обошли Default.

  • Тесты, которые писали агенты в условиях, отличных от Default, были в основном нелепыми и не передавали ценности техники.

Здесь же многие разные техники показывают результат лучше Default. Настоящая неопределённость по каждому условию довольно велика (больше, чем показывают бутстрэп-интервалы на графиках), но условий, обошедших Default, так много, что одно или несколько из них правдоподобно обходят его на самом деле, пусть мы и не знаем, какие именно. Более того, некоторые условия, вероятно, и правда лучше других, но данных недостаточно, чтобы сказать, какие в целом сильнее. Куда проще, когда почти всё выглядит плохо сразу по множеству техник.

Вот какие вопросы у меня есть к результатам:

  • Насколько эти результаты можно экстраполировать на большее число ходов, чтобы приблизиться к почти полной корректности на Pandoc? Обычно условия с новыми ходами примерно сохраняют порядок, так что правдоподобно, что расстановка останется прежней, но это не проверено.

  • Какая часть результатов объясняется малой выборкой по каждому условию? В эксперименте с Pandoc мы запускали каждое условие «всего» 25 раз. Ходов было много, но и из прошлых экспериментов, и просто из работы с агентами мы знаем, что при циклической работе над сгенерированным кодом результат сильно зависит от пройденного пути.

  • Какая часть результатов объясняется малой выборкой по мелким, почти незаметным вариациям? Несколько дурацких экспериментов показали мне, что на одну и ту же просьбу можно получить очень разные результаты из-за пустяковых изменений: другого построения фразы, другого регистра букв и так далее. Сколько в нынешних результатах такого случайного?

  • Какая часть результатов объясняется малой выборкой по самим задачам? Мы посмотрели на одну задачу «размером с Pandoc». Если посмотреть на сто, насколько Pandoc окажется показательным?

Если бы я всерьёз хотел ответить на эти вопросы, пришлось бы запустить как минимум в 100 раз больше, чем здесь, чтобы покрыть всю матрицу. Стив Йегге упоминал, что с помощью примерно 20 подписок на Claude тратит около 120 тысяч долларов токенов в месяц по розничным ценам. Сотню раз на такой установке не наберёшь, но в 2–3 раза больше сделать можно, если расширить тестирование ограниченно и подключить немного догадок и экстраполяции. Есть ли мне смысл этим заниматься, не уверен: времени уйдёт много, свободного у меня мало. Но если вспомнить, что изучали учёные, когда исследовали продуктивность программистов, может, этим стоит заняться аспиранту: информации это даст больше, чем ряд широко цитируемых работ. А вот кто взялся бы за такое в индустрии, кроме ИИ-лаборатории, не знаю.

При всём этом, если держать в голове, что мы не знаем, насколько хорошо результаты обобщаются, вот что показалось мне интересным:

  1. Дифференциальное тестирование заставило агентов разбираться в тестах и инвариантах так, что это дало более глубокое «понимание», чем в других условиях.

  2. TDD снова отстал, но отстали не все условия, при которых агенты пишут много мелких тестов.

  3. ACL2 (средство доказательства теорем) показал себя хорошо (как и в эксперименте с Zstd на 5.6 Sol).

  4. Тестирование на основе свойств (речь про ряд библиотек, вынуждающих применять эту технику, условие с таким названием тут ни при чём) наконец дало тесты, которые делают то, на что от такого тестирования обычно рассчитываешь.

(1): Я пытался добиться этого от агентов с помощью наспех написанного скила для эксперимента с Zstd на 5.6 Sol. Сам скил отработал прилично, но агенты по сути этого не делали. А вот в эксперименте с Pandoc дифференциальное тестирование действительно заставило агентов внимательно разбирать граничные условия и придумывать, как написать тесты (а значит, и код), которые правильно реализуют обе стороны границы. Я не уверен, что это обобщается, но было бы интересно проверить, обобщается ли, и что ещё может заставить агентов делать такое систематически.

(2): Отставание TDD — ровно то, чего я и ждал (напомню, в эксперимент с 5.6 Sol я добавил TDD потому, что считал: он покажет себя слабо). Но раз другие условия, порождающие много мелких тестов, не отстали, доверия к правдоподобному объяснению «много мелких тестов — хуже результат» должно стать меньше.

(3): Мне давно кажется, что ACL2 недооценён по сравнению с другими средствами верификации (в некоторых областях промышленности его применяли широко и с хорошим эффектом, если сравнивать с объёмом академической работы о нём). Уверенности в этом мнении у меня было мало и остаётся мало, но в проведённых мной экспериментах он пока работает хорошо. Учитывая, сколько усилий вкладывается в то, чтобы агенты эффективно работали с Lean, я ожидаю, что со временем Lean обойдёт ACL2, даже если сегодня ACL2 впереди. Но сегодня ACL2 не кажется плохим выбором. Если вы занимаетесь верификацией или доказательствами на Lean 4, мне было бы любопытно узнать, как ваши результаты соотносятся с ACL2.

(4): Ура (возможно). По всем причинам выше я не слишком уверен, что это обобщается, но Proptest снова показал себя хорошо. И на этот раз тестирование было намного лучше, чем в эксперименте с Zstd на 5.6 Sol. Инсайдерских сведений у меня нет, но я бы предположил, что между 5.6 Sol и 6 Astra не было какой-то большой работы именно над тестированием на основе свойств, фаззингом и прочим, и улучшение пришло от лучшего обобщения и выросших способностей. Если это так (и если дело тут не в том, что я потратил 90 тысяч по розничным ценам вместо 9 миллионов), то для будущего тестирования это хороший знак: стоит ожидать, что модели будут лучше тестировать и без отдельных усилий по улучшению этих навыков.

Пока я прогонял эти тесты и готовил пост, завирусилось утверждение, что агентам надо запретить писать тесты (на основе прогона DeepSWE). Звучало оно так:

ok it’s official… [многоточие в оригинале] юнит- и интеграционные тесты, написанные ИИ, эмпирически доказанно бесполезны. скажите своим агентам, чтобы перестали сами писать тесты

Как мы уже отмечали, DeepSWE, на мой взгляд, не отражает работу, которой занимаюсь я, поэтому для меня лично он ничего не значит. К тому же там использовался Sonnet 5.5 High, так что в целом он справлялся только с задачами намного легче тех, что разобраны здесь. А и здесь, и в других недавних экспериментах видно: выводы об эффективности техник часто не переносятся на задачи другого размера или сложности. Мне кажется правдоподобным, что на задачах, которые кодинг-агентам даются совсем легко, запрет на тесты снижает стоимость (именно это и было показано, если вам вообще важен DeepSWE). Но обобщать это до «юнит- и интеграционные тесты, написанные ИИ, эмпирически доказанно бесполезны» на основании такого теста кажется неверным независимо от того, верно ли это для других задач, и вряд ли утверждение верно. Оно опиралось на просьбу не писать тесты, что дало похожую корректность и небольшую экономию (в среднем 9%). В наших тестах, и здесь, и раньше, мы видим и разницу в корректности, и разницу в стоимости больше 9%, так что утверждение вроде «юнит- и интеграционные тесты, написанные ИИ, эмпирически доказанно бесполезны», основанное на 9-процентной разнице в цене на бенчмарке из мелких задач, вряд ли верно. Стоит заметить и то, что проверяющая система DeepSWE в отношении тестирования сломана: помимо прочего, агент может добавить тест, имя которого совпадёт с именем секретного теста проверяющей системы, и это вызовет сбой. Из-за таких проблем добавление тестов наказывается по самому устройству бенчмарка, а это не отражает реальное использование.

Можно сказать, что утверждение сработало блестяще: заявить с преувеличением, что нечто эмпирически доказано, — отличный способ завируситься³ или собрать кучу цитирований. Но для выяснения того, как эффективно работать с кодинг-агентами, такой способ не годится.

В недавнем посте Нолана Лоусона о том, как выбор JavaScript-фреймворка влияет на агентов, он заметил:

Моя цель не в том, чтобы написать окончательный бенчмарк на тему «я вайб-кодер, какой фреймворк мне выбрать?». Смысл этого поста — показать, что в эпоху кодинга с ИИ всё ещё можно принимать решения на основе данных вместо ощущений.

Здесь я чувствую то же самое: думаю, запускать игрушечные эксперименты и смотреть на результаты полезно. Думаю, даже человек с ресурсами ИИ-лаборатории не смог бы сказать, что X или Y «эмпирически доказанно бесполезны [или полезны]», но какую-то информацию мы всё же получить можем.

Судя по увиденному в наших экспериментах, если бы мне понадобилась библиотека тестирования на основе свойств для Rust, я бы склонялся к proptest, а для любой задачи, где я взял бы Lean, склонялся бы попробовать ещё и ACL2, чтобы посмотреть, как отличаются результаты и не станет ли лучше. Остаётся и немало сведений, которые складываются в такое вот интуитивное ощущение.

Как я отмечал в N последних постах, я стараюсь описывать каждый такой эксперимент за 30 минут: результатов слишком много, а времени мало. Поэтому разбирать, что случилось в каждом условии, как в эксперименте с Zstd на 5.6 Sol, не буду. Я и так уже вышел за 30 минут, поэтому остановлюсь здесь, а к тестированию и верификации, возможно, вернёмся в будущем посте.

Спасибо Лоренсу Трэтту, Эдварду З. Яну, Софии Уиздом и Марко Прими за комментарии, исправления и обсуждение.

Приложение: почему ИИ-лаборатории не публикуют больше сравнений эффективных техник?

В отличие от нас, случайных людей, у них действительно есть ресурсы на относительно полные эксперименты, а информации о том, что работает, вообще не хватает. Если бы люди лучше понимали, как пользоваться ИИ, похоже, они бы и пользовались им больше. К тому же, по моему опыту, с моделями OpenAI и с моделями Anthropic работают разные техники. Если бы одна из компаний публиковала хорошие сведения о том, что работает с её моделями, это могло бы подтолкнуть людей к такому взаимодействию с агентами, которое выгодно этой компании.

Довод против, наверное, примерно такой: выручка растёт так быстро, что на другой работе можно заработать больше, и/или разница в том, как люди пишут промпты, всё равно не имеет значения. Со стороны первое мне кажется правдоподобным, а второе, по-моему, верным быть не может: я не раз видел, как разумные люди, не делающие явных глупостей, получают очень разные результаты, вплоть до того, что один не может получить рабочее решение задачи, с которой другой легко справляется. Если результаты «настоящие» и не вызваны тем, что проверялся достаточно широкий набор вещей, эффект больше, чем кажется при беглом взгляде на график: по мере того, как мы вкладываем в реализацию Pandoc больше усилий, ходов и долларов, отдача в корректности падает. Это видно по линии подгонки Default: её наклон намного меньше, чем у прямой из (0,0) в точку Default, и это заметно по самой кривой. При этом различия, которые я наблюдал на практике от того, как люди пишут промпты, намного больше, чем то, что мы видим, меняя технику тестирования парой слов в задании. Думаю, это довольно неудивительно (мы и не ждём каких-то волшебных слов о тестировании, дающих улучшение в 10 раз), но из-за этого эксперимент, выявляющий различия в том, как люди пишут промпты, получается трудным и дорогим.

Приложение: комментарии об агентном тестировании

Дэвид Р. Макайвер заметил:

Кстати, по своим проверкам скила я замечаю одну вещь: ChatGPT куда меньше увлекается тестированием на основе свойств, чем Claude. Claude довольно охотно пишет такие тесты и, похоже, получает от них пользу при разработке в моих текущих бенчмарках, а ChatGPT sol этого не делает, если сильно не настаивать. Так что тут может быть чувствительность к промпту, а может быть и особенность модели. Я пока вообще не оптимизировал скил под ChatGPT, так что, возможно, нечаянно что-то для него запорол. Кстати, я на самом деле не знаю, что Claude лучше в тестировании на основе свойств, чем ChatGPT (надо бы это проверить). Он просто проявляет больше инициативы, но вполне возможно, что, когда они действительно пишут свойства, качество примерно одинаковое.

С Claude я не проводил столь же широкого тестирования. Учитывая сказанное Макайвером, правдоподобно и то, что Claude лучше в тестировании на основе свойств, и то, что нет. Кроме того, поскольку он разрабатывает Hegel и в основном работает с Claude, правдоподобно и то, что Hegel лучше работает с Claude, чем с Codex, и с Claude мы увидели бы у Hegel результаты получше. Так что тут может быть чувствительность к промпту, а может быть и особенность модели.

На графике этого нет, но и исходный скил Hegel, использованный в эксперименте с Zstd на 5.6 Sol, и обновлённый, созданный после того, как Макайвер дополнительно проверил скил после того эксперимента, отработали хуже, чем Hegel без скила. Корректность была довольно близкой, а стоили оба намного дороже, причём обновлённый скил дороже исходного. Мне кажется довольно интересным, что скил, улучшенный для одних случаев, стал хуже в других. Как мы обсуждали в прошлом посте, некоторые виды скилов (например, скилы по техникам тестирования), работающие на разных моделях и уровнях усилий, похоже, написать очень трудно. Отсюда же ещё одно наблюдение: условие Skill, то есть скил, который я быстро набросал на основе своего опыта управления агентным тестированием с GPT-5.5 и GPT-5.6 Sol, в эксперименте на 5.6 Sol показало себя хорошо, а здесь, с 6 Astra на Pandoc, слабо. Человек с большим опытом управления тестированием на 6 Astra и на задачах покрупнее, вероятно, мог бы написать скил, который в таких условиях сработает лучше, по крайней мере на задачах, похожих на те, над которыми он работал. Но я не изучал эффективность тестирования на Astra достаточно серьёзно, чтобы написать такой скил самому.

Кстати, по разным случайным причинам я привык к Codex. Вроде бы справляюсь. Это мало что говорит о том, насколько эффективно я работал бы с Claude.

Роман Левентов написал:

Привет, Дэн! Твой пост про ИИ-кодинг подтолкнул меня попробовать фаззинг и генеративное тестирование.

Часть системы, которую я разрабатываю, устроена примерно как диаграмма состояний. Представь чат поддержки, где автоматика может предлагать действия или сообщения, которые сотрудник поддержки (человек) отправляет пользователю. LLM сообщений не пишет, её дело — классифицировать некоторые намерения обращений. Переходы между состояниями детерминированы. Могут приходить и внешние события о предмете обращения, которые существенно влияют на возможные следующие действия или решения. Всё это порождает богатую систему состояний. Написана она на TypeScript.

Мне пришлось переписать значительную часть этой системы, и, чтобы снизить риски переписывания и заодно попробовать фаззинг, я решил применить его в процессе. Первые 5 дней я работал с sol xhigh, потом ещё 4–5 дней в основном с astra medium или high (примерно тогда astra и вышла). Я поручил агенту написать генератор трасс из всех возможных видов событий и эффектов, влияющих на логику.

Первые 4 дня генеративное тестирование не могло найти ни одного нового дефекта, который агенты-ревьюеры не нашли бы сами раньше. Я всегда работаю так: определяю множество углов, областей и зон ревью (для этого переписывания их было около 15), заставляю агентов сгенерировать по моим шаблонам довольно подробный промпт для каждой области, а затем запускаю в этих областях субагентов с дословными промптами, пока они находят дефекты или что-то, что надо исправить.

Всего за время переписывания агенты-ревьюеры нашли примерно 210 багов и дефектов, а сгенерированные тесты под конец немного разогнались и дали около 20 новых дефектов, которых сами агенты не заметили. Итого примерно 230.

Изменения в продакшен-коде составили около 30 тысяч строк, а тестовая обвязка со всем, что написано специально для поддержки этого подхода, к концу выросла примерно до 300 тысяч строк. Наверное, это было очень неэффективно, но я не вникал.

После деплоя вылезло несколько (4–5) совсем «дурацких» багов, которые, казалось бы, не мог пропустить процесс, прогнавший больше 100 агентов-ревьюеров и нашедший 230 багов. И всё же для переписывания такой сложной системы состояний я считаю это хорошим результатом.

В целом я считаю это отрицательным результатом, потому что сгенерированные тесты помогли найти всего 10% дефектов и потребовали гигантского объёма кода (300 тысяч строк) и токенов агентов на разработку и поддержку.

Мне это кажется интересным, и я был бы рад видеть больше людей, описывающих такие случаи из практики.

Примечания автора

¹ Тот пост вышел в сентябре, но тесты проводились в августе. Основная часть работы для этого поста сделана в сентябре, а опубликовать его я собрался только в ноябре. Хотя я стараюсь тратить на описание экспериментов почти ноль усилий, я всё сильнее отстаю и просто не пишу о результатах, которые раньше, до агентов, опубликовал бы.

² Недавно слышал такое: Rust особенно хорош для агентов, потому что у него удобные сообщения об ошибках, ведущие агента к правильному решению. Я встречал это несколько раз. Я не скажу, что это абсолютно не может быть правдой: возможно, какой-то большой набор экспериментов, который мне не по карману, и нашёл бы какой-то эффект. Но я изучал этот вопрос намного внимательнее всех, от кого слышал такое утверждение, и, похоже, это неверно для всех задач, на которые я смотрел, по крайней мере на той выборке, которую могу себе позволить. Если утверждение и верно, в большинстве случаев его эффект, похоже, перекрывается другими факторами, так что причиной выбирать язык он быть не должен. Если называть одну-единственную причину, почему Rust хорош для агентов (а именно это и случилось, когда такое всплывало в последний раз), то эта причина, кажется, не та.

Заметьте ещё, что правдоподобные «по-человечески звучащие» причины эффективности, вероятно, так же неверны и в оценке людей. Просто мы не можем позволить себе такой эксперимент на людях, поэтому и передаём друг другу эти неопровержимые, но ничем не подкреплённые объяснения. Напомню, мы смотрели на литературу об эффективности статической и динамической типизации, потому что люди часто говорили, что исследования показывают превосходство статических типов над динамическими, но, когда мы заглянули в основные опубликованные на тот момент работы, доказательств этому почти не нашлось.

³ К таким вещам, похоже, подходит какой-нибудь вариант поговорки «ложь успевает обежать весь мир, пока правда надевает сапоги». У вирусного твита с преувеличенным утверждением на момент написания 2,8 тысячи лайков, 2,8 тысячи сохранений и 395 ретвитов, а прошло чуть меньше месяца с момента публикации. Как вы думаете, какой отклик соберёт твит об этом посте? Вряд ли я могу заключить на реальные деньги пари, что более точный твит наберёт меньше, потому что кто-нибудь мог бы принять пари и накрутить ему отклик через какой-нибудь сервис. Но в любой теме, которую я вижу в соцсетях, самые вирусные утверждения почти всегда преувеличены и неверны, а более взвешенные и менее ошибочные угнаться за ними не могут. Людям, похоже, очень нравится уверенность, даже (или особенно) там, где сам уровень уверенности говорит о почти наверняка неверном утверждении.

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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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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