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Н Новости

[Перевод] Встречайте Gas Town

С Новым Годом и добро пожаловать в Gas Town!

Рисунок 1: Встречайте Gas Town
Рисунок 1: Встречайте Gas Town

Что за чертовщина этот Gas Town?

Gas Town - это новый взгляд на IDE для 2026 года. Gas Town помогает вам справиться с рутиной запуска множества экземпляров Claude Code. Вещи теряются, трудно отследить, кто чем занимается, и так далее. Gas Town помогает со всей этой рутиной и позволяет вам сосредоточиться на том, над чем работают ваши Claude Code.

В этом посте "Claude Code" означает "Claude Code и все его идентичные конкуренты", то есть Codex, Gemini CLI, Amp, Amazon Q-developer CLI, бла-бла-бла, потому что именно этим они и являются. Клоны. Индустрия - это постыдная детская футбольная команда, гоняющаяся за форм-фактором CLI Claude Code образца 2025 года, вместо того чтобы создавать то, что будет дальше.

Я пошел вперед и создал то, что будет дальше. Сначала я предсказал это еще в марте в статье Месть начинающего разработчика. Я предсказал, что кто-то свяжет верблюдов Claude Code вместе в колесницы, и это именно то, что я сделал с Gas Town. Я приручил их настолько, что вы можете продуктивно использовать 20–30 штук одновременно на постоянной основе.

Gas Town имеет свое мнение - во многом как Kubernetes или Temporal, на которые Gas Town похож, по крайней мере, если прищуриться так сильно, что глаза почти полностью закроются. Я включу сравнения как с k8s, так и с Temporal в конце этого поста. Немного удивительно, насколько они похожи, несмотря на радикально разные основы.

Но сравнение должно служить предупреждением: Gas Town сложен. Не потому, что я этого хотел, а потому, что мне приходилось добавлять компоненты до тех пор, пока он не стал самодостаточной машиной. И те части, которые у него теперь есть, ну, они выглядят так, как будто Kubernetes спарился с Temporal, и у них родился очень уродливый ребенок.

Но это работает! Gas Town решает проблему MAKER (Ханойская башня из 20 дисков) вообще элементарно. Просто генерируешь по формуле "цепочку" на миллион шагов - и готово. Вчера ради интереса прогнал 10 дисков за несколько минут: доказал, что тысяча шагов для нас - это не проблема, хотя в статье MAKER говорится, что нейронки ломаются уже через несколько сотен. На 20 дисков закладываю часов 30. На этом мой импровизированный TED Talk окончен.

Все это обретет полный смысл, если вы дочитаете до конца следующих 23 страниц.

Gas Town не был секретом

После "Мести младшего разработчика" я путешествовал весь год, громко рассказывая всем, что именно нужно построить, и я имею в виду всем. Я не стеснялся этого. Я заявлял: "Оркестраторы - это следующее!" И все медленно кивали, щурились на меня, пока их глаза почти полностью не закрывались, и отвечали: "хм".

Я ходил к старшим сотрудникам в таких компаниях, как Temporal и Anthropic, говоря им, что они должны создать оркестратор агентов, что Claude Code - это просто строительный блок, и все будет связано с рабочими процессами ИИ и "Kubernetes для агентов". Я выходил на сцену на многочисленных мероприятиях и описывал свое видение оркестратора. Я был везде, у всех.

"Это будет как kubernetes, но для агентов", - говорил я.

"В нем должны быть агенты нескольких уровней, контролирующие других агентов", - говорил я.

"В нем будет очередь слияния (Merge Queue)", - говорил я.

"Он будет оркестрировать рабочие процессы", - говорил я.

"В нем будут плагины и ворота качества (quality gates)", - говорил я.

Я говорил об этом много чего, месяцами. Но черт возьми, мы даже не могли заставить людей использовать Claude Code, не говоря уже о том, чтобы думать об использовании 10-20 штук одновременно.

Поэтому в августе я начал создавать свой собственный оркестратор, так как, похоже, всем остальным было все равно. В конце концов он провалился, и я выбросил его и начал заново над v2, который тоже провалился, но из него мы получили Beads. Затем v3 (Python Gas Town), который продержался добрых шесть или восемь недель.

Gas Town (на Go) - это мой четвертый полный, функционирующий оркестратор 2025 года. История о том, как я пришел к Gas Town, забавна, но мы оставим ее для другого раза. К сожалению, этот пост будет достаточно длинным (25+ страниц!), просто рассказывая вам самые основы того, как он работает. Предысторию мы можем обсудить позже.

Но сначала, прежде чем мы перейдем к работе Gas Town, мне нужно по-быстрому от вас избавиться.

ВНИМАНИЕ ОПАСНОСТЬ ОСТОРОЖНО

Давайте поговорим о некоторых причинах, по которым вам не следует использовать Gas Town. Я мог бы придумать больше, но этих должно хватить.

Во-первых, кодовой базе меньше 3 недель. По шкале от "отполированного бриллианта" до "неограненного алмаза" и до "я только что провез это 400 миль вверх по реке в своей заднице", я охарактеризую Gas Town как "Вам, вероятно, пока не стоит это использовать". Ему не помешала бы дезинфекция. Он также на 100% написан в стиле "vibe coding". Я никогда не видел код, и мне все равно, что может заставить вас задуматься. Конечно, я также никогда не смотрел на Beads, а это 225 тысяч строк кода на Go, которые десятки тысяч людей используют каждый день. Я просто создал его в октябре. Если это доставляет вам дискомфорт, уходите сейчас же.

Во-вторых, вы действительно, серьезно еще не готовы. Давайте поговорим об эволюции программиста в 2024–2026 годах, изображенной здесь Nano Banana на Рисунке 2:

Рисунок 2: 8 стадий эволюции разработчика к ИИ
Рисунок 2: 8 стадий эволюции разработчика к ИИ

Сначала вы должны найти себя на графике. На какой стадии вашего путешествия в кодинг с помощью ИИ вы находитесь?

Стадия 1: Нулевой или почти нулевой ИИ: может быть, автодополнение кода, иногда задаете вопросы Чату.

Стадия 2: Агент кодинга в IDE, разрешения включены. Узкий агент кодинга в боковой панели спрашивает у вас разрешения на запуск инструментов.

Стадия 3: Агент в IDE, режим YOLO: Доверие растет. Вы отключаете разрешения, агент становится шире.

Стадия 4: В IDE, широкий агент: Ваш агент постепенно разрастается, заполняя экран. Код нужен только для диффов.

Стадия 5: CLI, один агент. YOLO. Диффы прокручиваются. Вы можете смотреть на них, а можете и нет.

Стадия 6: CLI, мульти-агент, YOLO. Вы регулярно используете 3-5 параллельных экземпляров. Вы очень быстры.

Стадия 7: 10+ агентов, управление вручную. Вы начинаете упираться в пределы ручного управления.

Стадия 8: Создание собственного оркестратора. Вы на передовой, автоматизируя свой рабочий процесс.

Если вы не находитесь по крайней мере на Стадии 7, или, может быть, на Стадии 6 и очень смелы, то вы не сможете использовать Gas Town. Вы еще не готовы. Gas Town - это промышленная фабрика кодинга, укомплектованная сверхразумными шимпанзе, и когда им вздумается, они могут мгновенно разрушить все ваше дерьмо. Они уничтожат других шимпанзе, рабочие станции, клиентов. Они оторвут вам лицо, если вы еще не опытный укротитель шимпанзе. Так что нет. Если у вас есть какие-либо сомнения вообще, то вы не можете его использовать.

Эффективная работа в Gas Town подразумевает приверженность "vibe coding". Работа становится текучей, неисчисляемой, которой вы свободно разбрасываетесь, как блестящей рыбой, которую швыряют в деревянные бочки в доках. Большая часть работы выполняется; некоторая работа теряется. Рыба выпадает из бочки. Некоторые убегают обратно в море или на них наступают. Придет еще рыба. Фокус на пропускной способности: создание и исправление со скоростью мысли.

Рисунок 3: Хаос Vibe Coding
Рисунок 3: Хаос Vibe Coding

Работа в Gas Town может быть хаотичной и неряшливой, именно так он получил свое название. Некоторые баги исправляются 2 или 3 раза, и кто-то должен выбрать победителя. Другие исправления теряются. Дизайны пропадают, и их нужно переделывать. Это не имеет значения, потому что вы неумолимо движетесь вперед по огромным, огромным кучам работы, которую Gas Town и генерирует, и потребляет. Вы можете не быть эффективными на 100%, но вы летите.

В Gas Town вы позволяете Claude Code делать свою работу. Вы - менеджер по продукту, а Gas Town - это компилятор идей. Вы просто придумываете функции, проектируете их, составляете планы реализации, а затем распределяете работу между своими подчиненными и командой. Opus 4.5 может справиться с любой задачей разумного размера, поэтому ваша задача - создавать для него задачи. Вот и всё.

Это, и еще вы должны помогать поддерживать работу Gas Town. Большую часть времени он работает сам по себе неплохо, но часто что-то идет не так. Чтобы он работал гладко, может потребоваться много усилий от вас и работников. Это в значительной степени система оркестрации с "руками на руле".

Если вы не можете так работать, то какого черта вы все еще здесь делаете? Возвращайтесь в свою IDE и укройтесь там. Gas Town небезопасен для вас.

Gas Town также чертовски дорог. Вам не понравится Gas Town, если вам когда-либо придется думать, даже на мгновение, откуда берутся деньги. Мне пришлось завести свой второй аккаунт Claude Code, наконец; они не позволяют выкачивать неограниченные доллары с одного аккаунта, так что вам нужно несколько email'ов и каналов, все это очень глупо. Мои расчеты показывают, что теперь, когда Gas Town наконец-то взлетел, мне понадобится третий аккаунт Claude Code к концу следующей недели. Это пожиратель денег.

Gas Town использует tmux в качестве основного интерфейса. Мне пришлось выучить tmux. Это оказалось проще, чем я думал, и намного полезнее. Прошло 3 недели, и я люблю tmux. Вам придется немного освоить tmux. Или вы можете подождать, пока кто-нибудь напишет лучший интерфейс для Gas Town. Лучшие интерфейсы появятся. Но tmux - это то, что у вас есть сейчас. И его стоит выучить.

Рисунок 4: Строка состояния Мэра в tmux
Рисунок 4: Строка состояния Мэра в tmux

Нравится вам это или нет, Gas Town построен на Beads. На самом деле это сиквел к Beads: мой "Империя наносит ответный удар" к "Звездным войнам" Beads. Для Gas Town нет "альтернативного бэкенда". Beads - это Универсальная плоскость данных (и плоскость управления, как выяснилось) на базе Git для всего, что происходит в Gas Town. Вы должны использовать Beads, чтобы использовать Gas Town.

Вам может не нравиться Beads. Если вы думаете, что Beads слишком самоуверен, вас ждет поездочка. Gas Town - это я, марширующий в Церковь Общественного Мнения о Кодинге с ИИ, поднимающий ногу и громко портящий воздух, который унюхают по всему миру.

Многих из вас может тошнить от моего бренда. Но я подозреваю, что некоторым из вас достаточно понравится становиться супергероями, чтобы закрыть глаза на причуды Gas Town и увидеть это по-моему. Именно так должна делаться работа. Это уже лучший способ, и он станет еще лучше.

Gas Town спроектирован так, чтобы масштабироваться в трех измерениях в этом году с помощью (1) когнитивных способностей моделей, (2) агентов, становящихся более дружелюбными к Gas Town, и (3) попадания Gas Town и Beads в обучающий корпус для передовых моделей. Даже без всего этого уже шокирует, что агенты используют Beads и Gas Town так легко. С нулевым обучением.

Но прямо сейчас? Это как фабрика конца 1800-х годов с машинами, которые могут выпотрошить вас, если вы не будете осторожны.

ОК! Это было полдюжины отличных причин не использовать Gas Town. Если я еще не избавился от вас, то, полагаю, вы один из сумасшедших. Держитесь. Это будет долгая и сложная поездка. Я попытался пойти сверху вниз и упростить все, насколько мог, но это немного похоже на учебник.

Мне жаль. Но в свое оправдание скажу, что Gas Town чертовски весел. Лучшее, что я когда-либо создавал.

Давайте погрузимся.

Основы Gas Town

Рисунок 5: Роли рабочих Gas Town
Рисунок 5: Роли рабочих Gas Town

Работники Gas Town - это обычные агенты кодинга, каждый из которых спромптирован играть одну из семи четко определенных ролей работников. Есть и другие ключевые концепции, которые я кратко представлю вместе с ролями, например, Города (Towns) и Риги (Rigs).

Одна вещь, которую нужно знать о Gas Town заранее: он деградирует изящно. Каждый работник может выполнять свою работу независимо или в небольших группах, и в любой момент вы можете выбрать, какие части Gas Town вы хотите запустить. Он даже работает в режиме "без tmux" и ковыляет, используя голые сессии Claude Code без сообщений в реальном времени. Это немного медленнее, но все равно работает.

Семь ролей Gas Town работают вместе, чтобы помогать поддерживать работу Gas Town. И ему иногда нужна ваша помощь тоже; Gas Town работает в равных частях на бензаке (guzzoline) и ручном труде.

Вот ключевые игроки и концепции:

🏙️ Город (The Town): Это ваша штаб-квартира. Моя - ~/gt, и все мои проектные риги находятся под ней: gastown, beads, wyvern, efrit и т.д. Город (бинарный файл Go gt) управляет и оркестрирует всех работников во всех ваших ригах. Вы храните его в отдельном репозитории, в основном для конфигурации.

🏗️ Риги (Rigs): Каждый проект (git-репозиторий), который вы помещаете под управление Gas Town, называется Ригом. Некоторые роли (Свидетель, Хорьки, НПЗ, Команда) относятся к ригу, в то время как другие (Мэр, Дьякон, Псы) - это роли уровня города. gt rig add и связанные команды управляют вашим ригом в упряжке Gas Town. Риги легко добавлять и удалять.

👤 Надзиратель (The Overseer): Это вы, Человек. Восьмая роль. Я нарисовал вам немного грима на картинке. Как у Надзирателя, у вас есть личность в системе, и свой собственный почтовый ящик, и вы можете отправлять и получать городскую почту. Вы босс, главный начальник, большая шишка.

🎩 Мэр (The Mayor): Это главный агент, с которым вы разговариваете большую часть времени. Это ваш консьерж и начальник штаба. Но если Мэр занят, все остальные работники тоже Claude Code, так что они все очень умные и полезные. Мэр обычно запускает большинство ваших рабочих конвоев и получает уведомления, когда они заканчиваются.

😺 Хорьки (Polecats): Gas Town - это механизм роения работы. Хорьки - это эфемерные работники для каждого рига, которые запускаются по требованию. Хорьки работают, часто стаями, чтобы создавать Merge Requests (MR), затем передают их в Очередь слияния (MQ). После слияния они полностью списываются, хотя их имена используются повторно.

🏭 НПЗ (Refinery): Как только вы начинаете создавать рои работников, вы сталкиваетесь с проблемой Очереди слияния (MQ). Ваши работники устраивают беспорядочную свалку из-за перебазирования/слияния, и это может стать уродливым. Базовая линия может измениться так сильно во время роения, что последние работники, которых объединяют, пытаются слиться с неузнаваемым новым "головой" (head). Им может потребоваться полностью переосмыслить свои изменения и переделать их. Это работа НПЗ: агента-инженера, ответственного за интеллектуальное слияние всех изменений, по одному за раз, в main. Никакая работа не может быть потеряна, хотя ей разрешено эскалировать.

🦉 Свидетель (The Witness): Как только вы запускаете достаточно хорьков, вы понимаете, что вам нужен агент просто для того, чтобы присматривать за ними и помогать им не застревать. Движение Gas Town (GUPP) эффективно, но все еще немного ненадежно сейчас, и иногда вам нужно пойти поторопить хорьков, чтобы они отправили свои MR, а затем поторопить НПЗ, чтобы разобраться с ними. Патруль Свидетеля помогает сгладить это, так что это почти идеально для большинства запусков.

🐺 Дьякон (The Deacon): Дьякон - это демон-маяк. Он назван в честь персонажа Денниса Хоппера из "Водного мира", который был вдохновлен персонажем Лорд Гумунгус во вселенной Безумного Макса, что делает это кроссовером. Дьякон - это Патрульный Агент: он запускает "патруль" (четко определенный рабочий процесс) в цикле. У Gas Town есть демон, который пингует Дьякона каждые пару минут и говорит: "Делай свою работу". Дьякон разумно распространяет этот сигнал DYFJ (Do Your F***ing Job) вниз другим городским работникам, гарантируя, что Gas Town продолжает работать.

🐶 Псы (Dogs): Вдохновленные "Псами" MI5 Мика Херрона, это личная команда Дьякона. В отличие от хорьков, Псы - это работники уровня города. Они делают такие вещи, как обслуживание (очистка устаревших веток и т.д.) и случайную работу разнорабочих для Дьякона, например, запуск плагинов. Патруль Дьякона стал настолько перегружен обязанностями, что ему понадобились помощники, поэтому я добавил Псов. Это позволяет Дьякону сосредоточиться на завершении своего патрулирования, а не увязать и застревать на одном из шагов. Дьякон перебрасывает работу Псам, и они разбираются с грязными деталями.

🐕 Пнуть Пса (Boot the Dog): Есть специальный Пес по имени Boot, которого демон будит каждые 5 минут, просто чтобы проверить Дьякона. Это его единственная работа. Boot существует потому, что демон постоянно прерывал Дьякона раздражающими сердцебиениями и ободряющими речами, так что теперь пес слушает это. Boot решает, нужно ли Дьякону сердцебиение, толчок, перезапуск или просто оставить его в покое, а затем возвращается спать.

👷 Команда (The Crew): Команда, несмотря на то, что она последняя в списке, - это агенты, которых вы лично будете использовать чаще всего, после Мэра. Команда - это агенты кодинга для каждого Рига, которые работают на Надзирателя (вас) и не управляются Свидетелем. Вы выбираете их имена, и у них есть долгоживущие личности. Вы можете запустить столько, сколько захотите. Привязки tmux позволяют вам циклически переключаться через команду для каждого рига с помощью C-b n/p. Команда - это прямая замена любому рабочему процессу, который вы использовали раньше. Это просто куча именованных экземпляров claude code, которые могут получать почту и перебрасываться работой. Команда отлично подходит для таких вещей, как проектная работа, где много тудем-сюдем. Они отличные. Вам понравится ваша команда.

Почта и сообщения

Beads - это атомная единица работы в Gas Town. Bead - это особый вид тикета в трекере задач, с ID, описанием, статусом, исполнителем и так далее. Beads хранятся в JSON (один тикет на строку) и отслеживаются в Git вместе с вашим репозиторием проекта. Городская почта и сообщения (события) используют Beads, как и другие типы оркестрации.

Gas Town имеет двухуровневую структуру Beads: Beads Рига и Beads Города.

Рисунок 6: Двухуровневый поток Beads
Рисунок 6: Двухуровневый поток Beads

В Gas Town происходит два уровня работы: уровень Рига и уровень Города.

  • Работа уровня Рига - это работа над проектом: Улучшение вашего проекта. Фичи, исправление багов и т.д. Эта работа разделена между хорьками и командой, с периодическим участием других работников.

  • Работа уровня Города - это оркестрация, и включает в себя такие вещи, как патрули (длинные цепочки шагов для выполнения, закодированные как связанные beads) и разовые рабочие процессы, такие как релизы или генерация больших волн обзора кода.

Оба этих вида работы используют Beads, и между ними есть некоторое перекрытие. По большей части, это довольно гибко, и на самом деле не имеет значения, где вы регистрируете задачи или инициируете работу. Все работники знают, как ориентироваться в Gas Town, и довольно спокойны, если вы даете им работу из неправильного рига.

Все работники уровня рига (НПЗ, свидетель, хорьки и команда) совершенно способны работать между ригами, когда им это нужно. Есть команда gt worktree, которую они могут использовать, чтобы получить свой собственный клон любого рига и сделать исправление. Но обычно они работают внутри одного проекта.

У Beads есть маршрутизация между ригами. Gas Town настраивает Beads на маршрутизацию запросов, таких как bd create и bd show, в правильную базу данных на основе префикса задачи, например "bd-" или "wy-". Все команды Beads работают практически везде в Gas Town и находят правильное место, чтобы их разместить, а если нет, то Beads легко перемещать.

Примечание о тематике Безумного Макса

Gas Town - это просто Gas Town. Он начинался с тематики Безумного Макса, но ничто из этого не является супер сильным. Ни одна из ролей не является собственным именем из серии, и я привношу тематику из других источников, включая вселенную Slow Horses, Waterworld, Cat’s Cradle, Breaking Bad (как вы скоро увидите), и, по-видимому, The Wind in the Willows, судя по рисункам Nano Banana.

Если кто-нибудь когда-нибудь пришлет мне письмо с требованием прекратить (C&D) из-за этого, Gas Town как умный осьминог трансформируется в Gastown, названный в честь прекрасного района Gastown в Ванкувере, Британская Колумбия, и наши хорьки (polecats) будут просто на другом виде шеста (pole).

Короче говоря, "Gastown" - это тоже правильный способ называть проект. И с этим...

Универсальный принцип движения Gas Town (GUPP)

GUPP - это то, что заставляет Gas Town двигаться. Самая большая проблема с Claude Code - он заканчивается. Контекстное окно заполняется, он выдыхается и останавливается. GUPP - это мое решение этой проблемы.

GUPP гласит просто: Если на твоем крючке есть работа, ТЫ ДОЛЖЕН ЕЕ ВЫПОЛНИТЬ.

Все работники Gas Town, во всех ролях, имеют постоянные личности в Beads, что означает в Git. Тип личности работника представлен Role Bead, который похож на таблицу домена, описывающую роль. И у каждого работника есть Agent Bead, который является постоянной личностью агента.

И Role Beads, и Agent Beads (а также Крючки/Hooks) являются примерами "прикрепленных beads", что означает, что они плавают, как желтые стикеры, в плоскости данных Beads и никогда не закрываются, как обычные задачи (если только личность не исчезнет). Они не появляются в bd ready (готовая работа), и с ними обращаются по-особому в различных других отношениях.

В Gas Town агент - это не сессия. Сессии эфемерны; они - "скот" в метафоре Kubernetes "питомцы против скота". Сессии Claude Code - это скот, который Gas Town бросает на постоянную работу. Вся эта работа живет в Beads, вместе с постоянными личностями работников, и почтой, системой событий и даже эфемерной оркестрацией, как мы увидим.

В Gas Town агент - это Bead, личность с единственным глобальным адресом. У него есть несколько слотов, включая указатель на его Role Bead (который содержит информацию для затравки и т.д. для этой роли), его почтовый ящик (все Beads), его Крючок (тоже Bead, используемый для GUPP) и некоторые административные вещи, такие как состояние оркестрации (метки и заметки). История всего, что сделал этот агент, зафиксирована в Git и в Beads.

Так что такое Крючок? У каждого работника Gas Town есть свой собственный крючок 🪝. Это специальный прикрепленный bead, только для этого агента, и именно туда вы вешаете молекулы, которые являются рабочими процессами Gas Town.

Рисунок 7: GUPP, Универсальный принцип движения Gas Town
Рисунок 7: GUPP, Универсальный принцип движения Gas Town

Как вещи туда вешаются? Ну, с помощью gt sling, конечно. Вы швыряете работу работникам, и она попадает на их крючок. Вы можете запустить их немедленно, или отложить, или даже заставить их сначала перезапуститься. Мы поговорим об этом чуть позже. Швыряние им работы означает, что вы можете пойти заниматься другими делами, а они просто продолжат.

Одна из самых простых, но величайших вещей в Gas Town заключается в том, что в любой момент любой сессии вы можете сказать: "давай передадим управление" (let's hand off), и работник изящно приберется и перезапустит себя. Благодаря GUPP агент продолжит работать автоматически, если он на крючке.

К сожалению, Claude Code настолько несчастно вежлив, что GUPP не всегда работает на практике. Мы говорим агенту: ТЫ ДОЛЖЕН ЗАПУСТИТЬ СВОЙ КРЮЧОК, а он иногда ничего не делает. Он просто сидит и ждет ввода пользователя.

Поэтому у нас есть обходной путь.

Толчок GUPP (The GUPP Nudge)

Работникам Gas Town предписано следовать "физике выше вежливости", и им сказано смотреть на свой крючок при запуске. Если на их крючке есть работа, они должны начать работать над ней, не ожидая.

К сожалению, на практике Claude Code часто ждет, пока вы наберете что-нибудь - что угодно - прежде чем он проверит свою почту и крючок, доложит и начнет работать. Иногда он делает это, иногда нет. Со временем это станет лучше, но пока ему иногда нужен толчок.

Поскольку работники Gas Town не всегда следуют GUPP, существуют различные системы, которые подталкивают агента примерно через 30–60 секунд после его запуска. Иногда быстрее, иногда медленнее. Но он всегда получит толчок в течение 5 минут или около того, если город работает и не находится в покое.

Агенты получают пинок при запуске с помощью gt nudge, основной команды Gas Town для обмена сообщениями в реальном времени, которая отправляет уведомление tmux работнику (или целому каналу). Это обходит некоторые проблемы с устранением дребезга (debounce) в tmux send-keys и гарантирует, что работник получит уведомление, как если бы пользователь его напечатал. Это заставляет работника прочитать свою почту и крючок и принять меры.

С "хаком" GUPP Nudge на месте и иерархическим сердцебиением от Дьякона вниз, GUPP обычно гудит и поддерживает работу Gas Town до тех пор, пока есть доступная работа. Конвои запускаются, завершаются и приземляются без вмешательства. Работники продолжают молекулы через сессии. Gas Town может работать всю ночь, если вы скормите ему достаточно работы.

Разговор с вашими Мертвыми Предками

GUPP Nudge привел к интересной функции, gt seance, которая позволяет работникам Gas Town общаться напрямую со своими предшественниками в их роли. То есть текущий Мэр может поговорить с прошлым Мэром и так далее. Они делают это с помощью функции Claude Code /resume, которая позволяет перезапускать старые сессии, которые вы убили.

Это полезно, потому что часто работник скажет: "ОК, я передал эту большую кучу работы и советов моему преемнику! Пока! /handoff", и исчезнет, а затем новый работник запустится и будет типа: "Что? Я ни черта не вижу". Раньше вам приходилось неуклюже выяснять, какая сессия была предыдущей, из ваших последних 40 с лишним сессий, все из которых начинаются с "поехали", потому что вы делали толчок GUPP вручную. Это было действительно неудобно и почти не стоило того.

То, как появилась gt seance: Неважно, что вы говорите агенту в толчке. Поскольку их промпты так строги в отношении GUPP и теории работы Gas Town, и того, насколько они важны как шестеренки в машине, бла-бла-бла, агенты будут полностью игнорировать все, что вы печатаете, если вы не напрямую переопределяете инструкции их крючка.

Рисунок 8: Разговор с мертвыми предками с помощью gt seance
Рисунок 8: Разговор с мертвыми предками с помощью gt seance

Так что все, что вам нужно сказать, это "привет", или "Илон Маск говорит, что луна сделана из зеленого сыра", или "делай свою работу", и агент запустит крючок.

Моя идея неделю назад была такой: поскольку нам все равно нужно подталкивать все сессии, я решил включить session_id Claude Code (вместе с ролью Gas Town и PID) в толчок. Это дает каждой сессии /resume уникальный и полезный/обнаруживаемый заголовок.

С gt seance работник буквально запустит claude code в подпроцессе, использует /resume, найдет разговор своего предшественника и спросит его: "Где, черт возьми, мои вещи, которые ты мне оставил?"

Хорошие времена, я вам скажу. Gas Town - это Хорошие Времена.

Я думаю, наверное, пришло время поговорить о стеке MEOW. Я думаю, вы готовы к этому.

Молекулярное выражение работы (MEOW)

Gas Town - это верхушка глубокого айсберга. Сам Gas Town может не прожить дольше 12 месяцев, но кости Gas Town - стек MEOW - могут прожить еще несколько лет. Это больше похоже на открытие, чем на изобретение.

Рисунок 9: Молекулярное выражение работы (MEOW)
Рисунок 9: Молекулярное выражение работы (MEOW)

Сначала пришли Beads. В октябре я в разочаровании сказал Клоду поместить всю мою работу в легкий трекер задач. Я хотел для этого Git. Клод хотел SQLite. Мы сошлись на обоих, и Beads родился за 15 минут безумного проектирования. Это базовые единицы работы.

Вскоре после этого появились Эпики (Epics): Beads с детьми, которые, в свою очередь, сами могли быть эпиками. Это дало вам много гибкости для построения планов сверху вниз. Дети эпиков по умолчанию параллельны, но вы можете установить явные зависимости между ними, чтобы заставить их быть последовательными. Эпики позволяют создавать планы "вверх ногами", где последнее, что нужно сделать, - это корень, а первые вещи, которые нужно сделать, - это листья дерева эпика. Немного уродливо, но ИИ могут разобраться с этим просто отлично.

Затем пришли Молекулы (Molecules). Эта идея пришла мне в голову 17 декабря, через несколько дней после возвращения из Австралии. Моя работа над моими первыми двумя оркестраторами привела меня к желанию разбить работу агента на последовательные небольшие задачи, которые они должны отмечать, как список TODO. Они уже делают это, но я хотел делать это заранее, чтобы я мог настроить часы работы наперед, которые они будут выполнять атомарно в правильном порядке.

Другими словами, молекулы - это рабочие процессы, связанные цепочкой Beads. Они могут иметь произвольные формы, в отличие от эпиков, и они могут быть сшиты вместе во время выполнения.

Затем я придумал протомолекулы (protomolecules), которые были как классы или шаблоны - сделанные из реальных Beads, со всеми инструкциями и зависимостями, настроенными заранее, целый граф шаблонных задач (например, "дизайн", "план", "реализация", "обзор", "тест" в простой версии), который вы бы инстанцировали в "молекулу", которая является рабочим процессом для агента, чтобы отмечать одну задачу за раз. Инстанцирование включает копирование всех beads протомолекулы и выполнение подстановок переменных в ней для создания реального рабочего процесса.

Пример: У меня есть 20-шаговый процесс релиза для Beads. Раньше агентам было трудно пройти через него, потому что в нем были длительные состояния ожидания, такие как ожидание завершения GitHub Actions, завершения CI и развертывания различных артефактов. Мне приходилось пилить агента, чтобы он закончил, и они всегда пропускали шаги.

С молекулами идея была в том, чтобы сделать 20 beads для шагов релиза, связать их вместе в правильном порядке и заставить агента идти по цепочке, по одной задаче за раз. Одним из дополнительных преимуществ является то, что это автоматически создает ленту активности, так как они берут в работу и закрывают задачи.

Если рабочий процесс зафиксирован как молекула, то он переживает сбои агента, компакции, перезапуски и прерывания. Просто запустите агента в той же песочнице, заставьте его найти свое место в молекуле и продолжить с того места, где он остановился.

Протомолекулы великолепны. Клод настоял на отсылке к "Пространству" (The Expanse), гарантируя, что нас засудит практически каждая крупная студия. Но вскоре мы обнаружили, что нам нужна фаза макрорасширения, чтобы правильно компоновать молекулы с циклами и шлюзами. Поэтому я придумал исходную форму для рабочих процессов, Формулы (Formulas), в формате TOML, которые "готовятся" в протомолекулы, а затем инстанцируются в огоньки (wisps) или молы (mols) в базе данных Beads.

Формулы предоставляют способ для вас описать и скомпоновать практически любую интеллектуальную работу. Я создаю маркетплейс для них под названием Mol Mall. Следите за новостями.

Рисунок 10: Формулы и приготовление
Рисунок 10: Формулы и приготовление

И наконец, мне нужно было слово, чтобы обозначить "молекуляризованную работу" - работу в форме, которую агенты могут брать и выполнять по шагу за раз. Это работа, которую вы можете компоновать вместе, молекулы, связывающиеся с другими молекулами, и вы можете настроить зависимости для всего гигантского проекта заранее, и заставить Gas Town роиться над ним целые выходные, без присмотра, если вы достаточно смелы.

Термин для большого моря рабочих молекул, всей работы в мире, - "бензак" (guzzoline), хотя мы не часто используем его в документации. Это просто идиома Gas Town, вроде War Rig, который является вкладом данного Рига в межриговый Конвой. Вы услышите это время от времени, но это не большая часть повседневного именования.

Недетерминированная идемпотентность

Gas Town работает по принципу, который я называю Недетерминированной идемпотентностью, или NDI. Это похоже на детерминированное, надежное воспроизведение Temporal, но Gas Town достигает своей надежности и гарантированного выполнения с помощью совершенно другого механизма.

Рисунок 11: Недетерминированная идемпотентность
Рисунок 11: Недетерминированная идемпотентность

В Gas Town, работающем на стеке MEOW, вся работа выражается как молекулы. В этом есть немного алгебры, которую я открыл за последние две недели. Молекулы - это рабочие процессы. Они могут иметь сложные формы, и циклы, и шлюзы, и на самом деле они полны по Тьюрингу. И каждый шаг рабочего процесса выполняется сверхразумным ИИ.

Поскольку ИИ действительно хороши в следовании спискам TODO и критериям приемки, они надежны в следовании молекулам. Они понимают идею GUPP, и они понимают, что бюрократия по отметке задач, какими бы тривиальными они ни были, обновляет живую ленту активности. Этого рассуждения достаточно, чтобы они гудели и оставались на правильном пути, пока они это делают. Им не становится "скучно", и они гораздо реже совершают ошибки, потому что они не управляют своим собственным списком TODO (за исключением одного небольшого шага).

Это означает, что молекулярные рабочие процессы надежны. Если молекула находится на крючке агента, то:

  1. Агент постоянен: Bead, подкрепленный Git. Сессии приходят и уходят; агенты остаются.

  2. Крючок постоянен, также Bead, подкрепленный Git.

  3. Молекула постоянна - цепочка Beads, также в Git.

Поэтому не имеет значения, если Claude Code упадет или у него закончится контекст. Как только запустится другая сессия для этой роли агента, она немедленно начнет работать над этим шагом в молекуле (через GUPP или когда ее подтолкнет один из патрульных агентов). Если она обнаружит, что упала в середине последнего шага, ничего страшного, она выяснит правильное исправление, выполнит его и двинется дальше.

Так что даже если путь полностью недетерминирован, результат - рабочий процесс, который вы хотели запустить - в конечном итоге завершается, "гарантированно", пока вы продолжаете бросать на него агентов. Агент может даже совершать ошибки по пути, но может самоисправляться, потому что критерии приемки молекулы, предположительно, хорошо специфицированы тем, кто проектировал молекулу.

Существует масса граничных случаев. Это описание NDI упрощено. Gas Town не является заменой Temporal. Спросите своего врача, подходит ли вам Gas Town. Но Gas Town действительно предоставляет гарантии рабочего процесса, которые вполне достаточно хороши для инструмента разработчика! Если вы - это я!

Огоньки (Wisps): Эфемерные Beads Оркестрации

Есть еще несколько уголков нашего учебника, которые нам, вероятно, следует затронуть. Большую часть времени вам все равно на это, вам важно, чтобы конвои запускались и завершались, и смотреть на ваши ленты активности и дашборды. Но молекулярная "химия" Gas Town имеет много богатых уголков, которые активно используются в оркестрации.

Одним из ключевых изобретений масштабирования от 21 декабря были Огоньки (Wisps), которые являются эфемерными Beads. Они находятся в базе данных, получают хеш-ID и действуют как обычные Beads. Но они не записываются в файл JSONL и, следовательно, не сохраняются в Git. В конце своего выполнения Огоньки "сжигаются" (уничтожаются). Опционально их можно сжать в однострочное резюме/дайджест, который коммитится в git.

Огоньки важны для высокоскоростных рабочих процессов оркестрации. Они являются паровой фазой материи для работы Gas Town. Все патрульные агенты - НПЗ, Свидетель, Дьякон, Хорьки - создают молекулы-огоньки для каждого запуска патруля или рабочего процесса. Они гарантируют, что рабочие процессы завершаются транзакционно, но без загрязнения Git шумом оркестрации.

Патрули

Патрули - это эфемерные (wisp) рабочие процессы, которые работают для Патрульных Работников, в частности НПЗ, Свидетеля и Дьякона.

Рисунок 12: Патрули Gas Town
Рисунок 12: Патрули Gas Town

Патруль - это эфемерный (wisp) рабочий процесс, который агент запускает в цикле. У патрулей есть экспоненциальная отсрочка (backoff): агент будет постепенно засыпать, если не найдет работы в своих шагах патрулирования, ожидая все дольше и дольше, чтобы начать следующий патруль. Любая изменяющая команда gt или bd разбудит город, или вы можете сделать это сами с помощью команды gt, запуская отдельных работников, группы, риг или весь город.

Патруль НПЗ довольно прост. У него есть несколько предварительных шагов для очистки рабочего пространства, затем он обрабатывает Очередь слияния, пока она не опустеет, или пока ему не понадобится переработать сессию. У него есть несколько пост-полетных шагов в молекуле, когда он готов передать управление. Я готовлюсь добавить плагины в патруль НПЗ, но их там пока нет. Когда я их добавлю, вы сможете добавлять плагины, которые копаются в MQ и пытаются упорядочить ее разумно, и связать бэкенд Gas Town с другими системами.

Патруль Свидетеля немного сложнее. Он должен проверять благополучие хорьков и нефтеперерабатывающих заводов (Refineries). Он также заглядывает к Дьякону, просто чтобы убедиться, что он не застрял. И Свидетель запускает плагины уровня Рига.

Патруль Дьякона имеет много важных обязанностей. Он запускает плагины уровня Города, которые могут делать такие вещи, как предоставление совершенно новых UI или возможностей. Дьякон также участвует в протоколе для gt handoff и переработке сессий агентов, и обеспечении правильной очистки некоторых работников. Патруль Дьякона стал достаточно сложным, поэтому я добавил Псов в качестве помощников, личную команду Дьякона. Теперь ему предписано передавать сложную работу и расследования Псам, чтобы длительные шаги патрулирования не мешали основной системе событий города, которая является кооперативной и основанной на почте.

Плагины Gas Town

Gas Town определяет плагин как "скоординированное или запланированное внимание от агента". Работники Gas Town запускают рабочие процессы (часто в циклах патрулирования), и любой рабочий процесс может содержать любое количество шагов "запустить плагины".

Патруль Дьякона Gas Town запускает плагины уровня Города, и они теперь запускаются с Псами, так что они могут работать практически неограниченное время. У нас есть некоторая поддержка таймеров и колбэков, но в основном это хуки жизненного цикла. Я еще не вложил много дизайнерской мысли в эту подсистему, так что если вы хотите начать использовать систему плагинов, дайте мне знать, и мы можем разобраться.

Я планирую реализовать большое количество дополнительных функций в Gas Town как плагины. Они просто не попали в запуск v1. Они, вероятно, окажутся формулами в Mol Mall.

Рисунок 13: Легковесные плагины Gas Town
Рисунок 13: Легковесные плагины Gas Town

🚚 Конвои 🚚

ОК, фух. Вы отлично справились. Мы покрыли много теории, и это была особенно трудная теория, потому что это куча дерьма, которое я вытащил из своей задницы за последние 3 недели, и я назвал это в честь барсуков и прочего. Но в этом есть своего рода элегантная последовательность и связность. Оркестрация рабочих процессов, основанная на маленьких желтых стикерах в плоскости данных Git, действующих как узлы графа в море связанной работы.

Фу! Никому не интересно, я знаю. Вы хотите делать дела, сверхчеловечески быстро, ограниченные только скоростью пожирания токенов. Давайте поговорим о том, как.

Все в Gas Town, вся работа, сворачивается в Конвой.

Рисунок 14: Отображение Convoy CLI
Рисунок 14: Отображение Convoy CLI

Конвой - это система тикетов или нарядов на работу в Gas Town.

Конвой - это специальный bead, который оборачивает кучу работы в единицу, которую вы отслеживаете для доставки. Он не использует структуру Epic, потому что отслеживаемые задачи в Конвое не являются его детьми - у большинства из них уже есть другой родитель.

Фундаментальный примитив для разбрасывания работы в Gas Town - это gt sling. Если я скажу Мэру: "Наши сессии tmux показывают неправильное количество ригов в строке состояния - зарегистрируй это и швырни", Мэр зарегистрирует bead для проблемы, а затем gt sling (швырнет) его хорьку, псу или команде, в зависимости от того, как он чувствует себя в роли фабричного шимпанзе в этот день.

Реальный пример: я часто говорю своей команде Beads швырнуть молекулу релиза хорьку. Хорек пройдет через 20-шаговый процесс релиза, закончит его, а затем я получу уведомление, что Конвой приземлился/завершился.

Сбивает с толку слышать, что "задача wy-a7je4 только что завершилась". Даже если вы видите заголовок, он может не отражать более крупный блок работы, частью которого была эта задача. Поэтому теперь мы оборачиваем каждую единицу швырнутой работы, от одиночного броска хорьку до большого роя, который кто-то запускает, Конвоем.

Конвои отображаются на дашборде, который становится лучше с каждым днем; есть TUI на базе Charmbracelet с расширяющимися деревьями для каждого конвоя, так что вы можете видеть его отдельные отслеживаемые задачи. UI и UX будут улучшаться. Это День 1 для Gas Town.

Конвои - это в основном фичи. Будь то очистка технического долга, или реальная фича, или исправление бага, каждый конвой - это единица тикетинга архитектуры нарядов на работу Gas Town. Они довольно новые (может быть, 3-4 дня?), но уже являются самым веселым способом работы.

Обратите внимание, что Конвой может быть "атакован" (обработан) несколькими роями до того, как он будет завершен. Рои - это эфемерные сессии агентов, берущие на себя постоянную работу. Тот, кто управляет Конвоем (например, Свидетель), будет продолжать перерабатывать хорьков и подталкивать их к задачам.

Рабочий процесс Gas Town

Самый фундаментальный рабочий процесс в Gas Town - это передача управления, gt handoff, или команда /handoff, или просто скажите "давай передадим управление". Ваш работник опционально отправит себе работу, затем перезапустит свою сессию прямо там, в tmux. Все ваши работники, которыми вы руководите - Мэр, ваша Команда, а иногда и другие - потребуют от вас сообщить им, что пора передавать управление.

Кроме этого, цикл разработки в Gas Town более или менее такой же, как и с Claude Code (и Beads), просто его больше. Вы получаете рои бесплатно (они стоят только денег), вы получаете приличные дашборды, вы получаете способ описывать рабочие процессы, и вы получаете почту и сообщения. Это... примерно все.

Я нашел tmux одновременно простым в использовании и шокирующе мощным, и я едва начал изучать все тонкости. Он дает мне все, что мне нужно: переключение на любого агента, сканирование того, что они все делают, циклическое переключение между различными группами связанных агентов. Это здорово.

Рисунок 15: Просмотр списка сессий tmux
Рисунок 15: Просмотр списка сессий tmux

Я, конечно, с нетерпением жду UI на Emacs для Gas Town. И я уверен, что некоторые из вас с нетерпением ждут Web UI. Дерзайте!

Но tmux достаточно хорош. Вам не нужно учить много команд tmux, чтобы быть опытным. Я просто использую несколько:

  • C-b s - список сессий, подглядывание за ними, переключение на одну

  • C-b b - перемещение курсора назад (C-b во многих редакторах и оболочках). В tmux он просто идет назад медленнее. Небольшая плата!

  • C-b [ - войти в "режим копирования", который приостанавливает вывод и позволяет прокручивать (ESC для выхода)

  • C-b C-z C-z - приостановить процесс и выйти в оболочку

  • C-b n/p - циклически перейти к следующему работнику в группе (например, следующему члену Команды в риге)

  • C-b a - вызывает просмотр ленты активности (моя конфигурация)

И это практически все! Клянусь, вам не нужно много tmux. Он не мешает вам и спасает вашу задницу большую часть времени. Он также позволяет работать удаленным облачным работникам (которых мы подключим через несколько дней), и он невероятно настраиваемый. Вы просто просите Claude Code сделать так, чтобы tmux работал лучше для вас, и он это сделает. Он сделает любой вид, который вы хотите, переназначит клавиши, как вам нравится, сделает пользовательские всплывающие окна, что угодно. Это удивительно, почти как маленький Emacs.

Планирование в Gas Town

Gas Town нужно много топлива. Он и потребляет, и производит бензак, или молекулы работы. Помимо простого удержания Gas Town на рельсах, вероятно, самая сложная проблема - это держать его накормленным. Он пережевывает планы реализации так быстро, что вам приходится делать МНОГО проектирования и планирования, чтобы двигатель был сыт.

Со стороны потребления вы скармливаете Gas Town эпики, задачи и молекулы (сконструированные рабочие процессы). Он пережевывает их, порождая, ну... Я стараюсь держать количество работников до 30 прямо сейчас, потому что я еще не реализовал удаленных работников на гиперскейлерах (скоро!), и обычно у меня будет только дюжина или около того активных, если только я не нажимаю действительно сильно на Мэра и Свидетелей.

Но вау. С 12-30 работниками вы можете сжечь огромные бэклоги работы за один присест, даже если вы используете рабочие процессы хорьков "shiny" или "chrome", которые выполняют дополнительные шаги по проверке кода и тестированию (и, следовательно, занимают больше времени).

Со стороны производства, ну, вы можете использовать свой собственный инструмент планирования, например Spec Kit или BMAD, а затем, как только ваш план будет готов, попросить агента преобразовать его в эпики Beads. Если план достаточно большой, вы можете захотеть создать рой и создать эпики для разных частей плана в большом конвое.

Вы можете использовать формулы для генерации работы. Если вы хотите, чтобы каждая часть работы по кодингу (или работа по дизайну, или работа по UX) проходила через определенный шаблон или рабочий процесс, вы можете определить это как молекулу, а затем "обернуть" или скомпоновать базовую работу с вашим шаблоном оркестрации.

Я реализовал формулу для "Правила пяти" Джеффри Эмануэля, которое заключается в наблюдении, что если вы заставите LLM проверить что-то пять раз, с разными областями фокусировки каждый раз, это генерирует превосходные результаты и артефакты. Так что вы можете взять любой рабочий процесс, приготовить его с Правилом пяти, и каждый шаг будет проверен 4 раза (реализация считается первым обзором).

Это может генерировать БОЛЬШИЕ рабочие процессы, выполнение которых может занять у вас много часов или дней, особенно если вы ограничиваете количество хорьков, чтобы контролировать свои расходы или сжигание токенов. Но приятная вещь в Gas Town заключается в том, что как только работа сгенерирована, вы можете повесить ее на крючок и сжечь ее автономно.

Сравнение с Kubernetes

Вот сравнение с Kubernetes, которое я обещал. Не стесняйтесь пропустить его.

Рисунок 16: Сравнение Kubernetes и Gas Town
Рисунок 16: Сравнение Kubernetes и Gas Town

Gas Town, возможно, немного похож на Kubernetes, непреднамеренно. Обе системы координируют ненадежных работников для достижения цели. У обоих есть плоскость управления (Мэр/Дьякон против kube-scheduler/controller-manager), наблюдающая за узлами выполнения (Риги против Узлов), каждый с локальным агентом (Свидетель против kubelet), контролирующим эфемерных работников (Хорьки против Подов). Оба используют источник истины (Beads против etcd), с которым сверяется вся система. По-видимому, это естественные формы, которые возникают, когда вам нужно пасти котов в масштабе.

Большая разница в том, что Kubernetes спрашивает: "Оно работает?", в то время как Gas Town спрашивает: "Оно готово?". K8s оптимизирует аптайм - держать N реплик живыми, перезапускать упавшие поды, поддерживать желаемое состояние вечно. Gas Town оптимизирует завершение - закончить эту работу, приземлить конвой, затем уничтожить работника и двигаться дальше. Поды K8s - это анонимный скот; хорьки Gas Town - это работники с репутацией, чьи завершения накапливаются в цепочках резюме, а сессии - это скот. K8s сверяет с непрерывным желаемым состоянием; Gas Town движется к терминальной цели. Похожая форма двигателя, радикально разный пункт назначения.

Вещи, на которые у меня просто не хватило времени

Я хотел запустить Gas Town в Рождество, и не успел. Он на самом деле не начал работать, и я имею в виду летать, как я себе представлял, до 20:00 29 декабря. Он летал 2 часа, прежде чем я заметил. Я разговаривал с Мэром, жаловался на вещи, и тут исправления начали приземляться вокруг меня, и я понял, что я просто формирую все это, разговаривая. Конвои текли и приземлялись, работа регистрировалась и проверялась... это то, к чему я стремился месяцами. И я заставил это работать только 2 дня назад. Достаточно хорошо для запуска!

Вот что не попало в новогодний релиз.

  • Федерация - даже в Python Gas Town была поддержка удаленных работников на GCP. Мне нужно спроектировать поддержку федерации, как для расширения возможностей вашего собственного города, так и для связывания и совместного использования работы с другими человеческими городами.

  • GUI - У меня даже не было времени сделать UI на Emacs, не говоря уже о хорошем веб-UI. Но кто-то должен обязательно сделать его, а если нет, я в конечном итоге доберусь до этого.

  • Плагины - У меня не было возможности реализовать какую-либо функциональность как плагины на шагах молекулы, но вся инфраструктура на месте.

  • Mol Mall - маркетплейс и биржа для молекул, которые определяют и формируют рабочие нагрузки.

  • Hanoi/MAKER - Я хотел запустить огонек на миллион шагов, но у меня не хватило времени.

Тем не менее, я довольно доволен тем, что действительно вошло:

  • Само-передачи (Self-handoffs) работают бесшовно - основной рабочий процесс внутреннего цикла Gas Town

  • Швыряние (Slinging) работает, конвои работают

  • Весь стек MEOW работает

  • Патрули Дьякона, Свидетеля и НПЗ все работают автоматически

  • Команда великолепна, намного лучше, чем сырые экземпляры Claude Code

  • UI tmux работает удивительно хорошо, лучше, чем я бы предположил.

Плюс мы получили некоторые крутые фичи, такие как gt seance. В целом, хорошие 17 дней работы. Пока что.

Настраивайтесь на следующий раз

Я так же измотан, как и вы. Было весело болтать, но мне нужно возвращаться в Gas Town.

Там есть еще. Это только проба. Я буду публиковать больше постов, видео и контента вокруг Gas Town. Если вы хотите внести свой вклад, и вы достаточно сумасшедшие, чтобы запрыгнуть в этот вагон, присоединяйтесь к сообществу и начинайте присылать обсуждения, GH Issues и PR!

Просто помните Золотые Правила:

  • Не используйте Gas Town, если вы не жонглируете как минимум пятью Claude Code одновременно, ежедневно.

  • Не используйте Gas Town, если вас волнуют деньги.

  • Не используйте Gas Town, если вы выше 4 футов. Я хочу возвышаться впечатляюще на встречах, как Саурон.

  • Не используйте Gas Town.

Gas Town всего 17 дней, по крайней мере этой версии, "порту" Python Gas Town на Go. Прошлые 2 недели видели изобретение и реализацию всего стека MEOW, огоньков, патрулей, конвоев, агентов и личностей как beads, роев как beads, ролей как beads, инноваций "подача как сигнал", и добавление НПЗ, Дьякона и Псов (со времен Python Gas Town). И кучу всего другого вдобавок.

17 дней, 75 тысяч строк кода, 2000 коммитов. Он наконец оторвался от земли (GUPP заработал) всего 2 дня назад. Этот год обещает быть интересным.

Я поделился Gas Town с Anthropic в ноябре, по крайней мере, широким наброском. Думаю, я их напугал. Я никогда не видел, чтобы компания становилась такой консервативной так быстро. Но они подумали, что Beads был слишком самоуверенным, так что я боюсь, что Gas Town будет уже явным перебором, как говорится.

Но я уже начал получать странные предложения от людей, разнюхивающих ранние слухи о Gas Town, заплатить мне, чтобы я сидел дома и был собой: я могу работать над Beads и Gas Town, и просто должен написать хороший пост или сходить на конференцию или семинар время от времени. У меня есть три таких предложения прямо сейчас. Это почти сюрреалистично.

Это напоминает мне аниме, пару серий которого я видел на Crunchyroll, где эта ленивая панда не может найти работу и жалуется на это весь день своему другу белому медведю, у которого есть кафе. Затем однажды он посещает зоопарк и обнаруживает, что у них есть объявление о вакансии на выставке панд. Так что он подает заявку, и получает работу, и сидит, изображая панду в течение дня, а затем отправляется домой ночью. Это было тааак абсурдно.

Я - эта панда.

Я не вернусь на работу, пока не найду компанию и команду, которые "врубаются". Я устал ходить и рассказывать людям будущее, просто размахивая им прямо перед их лицами, и не быть услышанным.

Я лучше буду сидеть дома и создавать будущее своими собственными руками. У меня на самом деле есть шесть видов бамбука на моем участке. Я уже панда, проживающая лучшие моменты своей жизни.

Если вы хотите помочь мне, свяжитесь со мной! И миллион благодарностей всем невероятным контрибьюторам Beads!

Увидимся в следующий раз, с большим количеством контента о Gas Town. С Новым Годом!

Рисунок 17: С Новым Годом!
Рисунок 17: С Новым Годом!

Об авторе

7578d1d1527e7a5d4fa1a460a4c430ec.jpg

Стив Йегге - бывший сотрудник Geoworks, Amazon, Google, Grab и Sourcegraph, имеющий более 30 лет опыта работы в технологической индустрии и 40 лет опыта программирования в общей сложности.

Источник

  • 19.11.25 08:11 JuneWatkins

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    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

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    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

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  • 21.11.25 10:56 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: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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  • 22.11.25 04:41 VERONICAFREDDIE809

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

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  • 23.11.25 03:34 Matt Kegan

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  • 24.11.25 11:43 michaeldavenport238

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  • 24.11.25 11:43 michaeldavenport238

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

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 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

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 harristhomas7376

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

  • 26.11.25 18:20 harristhomas7376

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

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 elizabethrush89

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

  • 27.11.25 23:48 elizabethrush89

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

  • 28.11.25 00:08 VERONICAFREDDIE809

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

  • 28.11.25 11:15 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

  • 28.11.25 11:15 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

  • 28.11.25 11:43 elizabethmadison

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

  • 28.11.25 11:43 elizabethmadison

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 30.11.25 20:37 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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

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

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 elizabethrush89

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

  • 04.12.25 21:45 elizabethrush89

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

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

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

  • 06.12.25 10:42 michaeldavenport238

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

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:23 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:28 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 15:29 Anthonymorphy30

    ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]

  • 13.12.25 18:52 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 13.12.25 18:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 12:12 Anthony Irvin

    I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page

  • 18.12.25 13:24 Regency Victorian

    I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page

  • 18.12.25 20:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 20:55 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 21:02 James Robert

    This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101

  • 18.12.25 21:02 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 20.12.25 16:03 VERONICAFREDDIE809

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

  • 06.01.26 00:54 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 15:05 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 16:06 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.

  • 06.01.26 16:07 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 06.01.26 16:14 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 17:03 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

  • 09.01.26 17:11 VERONICAFREDDIE809

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

  • 10.01.26 14:28 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 11.01.26 03:16 austinjarvis

    I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.

  • 12.01.26 16:24 VERONICAFREDDIE809

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

  • 13:04 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 13:05 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 15:53 VERONICAFREDDIE809

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

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