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Н Новости

Сделал open-source дашборд Slightly Parallel для мультипроектной разработки с агентами

Кратко, о чем эта статья

Сделал прогу — Slightly Parallel (опенсорс, локальный сервер + веб-интерфейс), которая должна помогать, если работаешь с кучей проектов, в которых разработку ведут агенты.

Прога ориентирована на солобилдеров и тех, кто активно использует Claude Code, Codex, OpenCode (в планах добавить ZCode).
Работает на Windows, Linux и macOS.

Код здесь:
https://github.com/NMar33/slightly-parallel

Навигация по статье:

  1. Введение

  2. Принципы

  3. Чаты

  4. Канбан-доска

  5. Решение проблемы отложенного проекта

  6. Сохранение авторского видения проекта. Команда «vision»

  7. Накопление знания между проектами

  8. Тимлид агентов

  9. Дополнительные команды и возможности

  10. Как запустить

0. Введение

Путь от «вау, MVP» до «легаси, которое никто не понимает» сейчас проходится за день вайбкодинга, а проектов становится всё больше и больше.

В какой-то момент, когда добавился еще один проект, я осознал, что словно Алиса в стране чудес проваливаюсь в кроличью нору вайбкодинга. И уже больше не понимаю, что и где происходит, и без понятия, что я делал месяц назад. Тогда я и решил, что пора менять подход и из разработчика становиться тимлидом команды агентов.

Но есть нюанс: у тимлида есть доска, стендапы и история, у меня — только скроллбэк в уже закрытом терминале. Поэтому понадобился инструмент, который позволит эффективно работать в нескольких проектах с использованием агентов и при этом оставаться в контексте.

Тогда я и сделал Slightly Parallel.

Несколько основных экранов Slightly Parallel
Несколько основных экранов Slightly Parallel

Slightly Parallel

Знаю, что белая тема, используемая в статье, может не всем зайти, поэтому скины и язык можно переключать (Settings → Appearance) :)

Основные экраны Slightly Parallel в разных скинах
Основные экраны Slightly Parallel в разных скинах

Светлая и тёмная темы переключаются кнопкой в верхнем правом углу любой страницы.

1. Принципы

Продуктов сейчас стало очень много. Каждый требует внимания и топит пользователя в бесконечном потоке информации. Поэтому, когда я делал Slightly Parallel, у меня было три принципа, которых я старался придерживаться:

  1. Минимум дисциплины.
    Продукт не должен создавать дополнительную когнитивную нагрузку и должен приносить пользу с первого запуска.

  2. Антислоп.
    «Избыток информации порождает дефицит внимания» (Герберт Саймон, 1971).

  3. Накопление знания.
    «Цивилизация развивается, увеличивая число важных операций, которые мы можем выполнять, не думая о них».(Альфред Норт Уайтхед, 1911).

Антислоп достигается за счёт того, что большая часть команд осуществляется только по запросу пользователя, чтобы сохранить полезный сигнал.

Что сохраняет сервер и что пишет агент

У #vision, #rule, #problem и #entrypoint сервер сохраняет исходное сообщение + агент дописывает интерпретацию или текст. #prompt сохраняется сервером как есть.

У #now тело задачи — сообщение оператора, агент пишет только заголовок до 80 символов.

Оригинал сообщения, запись агента через MCP и проверка #now
Оригинал сообщения, запись агента через MCP и проверка #now

А накопление знания достигается за счёт версионирования (всего и вся), связанности (задачи, чаты, агенты, вижн и т. д. — всё связано между собой), множественности точек входа (до того, что нужно, можно добраться разными путями) и межпроектного накопления знаний (скиллы, правила, вижн, проблемы и т. д.).

Где всё лежит

При необходимости записи можно открыть даже обычным редактором без интерфейса Slightly Parallel. Они хранятся в выбранной папке данных (см. Как запустить): CSV и Markdown, а переписка — в файлах chat.md.

Папка данных и `chat.md`, открытый в редакторе
Папка данных и chat.md, открытый в редакторе

P.S. Monitor — небольшое исключение, его телеметрия хранится отдельно в SQLite.

Основной функционал

Сначала я постараюсь максимально сжато рассказать, что есть внутри Slightly Parallel, но внутри каждой секции есть спойлеры, в которых расказывается более подробно.

Работает на Windows, Linux, macOS.

История проекта собирается в один поток, даже если работать в разных инструментах: поддерживаются Claude Code, Codex, OpenCode и Cursor.

Как записываются чаты

У Claude Code, Codex и Cursor запись идёт через хуки, у OpenCode — через плагин. Нужный инструмент подключается к проекту в Setup.
В следующем релизе планирую подключить Zcode.

Сам я сижу на линуксе, поэтому тестирование на живой машине осуществлялось только для Linux, другие ОС тестировались в CI/CD на виртуальных машинах GitHub (была имитация юзера с запросами к моделям по API, поэтому вроде должно работать). Не тестировался Codex с графическим интерфейсом, только терминал.

Итак, что внутри.

2. Чаты

После интеграции вашего проекта в Slightly Parallel (Setup) хуки начинают захватывать все чаты и приписывать их к проекту: потом чаты можно просматривать, искать, фильтровать, находить связи с агентами или тасками и т. д.

Длинную переписку можно читать по сессиям, сплошным потоком или открыть отдельный чат на весь экран в focus mode со своим размером текста. Сессии разделяются по паузам; у каждой видны агент, время, затронутые файлы и результат (см. GIF 01).

Режимы чтения чата, переход к дню и фильтр по агенту
Режимы чтения чата, переход к дню и фильтр по агенту

Если нужен конкретный день, месяц сверху позволяет к нему перейти. Агенты и чипы рядом с ними фильтруют список (см. гифку).

Если после интеграции проекта (в SP) вы полностью забросите Slightly Parallel, то чаты продолжат писаться (даже без запуска сервера Slightly Parallel), и их потом можно будет просмотреть, т. е. согласно принципу № 1 польза будет даже при нулевой дисциплине :)

А старые чаты можно забрать?

Чаты, которые были до подключения проекта, тоже можно импортировать (если они сохранились в собственной истории инструментов). Инструкция есть в docs/help.md, раздел «how to: import lost chats».

Импорт старых чатов из локальной истории инструмента
Импорт старых чатов из локальной истории инструмента

P.S. Эта фича всё ещё WIP, могут быть баги (21.10.26). + для OpenCode пока не реализована возможность импорта.

3. Канбан-доска

Есть немало инструментов с канбан-досками, но удобной интеграции в вайб-разработку не так много.

В Slightly Parallel можно создавать задачи как на самой доске, так и из терминала, с учётом контекста, доступного агенту (для этого к сообщению нужно добавить команду #task, сделанная задача попадает в колонку Agent).

Можно превращать текущее сообщение в задачу (команда #now), а также закрывать задачу (команда #done). Вне зависимости от того, создана задача через терминал или через GUI доски, отслеживается ее связь с сообщением, где есть ее упоминание (цепочкой сообщений, если задача была закрыта через #done), а также с агентом, который ее делал (принцип 3).

Подробнее про команды `#now`, `#task`, `#done`

3.1.1. Команда #task

отдает агенту приказ собрать задачу из доступного контекста.

Типичный воркфлоу для данной команды такой: у нас есть чат с агентом, в котором у агента достаточно контекста. Мы видим, что из того, что есть, можно создать задачу, но писать вручную нам лень. Тогда мы пишем команду #task и кратко указываем, что превратить в задачу.

Карточки от #task сначала попадают в колонку From agents (слева от To do), а дальше их нужно посмотреть и самому перенести в To do или другую колонку. (Сделано это для сохранения полезного сигнала — принцип №2).

Проверка карточек в From agents и отдельный путь через `#now`
Проверка карточек в From agents и отдельный путь через #now

На GIF продемонстрирована разница в работе команд #now и #task. Задача, созданная с помощью #task, оказалась в колонке From agents, а задача, созданная с помощью команды #now, оказалась во вкладке Doing.

3.1.2. Команда #now

В отличие от команды #task, при использовании команды #now задачу пишет оператор (агент пишет только заголовок до 80 символов, попытки написать тело таски отклоняются MCP).

По сути #now является альтернативным доступом к канбан-доске, поэтому сообщение закидывается без ограничений в любой столбец.

Если просто написать в терминале #now, то задача попадёт в строку Now, в колонку Doing, а агент приступит к её выполнению.

Если мы хотим, чтобы задача попала не в строку Now, а куда-то ещё, то нужно поменять assignee. Для этого пишем: #now-todo {ui}, где ui — это строчка лейна.

Чтобы поменять колонку, пишем #now-*, в этом случае сообщение записывается в указанную колонку без начала работы над ним.

Команды:

  • #now — Doing, агент сразу работает;

  • #now-todo / #now-to-do, #now-next, #now-backlog, #now-review, #now-parked, #now-done — задача сразу ложится в указанную командой колонку, агент её только записывает и не начинает выполнять.

  • P.S. Assignee работает и тут: #now-todo {ui}…

3.1.3. Команда #done

Через неделю после закрытия задачи часто нужно вспомнить, где её делали и что в итоге изменили. Если начать работу через #now, а закончить через #done (переносит в Done последнюю открытую задачу у агента), у карточки сохранятся участок чата, его время, файлы и коммиты.

Из карточки можно перейти к этому участку переписки.

Закрытая задача: время, файлы, коммиты и переход к чату
Закрытая задача: время, файлы, коммиты и переход к чату

На данном GIF показывается, как просмотреть участок чата, связанный с задачей, закрытой через команду #done.

Доска в пять колонок, в три колонки и с линиями
Доска в пять колонок, в три колонки и с линиями

Для удобства реализовано три варианта канбана: 3-колоночный, 5-колоночный и 5-колоночный со swimlanes (см. GIF 02). + Все варианты содержат дополнительные скрытые колонки, которые позволяют разгружать доску.

Разгрузочные колонки
  • To do · Parked — парковка для идей, до которых сейчас не дойдут руки.

  • Review later — то же для ревью (больше для симметрии, сам почти не пользуюсь).

  • Done archived — чтобы не раздувать Done.

  • Archived: удалять жалко, а с глаз долой — из сердца вон.

Я обычно использую вариант с линиями и даю каждой линии название по типу задачи, в результате схожие задачи накапливаются вместе и их можно передать батчем агенту.

Окно задачи: описание, история, чаты и Evidence
Окно задачи: описание, история, чаты и Evidence

Пример того, как выглядит карточка на доске канбан, и того, какие поля у нее есть.

Дополнительные возможности доски канбан (6 возможностей).

3.2.1 Батчевая работа при использовании варианта swimlanes.

Замечания к продукту часто появляются, пока агент ещё делает предыдущую задачу. Их можно складывать в линии по темам, а после проверки результата выбрать оттуда следующий батч.

Замечания накапливаются на доске, затем уходят агенту одним батчем
Замечания накапливаются на доске, затем уходят агенту одним батчем

На GIF показан пример того, как задачи, собранные в одной ячейке, копируются и передаются агенту.

3.2.2 Батчевая работа через Shift.

Чтобы передать накопившиеся задачи агенту, выбираем карточки Shift-кликом в том порядке, в котором хотим их передать. Снизу появляется панель: копируем выбранное и вставляем в чат одним сообщением.

Несколько карточек копируются с доски в один батч для агента
Несколько карточек копируются с доски в один батч для агента

3.2.3 Создание очереди (разгрузка доски)

Для разгрузки доски, помимо разгрузочных колонок, предусмотрена возможность создания стопки из задач.
Для этого несколько карточек нужно выбрать Shift-кликом, а потом через нижнюю панель сгруппировать их в очередь за первой выбранной. Тогда будет показываться только самая первая задача, а остальные будут лежать под ней.

Несколько карточек собраны в одну очередь
Несколько карточек собраны в одну очередь

GIF показывает пример группировки задач в одну стопку (чтобы они не занимали место).

3.2.4 Создание плана на сегодня (приоритизация задач)

В бэклоге могут лежать задачи ещё на несколько месяцев, а на сегодня нужны три карточки из разных колонок.

Чтобы их выделить, достаточно Ctrl-кликнуть каждую, после чего они поднимутся вверх своих колонок. (В swimlanes это будет отдельная полоска).

Задачи, созданные с помощью команды #now, автоматически считаются запланированными на сегодня.

Несколько карточек отмечены на сегодня и поднялись вверх колонок
Несколько карточек отмечены на сегодня и поднялись вверх колонок

Пример того, как можно выбрать несколько приоритетных задач на сегодня.

3.2.5 Оси приоритизации

Идеи на доске накапливаются быстрее, чем получается их делать, и в какой-то момент нужно разобраться, какие задачи важнее, какие дадут больше результата, а какие вообще посильны сейчас.

Для этого у карточек есть оценки по нескольким осям.

Значения этих осей можно увидеть на самой карточке (например, если вы отметили таску как киллер-фичу, у нее будет фиолетовый лейбл killer). + по осям можно упорядочить бэклог: например, посмотреть сначала задачи с большим влиянием или меньшими усилиями.

Оси карточки и сортировка бэклога
Оси карточки и сортировка бэклога

Оси, по которым можно сортировать: Priority — приоритет, impact — влияние, effort — усилия, novelty — новизна, tokens — токены.

Как и всегда (принцип 1), данную фичу использовать необязательно, все будет прекрасно работать и без нее :)

3.2.6 Общая канбан-доска.
Общая доска для нескольких проектов
Предусмотрен вариант, при котором может захотеться посмотреть объединенную доску от нескольких проектов сразу. Для этого нужно перейти в канбан на левом сайдбаре и создать new board. Также может быть создана доска вообще без проекта, при этом если потом дать проекту имя данной доски, то она должна интегрироваться в него.

Задачи разных проектов на общей доске
Задачи разных проектов на общей доске

Пример создания общей доски

4. Решение проблемы отложенного проекта

Когда я писал этот код, только Бог и я знали, как он работает. Теперь знает только Бог.

4.1. Автодневник

Одна из самых серьёзных болей при работе с несколькими проектами — попытка вернуться к «отложенному проекту» спустя пару недель / месяцев.

Чтобы попробовать ее решить, я сделал в SP автодневник проекта. Для этого каждый день по каждому проекту пишутся стендапы (название дурацкое, но что есть).

На первом сообщении нового дня хук проверяет, есть ли стендап за прошлый день, и, если нет, предлагает агенту запросить его написание.

Стендап пишет автодневник разработки; архитектура / map показывает, что изменилось за прошлый день
Стендап пишет автодневник разработки; архитектура / map показывает, что изменилось за прошлый день

На GIF видны элементы стендапа, которые записываются, — собственно сам стендап и анализ архитектуры проекта (вкладка map).

Как это работает + Ограничения

После напоминания от хука агент спрашивает разрешение на запуск двух сабагентов.

Пользователь что-то пишет, а агент говорит про стендап и варианты
Пользователь что-то пишет, а агент говорит про стендап и варианты

Первый сабагент получает все чаты (по проекту) и таски за прошлый день и пишет, что было сделано, затронуто и т. д. Второй анализирует архитектуру проекта и результат анализа пишет на вкладку архитектуры (вид #map). Стендап можно также отложить (откладывается на 4 часа) или записать по команде (#standup).

Модели для написания стендапа и анализа архитектуры можно выбирать. В клод коде это стандартный выбор из Opus, Sonnet и Haiku, в OpenCode чекаются доступные, а в Codex — модель самого чата или любая модель Codex по имени.

Дефолтную модель для записи стендапа и архитектуры можно поменять в настройках.

Настройки: модели для стендапа и карты в каждом инструменте
Настройки: модели для стендапа и карты в каждом инструменте

(!) Ограничения

Стендап — одна из немногих автоматических команд. Его (и архитектуру / map) пишут агенты только с инфой за прошлый день, поэтому возможен слоп (например, однажды на более дешёвой модели для стендапа kit превратился в кита 🤡).

Если нужно отредактировать поведение агента и то, как / что он должен писать, это легко сделать, т. к. все команды реализованы за счёт скиллов и их можно отредактировать на вкладке Skills.

Скилл стендапа на странице Skills
Скилл стендапа на странице Skills

Отдельный нюанс насчёт анализа архитектуры и линз, через которые можно смотреть: map — лишь одна из линз, она пишется, когда запускается стендап; другие линзы — page и changes — пишутся, когда пользователь вызывает команду (#scan). Их пишет агент, который сам работал над задачей, поэтому анализ архитектуры в page и ledger может быть более качественным, но если вызывать #scan нерегулярно, то неполным. Вот такой трейдофф между регулярностью и слопом.

4.2. Что изменилось за этап. Команда #scan

Агент закончил этап, файлов поменялось много, и пока ещё понятно, зачем всё это было. Через месяц по одному списку файлов восстановить происходившее будет сложнее.

Если в этот момент написать #scan, агент сохранит и опишет изменения со своего прошлого скана (вкладка scan). Объяснит значение важных файлов (вкладка files) и запишет изменения в архитектуре (линзы page и changes).

Конечно, вызывать команду имеет смысл, пока всё это ещё есть у него в контексте.

По своему опыту могу сказать, что сочетание сканов и автодневника позволяет достаточно быстро вспомнить, над чем работал, т. к. по автодневнику можно быстро найти нужный день, в который выполнялась работа, а по сканам — нужный этап работы. (Как и всегда, в соответствии с принципом №3, сканы связаны с задачами, агентами, чатом, скиллами, промптами и т. д., и vice versa.)

Из рабочего чата в скан: изменения, важные файлы и архитектура
Из рабочего чата в скан: изменения, важные файлы и архитектура
Подробнее про файлы и архитектуру, записанные с помощью команды скан

4.2.1. Вкладка файлы

Когда запускается скан, агент смотрит, какие файлы он трогал, а дальше кратко пишет, какие изменения и зачем были сделаны. + анализирует важность изменений, бласт-радиус изменений и т. д.

В целом я сделал эту вкладку для решения нескольких задач:

1) первая задача — понимать контекст сделанных изменений, т. е. что в каком файле и почему менялось. Это можно увидеть, если включить вариант просмотра story.

Вариант story: какие изменения и почему делались в файле
Вариант story: какие изменения и почему делались в файле

На скриншоте видно, какие изменения и почему делались в файле.

(!) Ограничение: к сожалению, не могу сказать, что это работает идеально, часть комментариев — откровенный слоп, но пока руки не дошли довести скилл, ответственный за это, до ума.

2) вторая задача, которую я пытался решить с помощью этой вкладки, — понимать, в каких файлах ведется в основном работа. Это можно было бы делать через гит, но не всегда количество измененных строк совпадает с важностью, для этого есть варианты просмотра weight и ranking, + продуманная система сортировки.

Files: weight, сортировка по важности и частоте изменений, затем ranking
Files: weight, сортировка по важности и частоте изменений, затем ranking

3) третья задача — понимать, что где менялось на каком-то участке работы, для этого есть вариант просмотра grid, по нему удобно смотреть, где происходили изменения от скана до скана. По умолчанию группируется по дню, но если щелкнуть на день (см. скриншот), то он раскрывается и видно, какие сканы были сделаны (подсветил красным прямоугольником). Если потом щелкнуть на скан, то появится всплывающее окно с информацией о данном скане.

Вариант grid: изменения файлов по дням и сканам
Вариант grid: изменения файлов по дням и сканам

4.2.2. Вкладка архитектура

За счет команды скан пишется два вида архитектуры:

1) архитектура, вид page
По сути это страница, которая помогает понять, что делает проект и на какой стадии развития находится прямо сейчас, что-то вроде архитектурного редми. Как и всегда, при записи нового скана старые версии сохраняются.

Архитектура, вид page, и её версии
Архитектура, вид page, и её версии

2) архитектура, вид changes
Честно говоря, это один из наиболее полезных взглядов на архитектуру, т. к. позволяет быстро оценить, что поменялось в архитектуре. Для этого во время скана агент (у которого есть контекст происходящего) записывает, что куда было задеплоено, какие новые фичи, интеграции, эндпоинты, долги и т. д. и т. п. появились.

Архитектура, вид changes: что поменялось за скан
Архитектура, вид changes: что поменялось за скан

Для удобства просмотра у этого варианта просмотра есть свои варианты просмотра 🤡, см. register, stream, codebase. Но про это уже писать не буду, т. к. статья и так получилась перегруженной.

(!) Важно: скан пишется только по команде пользователя (принцип №2). Если его не вызвать, автоматически такой записи не будет.

4.3. Команда #entrypoint

Наверное, стоит ещё упомянуть #entrypoint: эта команда тоже помогает бороться с проблемой отложенного проекта.

После перерыва мне часто сложно вспомнить, как что запускать, какие нюансы есть и где что лежит.

Если работаешь соло, то у тебя есть всё: от студии для генерации промовидео к проекту до самого проекта с разными энтрипоинтами для прода и дева.

Чтобы быстрее вспоминать, что где лежит, сейчас в чате после куска работы с агентом я пишу #entrypoint, указываю, что считаю энтрипоинтом, и агент всё записывает. Пример на скриншоте:

Точка входа: What, Where, How
Точка входа: What, Where, How

5. Сохранение авторского видения проекта. Команда «vision»

Сейчас разработка сместилась от умения писать код к умению видеть то, что ты хочешь получить, и вкусу.

Зачем это нужно

Раньше (примерно год назад) при вайб-кодинге приходилось писать целые спецификации, а сейчас это (на нормальных моделях) может быть избыточно или даже мешать.

Поэтому сейчас процесс разработки выглядит вот так: я пишу изначальное, часто размытое видение продукта, получаю какие-то результаты и начинаю лучше понимать, что хочу. Уточняю, прошу варианты, смотрю, отсекаю слоп, получаю прототип и потом могу даже сделать всё с нуля, когда уже есть окончательное понимание того, что мне нужно.

При этом раньше у меня не было удобного инструмента, который позволял бы сохранять видение продукта, а каждый раз копировать всё в md-файл или просить агента что-то куда-то записать достаточно утомительно. Сейчас для этого я использую команду #vision.

Чтобы сохранить видение проекта в Slightly Parallel, добавляем #vision к своему сообщению в терминале — оно сохраняется как вижн.

При этом происходит как дословное сохранение (Your words), так и интерпретация от агента.

Вижн можно редактировать, тогда будут сохраняться v1, v2 и т. д.

Для удобства управления разные вижны можно объединять в сеты (например, вижны, связанные с дизайном, можно объединить), а потом подключать их к разным проектам. На GIF ниже несколько вижнов сначала объединяются в сет, а потом перетаскиваются драг-энд-дропом на проект, при этом вижны прописываются в AGENTS.md (естественно, удалить их из AGENTS.md можно, просто отключив вижн от проекта).

Add to set, New set, затем сет перетаскивается на проект: он прописывается в AGENTS.md
Add to set, New set, затем сет перетаскивается на проект: он прописывается в AGENTS.md

6. Накопление знания между проектами

Вижн — лишь одна из команд, которая позволяет удобно переносить опыт, накопленный в одном проекте, в другие проекты.

6.1. Правила. Команда #rule

Добавив эту команду к любому сообщению, можно превратить его в правило. Сохраняются оригинал и интерпретация правила агентом на основе контекста. Как и в случае с вижн, есть версионирование и возможность интегрировать правило в другие проекты одной кнопкой.

6.2. Проблемы. Команда #problem

Проблема уже была, несколько подходов не сработали, решение в итоге нашли. При следующем столкновении с ней хорошо бы вспомнить всё это до того, как снова пробовать то же самое.

Для этого есть #problem: сохраняем проблему и то, что уже пробовали. Сервер записывает сообщение, агент добавляет интерпретацию с учётом разговора.

Когда разобрались, пишем #problem solved и указываем проблему. Запись закрывается, а из найденного решения можно сделать правило.

Попытки решения в Problems, закрытая проблема и правило из решения
Попытки решения в Problems, закрытая проблема и правило из решения

6.3. Команда #prompt

Если добавить эту команду к сообщению, то оно записывается как промпт и появляется на вкладке промптов.

Страница промптов: промпт, проект, версия, оценка, задача; сравнение версий бок о бок
Страница промптов: промпт, проект, версия, оценка, задача; сравнение версий бок о бок

Если промпт уже дал хороший результат, его можно сохранить для повторной отправки. А когда появится другая формулировка — сравнить версии и посмотреть, в каких чатах их использовали.

Версии A и B, оценка и чаты использования
Версии A и B, оценка и чаты использования
Что хранится у промпта

Версии A и B, оценка и чаты, в которых промпт отправляли. На странице также видны проект и задача, а версии можно открыть бок о бок.

6.4. Команда #skill

После решения какой-то серьёзной задачи, где агент наконец-то смог, есть смысл вызвать #skill: скилл будет писать агент, у которого есть контекст, и часто выходит достаточно неплохо.

На скриншоте ниже — скилл после того, как мы написали команду: сначала он записывается в черновики (см. Drafts слева).

Потом его можно сделать активным (см. Make active правее); под Make active можно увидеть, в какие проекты скилл интегрирован, и подключить / отключить его одной кнопкой.

Скилл в черновиках: make active и проекты, куда он интегрирован
Скилл в черновиках: make active и проекты, куда он интегрирован

Скилл можно отредактировать, при этом прошлая версия тоже сохраняется, а во всех проектах, куда скилл интегрирован, происходит автоматическое обновление.
(Если скилл был изменён на диске, а не через Slightly Parallel, то Slightly Parallel об этом напишет и перезатирать не будет.)

Естественно, скилл — это не один md-файл, а ещё куча всяких вспомогательных файлов. Они тоже трекаются, и часть из них можно открыть посмотреть.

Файлы скилла
Файлы скилла

Ну и, естественно, в соответствии с принципом № 1 можно ничего не менять и работать со скиллами так, как вы привыкли, просто игнорируя эту вкладку :)

Если скиллы уже есть на компьютере

Их не нужно заново создавать через #skill: Slightly Parallel подхватывает существующие папки скиллов. Установить скилл можно в один проект или для всех проектов.

Существующий скилл в библиотеке и его использование
Существующий скилл в библиотеке и его использование

6.5. Команда #artifact

После работы с агентом иногда стоит сохранить сам результат: документ, dataset, страницу или небольшое приложение. Для этого есть #artifact: указываем, что сохранить, агент пишет папку под проектом, а сервер регистрирует её.

Папка появляется на странице Artifacts, где можно посмотреть её файлы и предпросмотр.

Команда #artifact, сохранённая папка и предпросмотр документа
Команда #artifact, сохранённая папка и предпросмотр документа

7. Тимлид агентов

Тимлид не пишет и не держит в голове весь код команды — он смотрит важные изменения и понимает, что происходит в проекте, иначе всё пойдёт под откос.

Для управления и понимания есть следующие инструменты.

7.1. Вкладка Agents

Собственно, эта вкладка просто перечисляет агентов, которые были в проекте, и позволяет вспомнить, кто и что делал.

Для каждой сессии показаны инструмент, модель, чаты, задачи и время. Можно открыть связанный чат и посмотреть переписку и затронутые файлы.

Agents: инструмент, модель, время, задачи и связанные чаты
Agents: инструмент, модель, время, задачи и связанные чаты
Точки входа на вкладку агента
  • Agents в сайдбаре — список всех агентов, карточки по проектам. Клик по карточке открывает страницу агента.

  • Agents в проекте — карточки только этого проекта. Клик открывает окно агента поверх страницы.

  • На отдельную страницу агента ведут кнопка «open» в его окне, имя агента у записей, строки таймлайна агентов в Overview проекта, диаграмма спринтов, доказательства и «done in chat» в окне задачи, поиск, страница Chats и терминалы.

7.2. Какие ваши доказательства?

Мем «Какие ваши доказательства?»

Все мы иногда хотим получить доказательства того, что работа была сделана.

Если в задаче включить галочку evidence, то по выполнении данной задачи у агента будут запрошены подтверждения того, что задача сделана.

Галочка evidence в окне задачи
Галочка evidence в окне задачи

Доказательствами могут быть скриншоты, описания сделанных фич и т. д.

По умолчанию галочка выключена (принцип 2 — антислоп), но ее дефолтное состояние можно переключить в настройках. Также запросить доказательство можно через команду #evidence, в этом случае агент предоставит доказательства к последней выполняемой задаче.

Доказательства в задаче: затронутые файлы, проверки и скриншот
Доказательства в задаче: затронутые файлы, проверки и скриншот

Пример того, как выглядят доказательства

7.3. Мониторинг, или кто съел ноутбук

Monitor: нагрузка, тяжёлые процессы и событие в момент тормозов
Monitor: нагрузка, тяжёлые процессы и событие в момент тормозов

Когда одновременно работают несколько агентов, серверов, открыто много вкладок и т. д., компьютер может начать тормозить. В Monitor можно посмотреть CPU, память, диск, соединение и самые тяжёлые программы. + на эту же вкладку пишутся логи самого SP, что позволяет заметить, если что-то идет не так.

Несколько неожиданных примеров пользы этой вкладки и мониторинга
Monitor: возможная утечка памяти в Obsidian
Monitor: возможная утечка памяти в Obsidian

пример 1 — монитор сигнализирует об утечке памяти в Obsidian.

пример 2 — благодаря монитору удалось найти утечку памяти в самом SP, после ее фикса память стабильно находится в диапазоне 240–280 МБ.

(+) Там же видны необычные события за последние семь дней: можно посмотреть, что происходило с машиной и какие процессы работали в тот момент.

7.4. Таймлапс разработки

Просто прикольная фича, которая позволяет показать процесс разработки: как появлялись задачи, что отвечали агенты и какие были коммиты.
Она воспроизводит историю проекта, а получившийся фильм можно экспортировать в MP4.

История разработки в Timelapse
История разработки в Timelapse

Собственно, вот и сама история разработки Slightly Parallel в таймлапсе :)

История разработки Slightly Parallel в Timelapse
История разработки Slightly Parallel в Timelapse

На Хабре лимит на 8 МБ для изображений, поэтому качество немного шакалье, но из студии можно выгрузить в лучшем качестве.

8. Дополнительные команды и возможности

8.1. Команда #undo

Если случайно была добавлена лишняя запись (промпт, вижн, скилл и т. д.), то можно написать #undo. Агент получит инфу о недавних записях и спросит, что убрать. Отвечаем номерами, а после повторного запроса подтверждаем командой #undo-yes — ошибочные энтри архивируются.

Скриншоты, как это работает на моём реальном проекте
#undo: агент показывает кандидатов по номерам
#undo: агент показывает кандидатов по номерам
#undo: подтверждение и подсказка ответить #undo-yes
#undo: подтверждение и подсказка ответить #undo-yes

8.2. Автозапуск и ярлык

Чтобы каждый раз не вспоминать команду запуска, в Setup или Settings → On this computer можно включить автозапуск + создать ярлык. Оба переключателя изначально выключены.

Ярлык вызывает sp open: если сервер ещё не запущен, команда запускает его, затем открывает страницу.

P.S. С ярлыком и автозапуском возможны баги: на живой машине я проверял только Linux, а в CI/CD нет настоящей пользовательской сессии (рабочего стола, входа в систему), поэтому там это не проверить. (Если кто-то установит и проверит, отпишитесь, буду очень благодарен).

Переключатели автозапуска и ярлыка; открытие через ярлык
Переключатели автозапуска и ярлыка; открытие через ярлык

8.3. Less is more, или что показывать в интерфейсе

Если какие-то страницы вам не нужны, их можно убрать из основной части сайдбара. Для этого открываем Settings › Sidebar (или наводим мышь на низ сайдбара и нажимаем Customise sidebar).

Там можно скрывать страницы, переименовывать их и перетаскивать между группами. + Можно сделать свои группы. Скрытые страницы остаются в свёрнутой группе Hidden внизу сайдбара.

Settings › Sidebar: спрятать страницу, своя группа
Settings › Sidebar: спрятать страницу, своя группа
Какие колонки показывать у Канбан доски, табы overview, и Task analytics

У доски есть отдельная шестерёнка — Board columns. Снимаем галочки с колонок, которые не хотим видеть. Таски из них никуда не удаляются: включаем колонку обратно, и они снова видны. Выбор сохраняется отдельно для каждой доски.

Board columns: включить и выключить колонку
Board columns: включить и выключить колонку

У страницы проекта похожая настройка называется Tabs. Выбираем нужные вкладки, остальные отключаем.

Tabs: какие вкладки показывать у проекта
Tabs: какие вкладки показывать у проекта

На самом Overview проекта есть Task analytics — несколько способов смотреть, как идут задачи. Через шестерёнку можно включать / отключать отдельные панели, в том числе выключить все. Здесь выбор уже отдельный для каждого проекта.

Task analytics: способы смотреть прогресс и шестерёнка, которая их прячет
Task analytics: способы смотреть прогресс и шестерёнка, которая их прячет

(!) Это относится только к Task analytics: плитки, Agent timeline, Sprints и Task timeline остаются видны. Секции главной страницы Overview тоже не отключаются.

8.4. Проверить, что всё работает

Проект подключили, агент запустился, но появились сомнения: все ли сообщения записались, видит ли он MCP, прочитал ли нужные инструкции.

Для проверки есть #sp (эта команда запускает проверку и сообщает информацию, а также где и что смотреть агенту). К команде можно добавить конкретную жалобу, например: #sp в истории нет последнего ответа.

Ответ на #sp: что работает, что вызывает вопросы и что не проверено
Ответ на #sp: что работает, что вызывает вопросы и что не проверено
Что проверяется

Запись сообщений, MCP, хуки, контракт, скиллы, данные, диск, бэкапы, память сервера и ошибки. Если что-то проверить не удалось, агент должен об этом написать.

Если сервер недоступен, из терминала можно вызвать python sp.py check: проверка посмотрит состояние снаружи.

8.5. Если что-то не работает

Если вы установили, но что-то не работает / работает не так, скачайте файл логов (Monitor → Server, download report) и отправьте мне, я постараюсь пофиксить.

Что внутри и альтернативный способ получения отчета

Альтернативный способ получить отчет:

python sp.py report

Отчет — это Markdown-файл со сведениями о машине, памяти и нагрузке за день. Событиями, предупреждениями, ошибками хуков и размерами данных. Команда работает и при неотвечающем сервере: тогда отчёт строится из файлов.

Текста чатов и содержимого .env в отчёте нет.

Кнопка download report и полученный Markdown-файл
Кнопка download report и полученный Markdown-файл

8.6. Потенциальные вопросы

Нужен ли Git в проекте

К Slightly Parallel можно подключить обычную рабочую папку без Git. Если в проекте есть Git, сканы будут также перечислять коммиты и считать строки.

Git из требований установки нужен для скачивания самого Slightly Parallel, хотя и его можно скачать просто как папку.

Подключённая папка без Git
Подключённая папка без Git
Первый запуск OpenCode

При первом запуске в проекте OpenCode скачивает пакет для плагинов. Это может занять несколько минут, при этом OpenCode ничего не показывает. Нужно дождаться завершения.

9. Как запустить

9.1. Скачиваем репозиторий

Чтобы попробовать Slightly Parallel, нужны Python 3.11+ и Git.

На Linux и macOS:

Debian и Ubuntu

На Debian и Ubuntu перед запуском нужен sudo apt install python3-venv. Первый старт создаёт окружение бэкенда.

Интерфейс поставляется уже собранным. Node 20+ нужен, если вы хотите его пересобрать или заниматься разработкой Slightly Parallel.

git clone https://github.com/NMar33/slightly-parallel.git
cd slightly-parallel
./run.sh --prod

На Windows клонируем тот же репозиторий, переходим в его папку и вместо последней команды запускаем:

sp run --prod

Открываем http://127.0.0.1:8123. При первом запуске там появляется пример проекта с чатами, задачами и стендапами.

Shopfront, демопроект

В демо лежит Shopfront — интернет-магазин, содержащий месяц чатов, задач, коммитов и стендапов, с датами до вчерашнего дня.

Можно походить по страницам до подключения своих проектов. Когда пример больше не нужен, его можно скрыть из сайдбара и потом вернуть через Settings → Example project.

Команда запуска и страницы примера проекта
Команда запуска и страницы примера проекта

9.2. Setup

Дальше — Setup:

  1. выбираем папку для записей, если не подходит предложенная (все записи Slightly Parallel будут сохраняться сюда), затем:

  2. Указываем название проекта и папку его исходников.

  3. Смотрим список файлов, которые запишет Setup, и подключаем проект.

  4. Запускаем агента в папке проекта. Страницы обновляются по ходу чата.

Setup по шагам: папки, файлы интеграции и первый чат
Setup по шагам: папки, файлы интеграции и первый чат
Какие файлы меняются

Setup добавляет секцию в AGENTS.md, строку @AGENTS.md в CLAUDE.md, хуки записи чатов и настройки MCP. Для Cursor это в том числе .cursor/hooks.json и .cursor/mcp.json.

Проекты с устаревшей секцией интеграции отмечаются на странице Setup.

Проект подключён, а чат не появился

Проект может быть подключён, но чаты конкретного инструмента записываются только при включённой для него интеграции. В Setup все инструменты отмечены по умолчанию.

У подключённых проектов видно, какие инструменты записываются. Если нужного нет, нажмите Connect рядом с ним и начните новый чат: хуки читаются при старте.

Галочки инструментов, Connect и подтверждение записи в новом чате
Галочки инструментов, Connect и подтверждение записи в новом чате

Итог

Ну вот и всё. Агенты уже хорошо пишут код, а работа сместилась к тому, что раньше делал тимлид: поставить задачу, проверить, принять решение и через месяц помнить, почему оно было таким.

Надеюсь, Slightly Parallel будет кому-то полезен и поможет не терять контекст в эпоху вайбкодинга.
https://github.com/NMar33/slightly-parallel

Всем спасибо за прочтение!

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

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

  • 11.10.26 03:04 Patricia014

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

  • 12.10.26 19:34 lydiassmith567

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

  • 12.10.26 19:34 lydiassmith567

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

  • 13.10.26 14:14 lisalisa22

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

  • 17.10.26 12:58 melissathomason573

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

  • 17.10.26 12:58 melissathomason573

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

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