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Как мы создали open-source кодового агента, работающего с любыми локальными моделями

PocketCoder: история создания

Стыдно признаться, но я все больше и больше отдаю все на откуп LLM моделям, позволяя им глубже интегрироваться в мои задачи. Внутри постоянный страх, что навык уйдёт - забуду, как писать, как читать, как вообще понимать код. Но с другой стороны, все эти современные инструменты не оставляют другого выбора, как просто брать и интегрировать в свои проекты.

Три недели назад нашей команде из BVM пришёл коллективный счёт на Claude Code в размере $120. Честно говоря, мы платим за подписку уже год, не считая редких API-запросов, которые растворились на фоне такой большой для нас суммы денег.

По совпадению мне подвернулась новость о том, что вышла очередная китайская open-source модель GLM-4.7, смоделированная с фокусом на написание качественного кода. Еще и цены в несколько раз дешевле Anthropic. Точно надо пробовать!

Изображение 1. Новая версия GLM от z.ai

Мы побежали искать какой-то CLI App, но вместо этого нашли обычный inference на их же сайте, где можно пообщаться с ботом ИИ, как с ChatGPT. Как будто это уже прошлый век, ведь так уже практически никто не пишет код, правда?

Так родилась мысль — а есть ли приложение наподобие Claude Code, способное запуститься именно с локальной моделью, если мы её развернём у себя на сервере?

Мы легко ответили на этот вопрос и нашли нескольких кандидатов на тест, но у нас появилась другая идея.

А что, если мы сами напишем своего Code-agent, который будет работать ± качественно с любой, даже самой маленькой моделью LLM? Да ещё и бесплатный, лишь бы люди помогали нам его тестить, а мы, в свою очередь, обязуемся выдавать стабильные апдейты? :)

Давайте приступим к описанию того, что под капотом, и с какими трудностями мы столкнулись.

Дисклеймер: Уже как пару месяцев Claude Code даёт возможность пользоваться своим фреймворком и соединять его с локально развёрнутой ollama. Подробнее можете прочитать тут, все очень просто - https://medium.com/data-science-in-your-pocket/run-claude-code-with-local-llms-using-ollama-a97d2c2f2bd1
Об этом мы узнали во время написания статьи, но это нисколько не заставило нас опустить руки, ведь дело не в том, кто первый, а в уникальности решения!

1. Где будет наш «Карманный кодер»?

Поскольку мы привыкли к механике запуска Claude Code в терминале, решили не изобретать велосипед и сделали простое и понятное по дизайну CLI-приложение.

Запускается он довольно просто. Эту фишку мы забрали у наших конкурентов, но о них чуть попозже:

pip install pocketcoder
pocketcoder

Ну и всё…

Изображение 2. Приветственное окно Pocketcoder

2. Структура агента

А вот тут начинается веселье. Навайбкодить дэшборд на HTML или сделать iOS-приложение не составляет труда в наше время. Но сделать с нуля агента, который будет эффективно работать с контекстом, да ещё и выдавать хороший результат, — не самая тривиальная задача :)

Поэтому я предлагаю вам познакомиться с понятием Agent Loop — сердцем любого кодового агента.

3. Что такое Agent Loop?

Agent Loop — это цикл, в котором живёт AI-агент. Отличие от обычного чатбота: чатбот отвечает на вопрос и забывает. Агент — думает, действует, смотрит на результат и решает, что делать дальше. Цикл повторяется, пока задача не выполнена.

Изображение 3. Схема работы Agent Loop LLM

User: "создай калькулятор"
    │
    ▼
┌─────────────────────────────────┐
│  THINK: Что нужно сделать?      │
│  → Создать файл calc.py         │
│  → Написать функции +,-,*,/     │
│  → Протестировать               │
└─────────────────────────────────┘
    │
    ▼
┌─────────────────────────────────┐
│  ACT: Выполняю действие         │
│  → write_file("calc.py", ...)   │
└─────────────────────────────────┘
    │
    ▼
┌─────────────────────────────────┐
│  OBSERVE: Смотрю результат      │
│  → Файл создан, 45 строк        │
│  → Вижу код, который написал    │
└─────────────────────────────────┘
    │
    ▼
┌─────────────────────────────────┐
│  DECIDE: Задача выполнена?      │
│  → Нет, ещё нужны тесты         │
│  → Повторяю цикл                │
└─────────────────────────────────┘
    │
    ▼
   ... (цикл продолжается)

Но дьявол в деталях. Разные агенты реализуют этот цикл по-разному. Давайте посмотрим, как это делают наши конкуренты и что мы взяли (или не взяли) у каждого из них.

4. Конкуренты: как устроены изнутри

4.1 AIDER

Изображение 4. Экран Aider

Aider — консольный инструмент для парного программирования с LLM. Работает в терминале, интегрируется с git.

Когда пользователь отправляет сообщение, Aider собирает контекст для LLM: системный промпт, файлы, добавленные в чат, историю диалога и RepoMap — карту структуры проекта. RepoMap строится через tree-sitter: парсер проходит по всем файлам, извлекает определения классов, функций, методов и ранжирует их через PageRank по связям между файлами. LLM видит скелет проекта — какие классы где определены, какие методы вызывают друг друга — без необходимости читать каждый файл целиком.

LLM в Aider не вызывает инструменты напрямую. Вместо этого модель генерирует обычный текст с маркерами SEARCH/REPLACE. Когда нужно изменить код, ответ выглядит так: блок SEARCH содержит старый код, который нужно найти, блок REPLACE — новый код на замену. Aider парсит текст ответа, находит эти блоки и применяет изменения к файлам. Такой подход работает с любой моделью, даже без поддержки function calling.

<<<<<<< SEARCH
def add(a, b):
    return a + b
=======
def add(a: int, b: int) -> int:
    """Add two numbers."""
    return a + b
>>>>>>> REPLACE

Изображение 5. Схема Agent Loop у Aider

Aider адаптирует формат под возможности модели. Сильные модели вроде GPT-5.2 или Claude получают компактный diff-формат. Модели послабее работают с SEARCH/REPLACE блоками. Совсем слабые локальные модели перезаписывают файл целиком — им сложно точно указать, какой именно фрагмент менять.

После применения изменений Aider автоматически создаёт git commit и запускает линтер. Если линтер находит ошибки, они отправляются обратно в LLM для исправления — до трёх попыток.

Что мы взяли: RepoMap — карту проекта. Очень важная технология, поскольку это, своего рода, навигатор для любой ИИшки. Без этого модель в следующем запросе просто начнет забивать файлы в ненужную директорию.

Что не взяли: После записи файла LLM получает сообщение об успехе, но не видит содержимое того, что записал. Он не может проверить свою работу — только надеяться, что сделал правильно. Мы это исправили.

4.2 CLINE

Изображение 6. Расширение Cline к VS Code

Cline — это расширение для VS Code. Интегрируется с редактором, видит открытые файлы, может показать diff визуально.

В отличие от Aider, Cline использует нативные tool calls. LLM возвращает не текст с маркерами, а структурированный объект: какой инструмент вызвать, с какими параметрами. API возвращает готовую структуру — не нужно парсить текст и надеяться, что модель не ошиблась в формате.

Изображение 7. Схема Agent Loop у Cline

Главный цикл Cline — метод recursivelyMakeClineRequests. Он отправляет сообщение в LLM, получает ответ со списком tool calls, выполняет их по очереди, собирает результаты, и если задача не завершена — отправляет следующий запрос.

Перед каждым опасным действием — записью файла, выполнением команды — Cline спрашивает разрешения. Появляется диалог: «Cline хочет записать файл main.py. Разрешить?» Это называется human-in-the-loop — человек остаётся в контуре принятия решений.

┌─────────────────────────────────────┐
│  Cline хочет записать main.py       │
│                                     │
│  [Разрешить]  [Отклонить]  [Всегда] │
└─────────────────────────────────────┘

Cline поддерживает MCP — Model Context Protocol. Это стандарт подключения внешних инструментов, придуманный Anthropic.

Что мы взяли: Checkpoints — возможность откатиться к предыдущему состоянию.

Что не взяли: Память между сессиями не сохраняется. Закрыл VS Code — контекст потерян, завтра начинаешь с нуля. Мы это исправили. О системе памяти поговорим позже — реализовали собственную XML структуру.

4.3 OPENCODE

Изображение 8. Экран OpenCode

OpenCode — CLI-агент нового поколения, построенный на TypeScript с использованием Bun. Сейчас это, пожалуй, самый популярный открытый проект в категории терминальных AI-ассистентов.

Ключевая особенность OpenCode — система специализированных агентов. Вместо одного универсального агента здесь работают несколько, каждый со своей ролью:

Агент	Роль	Права
`build`	Основной для разработки	Все инструменты
`explore`	Исследование кодовой базы	Только read: grep, glob, read
`plan`	Планирование	Только текст + планы
`general`	Субагент для параллельных задач	По контексту

Изображение 9. Схема Agent Loop у OpenCode

Агенты в OpenCode — не просто разные промпты. Каждый агент имеет свой набор permissions, определённый через систему правил. Например, explore-агент не может писать файлы, даже если очень захочет — permission denied на уровне системы.

OpenCode использует LSP — Language Server Protocol. Агент может вызвать goToDefinition, findReferences, hover прямо из своего контекста. Это даёт возможности, которых нет у других: понять, что такое функция X, найти все места, где она используется.

Task tool позволяет запускать субагентов параллельно. Основной агент говорит «исследуй authentication, исследуй database, исследуй API» — и три explore-агента бегут параллельно.

Что мы взяли: Идею специализации. Разные режимы для разных задач. Не скажу, что под капотом она активно реализована, но в промты усилить пришлось.

Что не взяли: Всё слишком сложно. Для работы с локальными моделями нужен простой, предсказуемый flow.

4.4 KILOCODE

KiloCode — форк Cline с существенными улучшениями. Работает как расширение VS Code.

Главная фишка — система режимов (Modes). Можно переключаться между: code для написания кода, architect для проектирования, ask для вопросов без изменений, debug для отладки.

┌──────────────────────────────────────┐
│  MODE: architect                     │
│  ────────────────                    │
│  Доступно: read, search, plan        │
│  Недоступно: write, execute          │
└──────────────────────────────────────┘

Схема Agent Loop у KILOCODE

SwitchModeTool — агент может сам переключать режимы. Если понял, что нужно не кодить, а проектировать — переключится на architect.

ToolRepetitionDetector — защита от зацикливания. Если агент вызывает один и тот же tool с теми же параметрами несколько раз подряд — система прервёт цикл.

NewTaskTool — агент может создавать подзадачи. Основная задача порождает дочерние, каждая со своим контекстом.

Что мы взяли: TodoList как first-class citizen. Агент управляет планом, отмечает выполненное.

Что не взяли: XDual protocol (поддержка и XML, и Native API одновременно) — мы оставили только XML. Один формат для всех моделей — проще поддерживать.

5. Сравнительная таблица

	Aider	Cline	OpenCode	KiloCode	PocketCoder
Где работает	Терминал	VS Code	Терминал	VS Code	Терминал
Tool calls	SEARCH/REPLACE	Native API	Native API	XML + Native	XML-теги
Мультиагенты	Нет	Нет	4 агента	Modes	Нет
LSP	Нет	Нет	Да	Нет	Нет
LLM видит результат	Нет	Частично	С truncation	Частично	Да, полностью
Карта проекта	RepoMap	Нет	Нет	Нет	RepoMap (gearbox)
Память между сессиями	Нет	Нет	Частично	Task history	SQLite episodic
State validation	Нет	Нет	Permissions	Repetition	State machine

6. PocketCoder: что мы сделали по-другому

PocketCoder — консольный инструмент, как OpenCode и Aider, но с другой философией.

Задумка была в том, чтобы поймать баланс между длиной контекстного запроса и уровнем качества, выдаваемого ИИшкой. После множества итераций и миллиарда сгоревших токенов на локальных моделях было принято решение создать скелет XML, который должен работать как торт «Наполеон» (уж извините за такую аналогию) — каждая разговорная сессия, от первого запроса до второго, является уникальной выжимкой summary с интересным форматом. Как это работает?

Изображение 10. Схема Agent Loop у Pocketcoder

6.1 SESSION_CONTEXT: полная структура

Вот пример структуры XML:

<SESSION_CONTEXT>

  <!-- 1. TASK: Цель сессии (формируется один раз при первом запросе) -->
  <task>
    <summary>Создать калькулятор с операциями +, -, *, /</summary>
    <type>CREATE</type>           <!-- CREATE | EDIT | DELETE | RUN | EXPLORE | MULTI -->
    <artifact>calculator</artifact>
    <stack>Python</stack>
    <constraints>без внешних библиотек</constraints>
  </task>

  <!-- 2. PROJECT: Идентификация проекта (определяется автоматически) -->
  <project>
    <name>my_project</name>
    <path>/Users/dmitrij/projects/my_project</path>
    <entry_point>main.py</entry_point>  <!-- определяется по наличию main.py, app.py, index.py -->
  </project>

  <!-- 3. REPO_MAP: Карта проекта (пересоздаётся при изменении файлов) -->
  <repo_map gear="2" files="23">
    core/
      coder.py: class Coder
        def run() → str
        def _execute_tool() → ToolResult
      parser.py: def parse_response() → ParsedResponse
    tools/
      files.py: read_file, write_file, list_files
      agent.py: add_todo, mark_done, attempt_completion
  </repo_map>

  <!-- 4. CONVERSATION_HISTORY: История запросов -->
  <conversation_history>
    <episode id="1" timestamp="2025-01-28T10:30:00">
      <request>создай структуру проекта</request>
      <outcome>created 5 files: main.py, utils.py, config.py, tests/, README.md</outcome>
    </episode>
    <episode id="2" timestamp="2025-01-28T10:35:00">
      <request>добавь функцию сложения</request>
      <outcome>modified main.py: added add() function</outcome>
    </episode>
    <episode id="3" timestamp="2025-01-28T10:40:00">
      <request>запусти тесты</request>
      <outcome>tests passed: 3/3</outcome>
    </episode>
  </conversation_history>

  <!-- 5. FILES: Какие файлы трогали (обновляется после каждого read/write) -->
  <files>
    <modified>
      <file path="main.py" status="created" lines="45">
        def add(a, b): return a + b
        def sub(a, b): return a - b
        ...
      </file>
      <file path="utils.py" status="modified" lines="30">
        Helper functions for validation
      </file>
    </modified>
    <read>
      <file path="config.py">Configuration settings</file>
      <file path="requirements.txt">flask, requests, pytest</file>
    </read>
    <mentioned>
      <file path="TODO.md">mentioned in conversation</file>
    </mentioned>
  </files>

  <!-- 6. TERMINAL: История команд (последние 10, обновляется после execute_command) -->
  <terminal>
    <cmd exit="0">pip install pytest</cmd>
    <cmd exit="0">pytest tests/</cmd>
    <output>3 passed in 0.15s</output>
    <cmd exit="1">
      <command>python main.py</command>
      <error>ModuleNotFoundError: No module named 'utils'</error>
    </cmd>
  </terminal>

  <!-- 7. DECISIONS: Решения и ограничения (опционально, через отдельный LLM-вызов) -->
  <decisions>
    <constraint>без внешних библиотек</constraint>
    <constraint>Python 3.10+</constraint>
    <decision>используем dataclasses</decision>
    <decision>SQLite для хранения</decision>
    <qa q="нужен ли Docker?" a="нет, только локально"/>
  </decisions>

  <!-- 8. KNOWLEDGE_BASE: Документация проекта (определяется по наличию файлов) -->
  <knowledge_base>
    <doc path="README.md" exists="true"/>
    <doc path="docs/API.md" exists="false"/>
    <reference url="https://docs.python.org">Python docs</reference>
  </knowledge_base>

  <!-- 9. TODO: План задач -->
  <todo>
    <item status="done">Создать структуру проекта</item>
    <item status="done">Добавить функцию сложения</item>
    <item status="current">Добавить тесты</item>
    <item status="pending">Написать README</item>
  </todo>

  <!-- 10. CURRENT: Текущее состояние (обновляется после КАЖДОГО tool-вызова) -->
  <current>
    <last_action>write_file: main.py</last_action>
    <last_result>SUCCESS</last_result>
    <last_file type="python" runnable="true">main.py</last_file>
    <pending_task>Добавить тесты</pending_task>
  </current>

  <!-- 11. RELEVANT_HISTORY: Релевантная история (auto-grep по ключевым словам) -->
  <relevant_history query="calculator add" matches="2">
    <match timestamp="2025-01-27T15:20:00">
      <user>как сделать калькулятор?</user>
      <assistant>Создай файл calc.py с функциями add, sub...</assistant>
    </match>
  </relevant_history>

</SESSION_CONTEXT>

6.2 Как формируется каждый блок

<task> — формируется один раз при первом запросе. Когда ты пишешь «создай калькулятор», система отправляет это в LLM и просит вытащить суть: что делаем, какой тип задачи, на каком стеке, есть ли ограничения. Сохраняется и больше не меняется до сброса сессии. Если LLM недоступен — работают эвристики по ключевым словам.

<project> — определяется автоматом при запуске. Берёт имя текущей папки, абсолютный путь и ищет точку входа (main.py, app.py, index.py). Ты ничего не делаешь — система сама понимает, где находится.

<repo_map> — карта проекта. Сканирует все файлы и строит структуру. На маленьком проекте покажет полные сигнатуры классов и методов. На среднем — структуру папок и ключевые функции. На большом — только папки и точки входа, чтобы не забить весь контекст. Кэшируется, пересобирается, когда файлы меняются.

<conversation_history> — летопись запросов. Каждый твой запрос = одна запись: что спросил, что получилось, какие файлы создали. Показывает последние 20. Можно искать по ключевым словам — «что я делал с калькулятором?».

<files> — следит, какие файлы трогали. Три кучки: создали/изменили, прочитали, упомянули в разговоре. Обновляется автоматом после каждого read_file или write_file. Хранит путь, статус, сколько строк, превью содержимого.

<terminal> — история команд. Последние 20 штук с кодом выхода. Если команда упала — сохраняет stderr. Дубликаты подряд игнорирует, чтобы не засорять.

<decisions> — решения и ограничения. Опциональный блок, формируется отдельным LLM-вызовом. Вытаскивает из разговора: какие ограничения ставил юзер, какие решения приняли, какие вопросы обсуждали. Обычно вызывается при завершении сессии.

<knowledge_base> — что есть в проекте из документации. Проверяет наличие README.md, API.md, docs/. Показывает, что есть, чего нет.

<todo> — план с валидацией. Не просто список, а машина состояний. Когда LLM говорит «задача выполнена» — система проверяет: а файл реально появился? Если нет — ошибка. Ловит галлюцинации, когда модель говорит «готово», хотя ничего не сделала.

<current> — что только что произошло. Обновляется после каждого действия автоматом. Последняя операция, результат, какой файл трогали, можно ли его запустить. Нужно, чтобы работали фолловапы типа «запусти» — система знает, что запускать.

<relevant_history> — поиск по прошлому. Вытаскивает ключевые слова из текущего запроса и грепает по истории. Нашёл похожее — покажет контекст. Помогает, когда возвращаешься к старой задаче.

7. Хранение: .pocketcoder/ как .git/

Вся магия живёт в папке .pocketcoder/ — она создаётся в корне проекта, как .git/. Идею с ней взяли у Claude Code, хоть там и немного (или совсем) другая логика закладывается. Обычно её там используют под относительно новый Skills, но я её переосмыслил немного :) Лучше всего в ней как раз таки вести документацию, и Claude лучше её распознаёт, куда ему обращаться в случае чего, если ему не хватает данных. Проверено на собственном опыте. Вот и у меня пришла мысль: почему бы лучшие практики работы с код-агентом не внедрить уже в наш продукт?

Вот как эта махина выглядит:

.pocketcoder/                      # Создаётся в корне проекта (как .git/)
  │
  ├── project_context.json           # Состояние сессии
  │   ├── task: {summary, type, artifact, stack, constraints}
  │   ├── identity: {name, path, entry_point}
  │   ├── files: {modified: {...}, read: {...}, mentioned: {...}}
  │   ├── terminal: [{command, exit_code, error, output, timestamp}, ...]
  │   ├── todo: [{text, status, created_at, completed_at}, ...]
  │   ├── current: {last_action, last_result, last_file, pending_task}
  │   └── session_id: "20250128_103000_a1b2c3d4"
  │
  ├── episodes.jsonl                 # История запросов (append-only, как git log)
  │   line 1: {"id": 1, "user_input": "создай калькулятор", "outcome": "Created calc.py", "files_created": ["calc.py"], ...}
  │   line 2: {"id": 2, "user_input": "добавь тесты", "outcome": "Created test_calc.py", ...}
  │   line 3: {"id": 3, "user_input": "запусти", "outcome": "Tests passed: 3/3", "commands_run": ["pytest"], ...}
  │
  ├── memory.json                    # Факты (долгосрочная память)
  │   ├── version: "1.0"
  │   ├── facts: {
  │   │     "project_structure": {"value": "list_files .", "fact_type": "pointer", "category": "project"},
  │   │     "working_project": {"value": "/projects/calc", "fact_type": "value", "category": "context"},
  │   │     "last_created_file": {"value": "calc.py", "fact_type": "value", "category": "context"},
  │   │     "file_read:config.py": {"value": "Configuration with DB settings", "fact_type": "value", "ttl_days": 1},
  │   │     "docs_api": {"value": "https://api.example.com|API documentation", "fact_type": "ref"}
  │   │   }
  │   └── meta: {created, last_cleanup, requests_since_cleanup}
  │
  ├── current_session                # ID текущей сессии (plain text)
  │   → "20250128_103000_a1b2c3d4"
  │
  └── sessions/                      # Архив сессий
      └── 20250128_103000_a1b2c3d4/
          ├── raw.jsonl              # Сырые сообщения (для grep)
          │   line 1: {"role": "user", "content": "создай калькулятор", "timestamp": "..."}
          │   line 2: {"role": "assistant", "content": "Создаю файл calc.py...", "timestamp": "..."}
          │
          └── summary.json           # Итог сессии (генерируется при /quit или /session save)
              ├── task: {...}
              ├── files: {...}
              ├── decisions: {constraints: [...], decisions: [...], qa: [...]}
              └── todo_final: [...]

project_context.json — это мозг сессии. Тут лежит всё: какую задачу решаем, какие файлы трогали, что запускали в терминале, план работ. Когда ты закрываешь терминал и открываешь снова — оно загружается обратно. Поэтому можно продолжить с того места.

episodes.jsonl — история запросов. Каждая твоя фраза = одна строка. Append-only, как git log. «Создай калькулятор» → записали, что спросил, что сделали, какие файлы создали. Следующий запрос — следующая строка. Потом можно искать: «Что я делал с калькулятором?» — грепнули файл, нашли.

memory.json — долгосрочная память. Факты трёх типов. POINTER — команда, чтобы узнать данные («хочешь структуру проекта? выполни list_files .»). VALUE — конкретное значение («последний созданный файл = main.py»). REF — ссылка с описанием. У фактов есть TTL: контекстные живут день, проектные — месяц, явно запомненные — вечно.

sessions/ — архив. Каждая сессия в своей папке. Внутри raw.jsonl с сырыми сообщениями (для grep) и summary.json с итогом.

Ух, надеюсь не намудрили...

8. Live Demo: «Создай калькулятор»

Давайте посмотрим, как всё работает на реальном примере. Но перед тем как начнём, всё же договоримся на берегу — наши амбиции крутить мелкими и не очень моделями в нужное направление — это очень хорошо. Но будем реалистами: ИИшки на 7b и меньше всё же будут выдавать бред или иногда не вызывать нужные нам инструменты. Думаю, что начиная с моделей 20b качество может сильно поменяться, а если ещё взять reasoning-истории или же MoE, то так вообще, качество и коммуникация с агентом взлетит до небес!

Чтож, начнем.
Первым делом выбираем метод работы с моделями. Я выберу Ollama, ведь все из-за нее и затевалось в конце концов. Но тесты также проводились и на облачной ChatGPT nano. Да, мы добавили модуль vLLM и LM Studio — бек автоматом ищет запущенные процессы от этих фреймов и предлагает их прикрепить в файл .config для запросов в ИИ. Но основное тестирование все же было на Ollama, так что там могут быть баги.

Изображение 11. Выбор модели перед началом работы

Изображение 12. Выбрали Ollama - подтягиваются все доступные модели

Отлично, модель выбрали. В качестве теста развернули qwen2.5-coder-7b. Ошеломляющие результаты не ожидаем, но давайте работать с тем что есть и на что хватает денег :)

Нажав на /, мы видим доступные нам команды. Сори, но мы первой командой добавили /donate, вдруг кто-то захочет нас поддержать :)

Изображение 13. Пример всплывающих команд.

Пора делать первый запрос - будем делать калькулятор, а то попросить сделать hello_world совсем уж как-то тривиально.

Изображение 14. Первый запрос в Pocketcoder (с богом)

Первый запрос формирует ToDo лист, вместе с самым первым summary в XML формате. Если модели что-то непонятно или ей кажется, что запрос слишком обобщенный (как например этот), LLM задает наводящие вопросы.

Изображение 15. Мыслительный процесс нашего агент-кодера

Заранее говоря, , я очень хочу услышать ваш фидбек — стоит ли скрывать эту XML-схему от пользователей или нет. Честно говоря, session_context должен был показываться только в режиме --debug, но я просто забыл это скрыть :) Исправить легко, но хочу сначала узнать ваше мнение.

А вот и первые мыслительные процессы и вопросы от ИИшки, как и сказал выше. Поможем ей разобраться, что нужно сделать.

Изображение 16. Thinking мод у ИИшки и наводящие вопросы по задаче

Шустрая qwen-coder-7b уже сообразила на целый файл. Одобряем ее выбор.

Изображение 17. Инструмент write_file для создания скрипта калькулятора

Изображение 18. Инструмент write_file: одобрение записи файла

Задача на этом не заканчивается, ведь мы только написали первый файл. Не то, что мы запрашивали полноценный проект создавать с разветвленной модульной логикой, но все же есть одна фишка, которую мы постарались внедрить, взяв у Claude. Модель обязательно проверит синтаксис и работоспособность скрипта, написав его. Параллельно проверит, реально ли задача выполнилась и если да, то что делаем дальше. Самоличный reasoning, если проще.

Изображение 19. Осмысление сделанной задачи и добавление новых задач, если необходимо

Видим, что модель хочет добавить еще модули базовой арифметики в наш скрипт. Кстати да, он сразу начал создавать именно приложение в Tkinter на Python, не спросив нас, но кто мы такие для 7b модели, чтобы спрашивать? Дай бог, выдаст нормальный результат)

Собственно, сейчас и увидим главный минус работы с маленькими моделями с любыми агентами, особенно кодовыми. Вместо вызова инструмента apply_diff — редактирование текущего файла и удаление/добавление новых строк — он перезаписывает текущий файл, вызывая write_file. Мы долго боролись с базовым промтом, чтобы такого не происходило, но решили не пилить костыли и оставили как есть. Проверьте, на моделях >=20b такой проблемы уже нет.

Изображение 20. Вызов write_file вместо apply_diff на модели qwen-7b-coder

Проблема номер 2: чет qwen2.5-7b:coder не хочет заканчивать задачу и создает снова новый файл, хотя буквально 5 секунд назад он уже все выполнил. Удобно будет показать, что мы на такой случай приготовили.

Да, в общем-то, ничего особенного. Просто нажимаешь на n и тебе выводятся 4 варианта ответа на выбор, чтобы пояснить модели, что с его решением не так. Я сразу нажал на 4 чтобы остановить цикл задачи.

Изображение 21. Отменяем решение записи файла и закрывает цикл выполнения

Давайте укажем ему, что он уже создал все необходимое и надо редактировать текущий файл, а не переписывать существующий. Вроде ничего страшного, но что, если этот файл не на 50 строк, а на 5к+?

Заодно давайте его попросим запустить наш калькулятор! Хочется уже увидеть результат его творений.

Изображение 22. Просим ИИ запустить программу

В этот момент формируется второй подблок XML файла со всем необходимым - саммари, прошлые сессии и сырые запросы. Но тоже в своих пределах - внутри стоит 3 уровня ограничения вывода контекста в XML, от всего файла/запроса до его основных частей и функций.

Изображение 23. ИИ просит запустить калькулятор (cmd execute tool)

Изображение 24. Наш первый MVP калькулятора

Ухты, неплохо для первой итерации! Сделали сразу калькулятор с клавишами ввода чисел и базовой арифметики. Если честно, даже я не ожидал, что на демо так быстро все заработает и сформируется :)

После запуска, он решил добавить еще функций на расчет арифметики, перезаписывая сразу весь файл. Ничего не могу с ним поделать, но давайте соглашаться.

Изображение 25. Предыдущая проблема вызова write_file вместо apply_diff на малых моделях

Наверное, хватит его мучать и пора выдать в production, чтобы тесты проводили уже вы....

9. Выводы и куда хотим пойти дальше?

Что ж, пока на этом всё. Мне не жалко потраченного времени, хотя прекрасно понимаю, что люди, кому будет интересно это протестировать, получат достаточное количество багов. Но с другой стороны — разве бывают идеально вылизанные продукты, особенно на момент релиза? Вспомним тот же Cyberpunk, который только спустя два года стал полноценно стабильной игрой. Да тот же Claude Code до сих пор глючит, когда работаешь с длинным контекстом.

Но вообще, я не это хотел сказать. Этим продуктом буду пользоваться лично я. Уж очень мне нравится вся эта тема с кодовыми агентами. А PocketCoder ещё и подстёгивает запускать локально разные модели — новые и старые — и смотреть, кто на что способен. Мы слишком зациклились на облачных ChatGPT и Deepseek, но в мире выходят новые модели буквально каждый час!

Давайте не будем отставать от всего мира и активно внедрять различные решения на таких готовых фреймворках, как наш PocketCoder!

Наши планы:

WebSearch - ну тут база
MCP-интеграция - Пока не знаю, как это внедрять внутрь контекста, но без этого уже никуда
Больше облачных провайдеров (например, только 1% населения Земли сможет запустить у себя GLM 4.7, это тоже надо понимать :)) . Правда, есть :cloud режим в Ollama.
Web UI (но это не точно, и пока не вижу перспектив)

PocketCoder — это про open source.

GitHub: github.com/Chashchin-Dmitry/pocketcoder
PyPI: pypi.org/project/pocketcoder

Буду рад за лайк и подписку на канал :) https://t.me/notes_from_cto

Наш сайт: https://bvmax.ru/ai

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2 февр. 2026 г.

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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

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07.07.26 18:01 robertalfred175

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09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 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] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 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] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 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] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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11.08.26 03:43 raymont0714

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 marcushenderson624

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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

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20.08.26 11:32 michaeldavenport218

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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

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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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

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11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

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