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Что если собирать агентов как dbt-проект?

Я пришел в разработку агентов из дата инженерии, и в очередной раз занимаясь сборкой типовой структуры на LangGraph я заскучал по декларативному подходу, хорошо многим знакомому по dbt - там ты описываешь что ты хочешь сделать с данными, а не как. И тогда у меня появилась мысль - а почему бы не собрать свой фреймворк для агентов, который даст тот же подход.

Плюс, самое нелюбимое для меня в мультиагентных системах на LangGraph это мутабельный State. Он быстро превращается в неконтролируемую свалку в оперативной памяти, его надо каждый раз аккуратно обновлять, а когда что-то работает не так как хочется - принтовать и выискивать косяки. Возможно, я просто что-то делаю не так, но для меня такие штуки это всегда про дополнительную трату внимания. В поисках решения данной проблемы я и познакомился с применением архитектуры event driven в мультиагентных системах, а дальше - event sourced. Основным источником знаний по данной архитектуре выступила свежая научная работа «ESAA: Event Sourcing for Autonomous Agents in LLM-Based Software Engineering» (Brito dos Santos Filho, 2026). В итоге я написал свой фреймворк - zymi. Но обо всем по порядку.

Фреймворк написан на Rust - думаю нет смысла лишний раз рассказывать про его преимущества. Сразу обозначу - разработка велась с Claude Code. Можно по-разному относиться к вайбкодингу и генерации кода, но я за время разработки понял одну очень важную мысль - если ты хочешь разработать что-то актуальное, то у тебя нет других вариантов. Я начал работу над проектом в самый разгар шумихи вокруг OpenClaw, а сейчас пишу эту статью параллельно давая команды Claude Code со своего айфона. Писал бы сам - закончил бы при бесплатном и всем доступном AGI (ну то есть никогда).

Про название

Из-за всей этой скорости вокруг случилось и название проекта - изначально оно было zumi, отсылка к собачьему зумис, когда пёс вдруг начинает носиться по квартире без остановки - но где-то на второй неделе вышло приложение с эмпатичным AI питомцем с таким же названием. Я решил поменять одну букву, чтобы не было путаницы.

Декларативность

Весь кайф уже упомянутого dbt заключается как раз в том, что движок полностью забирает на себя все вопросы насчет того, как сделать то, что тебе хочется. Ты декларируешь желание - оформляешь yaml, пишешь SQL и dbt сам прогоняет все необходимые тебе преобразования. Я решил пойти по такому же пути.

Установка zymi

pip install zymi-core

И инициализируем встроенный пример проекта агента-исследователя:

zymi init --example research

Структурно дефолтный проект выглядит следующим образом:

zymi-research/

├── .zymi/
├── agents/
│  ├── researcher.yml	
│  └── writer.yml
├── memory/
├── output/  
├── pipelines/
│  └── research.yml
├── tools/
└── project.yml

Данный пайплайн состоит из всего двух агентов - исследователя и писателя. Вот так они оформляются:

name: researcher
description: "Research agent — searches the web, scrapes pages, and stores findings in memory"
model: ${default_model}
system_prompt: |
  You are a thorough research assistant. Your job is to find accurate,
  up-to-date information on the given topic.

  Strategy:
  1. Start with broad web searches to identify key sources.
  2. Scrape the most promising pages for detailed content.
  3. Store important findings in memory with clear keys.
  4. Cite your sources.

  Always prefer primary sources over secondary ones.
  If information conflicts, note the discrepancy.
tools:
  - web_search
  - web_scrape
  - write_memory
max_iterations: 15

name: writer
description: "Writer agent — reads research findings and produces a structured report"
model: ${default_model}
system_prompt: |
  You are a skilled technical writer. Your job is to transform raw research
  findings into a clear, well-structured report.

  Guidelines:
  1. Read all available memory entries to understand the research.
  2. Organize findings into logical sections.
  3. Include a summary at the top.
  4. Cite sources where available.
  5. Write the final report to the output directory.

  Format: Markdown. Be concise but thorough.
tools:
  - read_file
  - write_file
max_iterations: 10

Вот так оформляется инструмент для поиска в интернете, например, с использованием Tavily

name: web_search
description: "Search the web for information on a given query"
parameters:
  type: object
  properties:
    query:
      type: string
      description: "Search query"
  required: [query]

implementation:
  kind: http
  method: POST
  url: "https://api.tavily.com/search"
  headers:
    Content-Type: "application/json"
    Authorization: "Bearer ${env.TAVILY_API_KEY}"
  body_template: '{"query": "${args.query}", "max_results": 5}'

После чего агентов можно собрать в единый пайплайн

name: research
description: "Multi-step research pipeline: parallel search → analysis → report"

steps:
  - id: search_web
    agent: researcher
    task: "Search the web for information about: ${inputs.topic}"

  - id: search_deep
    agent: researcher
    task: "Find in-depth articles and technical details about: ${inputs.topic}"

  - id: analyze
    agent: researcher
    task: >
      Analyze and cross-reference all findings from the web search and deep
      search. Identify key themes, contradictions, and gaps. Store a structured
      summary in memory under the key 'analysis'.
    depends_on:
      - search_web
      - search_deep

  - id: write_report
    agent: writer
    task: >
      Read the analysis from memory and write a comprehensive research report
      to ./output/report.md. Include an executive summary, main findings,
      and a sources section.
    depends_on:
      - analyze

input:
  type: text

output:
  step: write_report

Собственно всё - простенькая мультиагентная система готова. Можем её тут же запустить через консоль:

❯ zymi run research -i topic="Event sourcing in AI"
Pipeline: research
  Multi-step research pipeline: parallel search → analysis → report

  Execution plan: 4 steps, 3 levels

  Level 1 (parallel): search_deep, search_web
    [search_deep] done (2 iterations)
    [search_web] done (3 iterations)

  Level 2: analyze
    [analyze] done (2 iterations)

  Level 3: write_report

--- approval required ----------------------------
  File write outside allowed directories: output/report.md
  approve? [y/N]: y
    [write_report] done (2 iterations)

---
Pipeline completed successfully.

Final output:
The comprehensive research report on Event Sourced Architecture in Multi-Agent Systems has been successfully written to `./output/report.md`. It includes an executive summary, detailed findings on key themes, potential contradictions, and areas for further exploration, as well as a section on sources.

Кроме удобства и скорости - что индивидуально, конечно - это дает гораздо более важное преимущество для современного мира: генеративные модели прекрасно справляются с генерацией кода, но генерация yaml, да ещё по строгой json схеме, эта задача для них на порядок проще. У меня запланирован эксперимент, о котором я напишу в следующей статье - попрошу Claude/Codex сгенерировать один и тот же пайплайн на LangGraph и на zymi, и запустить его. Ставлю на то, что zymi потребует меньше итераций и токенов.

Но декларативный конфиг - это только внешний интерфейс. Под капотом zymi тоже отличается от того же LangGraph - вместо общего стейта, который мутируется агентами, всё общение построено на единой шине данных.

Event sourced архитектура

В zymi каждое событие - это иммутабельная запись в БД с hash-chain верификацией. Все взаимодействия строятся на таких событиях - записях в шине данных. Все коннекторы, агенты, инструменты пишут и читают эту шину, она является единственным источником правды в системе. В итоге, мы получаем не просто лог, а криптографически связанную цепочку всех действий агента. Это позволяет из коробки делать каждый запуск прослеживаемым и воспроизводимым.

Зачем нам тут криптография? Можно провести аналогию как раз с dbt: лог событий даёт нам lineage - dbt docs; намерения и верификация дают уверенность в корректности этого лога - dbt test.

Благодаря этому, мы всегда знаем не только что агент сделал, но и почему - вместо того, чтобы напрямую что-то изменять они выражают намерение это сделать. Это намерение также пишется в шину данных откуда его получает монитор - и уже он, на базе своих требований, решает можно ли это выполнить или может надо спросить пользователя. И в самом конце, события 49-50, как раз можно увидеть как монитор засомневался стоит ли разрешать запись в директорию за пределами разрешенных и позвал человека.

Посмотреть лог запуска

zymi events --verbose
Получаем вот такой длинный подробный лог
Stream 'pipeline-research-04e6e68e-622c-4233-8a2d-2051fd132b11': 50 event(s)

#1    10:50:51.317 workflow_started source=engine
  4 node(s) — pipeline: research
  #2    10:50:51.320 workflow_node_started source=engine
    search_deep — agent=researcher, task="Find in-depth articles and technical details about: Even
  #3    10:50:51.320 workflow_node_started source=engine
    search_web — agent=researcher, task="Search the web for information about: Event sourcing in
    #4    10:50:52.806 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_search","arguments":"{\"query\":\"Event sourcing in AI\"}"}}
    #5    10:50:52.806 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #6    10:50:52.981 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_search","arguments":"{\"query\":\"Event sourcing in AI\"}"}}
    #7    10:50:52.982 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #8    10:50:56.138 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_scrape","arguments":"{\"url\": \"https://www.eventsourcing.ai/\"}"}}
    #9    10:50:56.139 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #10   10:50:57.055 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_scrape","arguments":"{\"url\": \"https://www.eventsourcing.ai/\"}"}}
    #11   10:50:57.055 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #12   10:50:58.860 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_scrape","arguments":"{\"url\": \"https://infodation.com/en/blogs/event
    #13   10:50:58.861 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #14   10:50:59.261 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_scrape","arguments":"{\"url\": \"https://infodation.com/en/blogs/event
    #15   10:50:59.262 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #16   10:51:03.028 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_scrape","arguments":"{\"url\": \"https://artium.ai/insights/event-sour
    #17   10:51:03.031 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #18   10:51:03.105 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_scrape","arguments":"{\"url\": \"https://artium.ai/insights/event-sour
    #19   10:51:03.106 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #20   10:51:05.744 intention_emitted source=orchestrator
      call_custom_tool data={"type":"CallCustomTool","data":{"tool_name":"web_scrape","arguments":"{\"url\": \"https://akka.io/blog/event-sourcing-t
    #21   10:51:05.745 intention_evaluated source=orchestrator
      call_custom_tool -> approved
    #22   10:51:16.668 intention_emitted source=orchestrator
      write_memory data={"type":"WriteMemory","data":{"key":"event_sourcing_ai_overview","content":"Event sourcing in AI involves using event-dr
    #23   10:51:16.669 intention_evaluated source=orchestrator
      write_memory -> approved
  #24   10:51:16.669 memory_written source=agent
    event_sourcing_ai_overview = Event sourcing in AI involves using event-driven architecture to continuously ca
    #25   10:51:16.671 intention_emitted source=orchestrator
      write_memory data={"type":"WriteMemory","data":{"key":"event_sourcing_ai_benefits_challenges","content":"The integration of AI into event
    #26   10:51:16.672 intention_evaluated source=orchestrator
      write_memory -> approved
  #27   10:51:16.674 memory_written source=agent
    event_sourcing_ai_benefits_challenges = The integration of AI into event sourcing enhances decision-making, predictive a
    #28   10:51:16.675 intention_emitted source=orchestrator
      write_memory data={"type":"WriteMemory","data":{"key":"event_sourcing_key_components","content":"Event sourcing is a data storage pattern
    #29   10:51:16.676 intention_evaluated source=orchestrator
      write_memory -> approved
  #30   10:51:16.676 memory_written source=agent
    event_sourcing_key_components = Event sourcing is a data storage pattern where every change is recorded as an ev
    #31   10:51:16.678 intention_emitted source=orchestrator
      write_memory data={"type":"WriteMemory","data":{"key":"event_sourcing_vs_cqrs","content":"Event sourcing is often confused with Command Qu
    #32   10:51:16.679 intention_evaluated source=orchestrator
      write_memory -> approved
  #33   10:51:16.679 memory_written source=agent
    event_sourcing_vs_cqrs = Event sourcing is often confused with Command Query Responsibility Segregation (
    #34   10:51:16.684 intention_emitted source=orchestrator
      write_memory data={"type":"WriteMemory","data":{"key":"event_sourcing_agentic_ai","content":"Event sourcing provides a strong foundation f
    #35   10:51:16.686 intention_evaluated source=orchestrator
      write_memory -> approved
  #36   10:51:16.688 memory_written source=agent
    event_sourcing_agentic_ai = Event sourcing provides a strong foundation for agentic AI systems by supporting
    #37   10:51:16.690 intention_emitted source=orchestrator
      write_memory data={"type":"WriteMemory","data":{"key":"event_sourcing_ai_sources","content":"Sources for event sourcing in AI include Even
    #38   10:51:16.690 intention_evaluated source=orchestrator
      write_memory -> approved
  #39   10:51:16.691 memory_written source=agent
    event_sourcing_ai_sources = Sources for event sourcing in AI include EventSourcing.ai, Infodation, Artium.ai
  #40   10:51:21.170 workflow_node_completed source=engine
    ok search_web
  #41   10:51:24.346 workflow_node_completed source=engine
    ok search_deep
  #42   10:51:24.346 workflow_node_started source=engine
    analyze — agent=researcher, task="Analyze and cross-reference all findings from the web se
    #43   10:51:29.794 intention_emitted source=orchestrator
      write_memory data={"type":"WriteMemory","data":{"key":"analysis","content":"### Key Themes\n1. **Traceability and Reproducibility**: Event
    #44   10:51:29.794 intention_evaluated source=orchestrator
      write_memory -> approved
  #45   10:51:29.795 memory_written source=agent
    analysis = ### Key Themes
1. **Traceability and Reproducibility**: Event sourcing allows fo
  #46   10:51:30.901 workflow_node_completed source=engine
    ok analyze
  #47   10:51:30.903 workflow_node_started source=engine
    write_report — agent=writer, task="Read the analysis from memory and write a comprehensive rese
    #48   10:51:37.515 intention_emitted source=orchestrator
      write_file data={"type":"WriteFile","data":{"path":"output/report.md","content":"# Research Report on Event Sourcing in AI\n\n## Executi
    #49   10:51:37.516 intention_evaluated source=orchestrator
      write_file -> requires_approval: File write outside allowed directories: output/report.md
    #50   10:51:37.517 approval_requested source=orchestrator
      ⏳ waiting id=9869501e-141a-48bb-84a8-37f1a271b42f File write outside allowed directories: output/report.md

Заключение

Конечно zymi еще сырой - это только альфа, но он уже готов помогать прототипировать и экспериментировать с агентами. У проекта большой бэклог:

  1. Переезд на libsql - векторная память, нативная асинхронщина и edge-реплики

  2. Доработка возможности подключения PostgreSQL как шины данных

  3. Реализация возможности добавления python-инструментов в декларативном режиме,

  4. Доработка проекций диалогов для идемпотентных перезапусков

  5. Стриминг ответов LLM И много чего ещё.

Мне интересно посмотреть, найдет ли этот дата инженерный подход отклик в современном мире AI агентов. Буду рад любой обратной связи - залетайте в комментарии и в репозиторий проекта (ставить звёзды, конечно).

И да пребудет с вами иммутабельность!

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  • 02.07.26 01:22 Lieneke Bonnema

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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

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  • 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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  • 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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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 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

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  • 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

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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

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  • 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

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  • 16.08.26 01:44 Matt Kegan

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  • 19.08.26 14:50 BAYER7043

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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.

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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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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