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Как собрать персональную wiki без Claude Code

Идея Andrej Karpathy с LLM-wiki набирает сторонников. На Хабре уже было несколько публикаций (1, 2, 3), в том числе и моя про сравнение LLM-wiki и RAG-системы. Ещё больше статей я нашёл на medium.

У вас есть Claude Code? Собрать персональную википедию можно менее чем за час. А что делать, если Claude Code и ему подобные инструменты по разным причинам недоступны? Можно ли алгоритмизировать процесс и использовать «слабые» модели? На сколько получившаяся структура будет хуже и как их сравнивать? В статье попробую ответить на эти вопросы, а также расскажу как построить персональную wiki на Ollama или GPT-моделях.

Стратегия и архитектура

Наблюдая за тем, как Claude Code строит персональную wiki, я сформулировал три возможных стратегии перехода от набора исходных текстов к связанным wiki-страницам.

Первая стратегия предполагала последовательное чтение исходных текстов с одновременным построением некоего промежуточного набора структур (элементов wiki), из которых потом можно было создавать страницы. Агент, экстрагирующий элементы, должен был держать в памяти весь wiki-контекст и обновлять элементы при необходимости. Оказалось, что эта стратегия не для слабых моделей. Когда количество элементов в моём тесте превысило первый десяток, значения отдельных полей и элементы целиком стали исчезать из списка. От стратегии пришлось отказаться.

Вторая стратегия также потерпела фиаско. Предполагалось, что агент на каждом шаге видит только один исходный текст и создаёт элементы без оглядки на общий список. Затем второй агент пытается интегрировать дублирующиеся или похожие. Этот второй агент тоже должен был видеть весь список, хотя бы названия и саммари элементов. Результат интеграции оказался слабым, а местами странным, часть важного контекста просто терялась или склеивались элементы, похожие только названием. Я даже просил агента давать мне аргументацию, почему он выбрал именно эти элементы. Не помогло.

Третья стратегия оказалась вполне успешной. За основу я взял идею MapReduce. На первом шаге агент составляет аннотацию для каждого исходного текста и, с учетом аннотации, выделяет из текста ключевые термины, концепты и сущности. В результате получается структура ключ-значение, где в качестве ключа - исходный документ, а в качестве значения - список ключевых терминов. Далее строится список уникальных терминов и ключи со значениями меняются местами. Теперь ключом становится термин, а значением - список источников, где этот термин встречается.

Каждый термин проходит через LLM-судью, который оценивает важность и значимость в связанных с ним исходных текстах. Список терминов фильтруется по порогу. Для каждого «важного» термина создаётся структура с именем, саммари, списком свойств, темой и набором связанных элементов. Этот набор получается за счет объединения терминов по всем источникам, где встретился исходный, за его исключением. Так образуются ссылки между элементами.

Следующий агент расставляет в саммари и списке свойств wiki-ссылки на другие элементы из набора связанных терминов. Если для какого-то термина ссылка не образовалась, он исключается из списка для данного элемента. Пайплайн на основе этой стратегии я изобразил в виде схемы:

wiki assembler pipeline
wiki assembler pipeline

Расскажу немного про модели. Я попробовал две: gpt-5-mini от прокси провайдера и gemma4:26b от собственной Ollama. Обе модели в целом с задачей справились.

gpt-5-mini склонна завышать значимость ключевых терминов. Именно из-за неё я добавил в схему LLM-судью. Также не всегда у неё аккуратно получается расставлять wiki-ссылки в тексте. Они бывают двух видов [[Ключевой Термин]], если ключевой термин используется в тексте в той же форме, что и в списке терминов. И [[Ключевой Термин | ключевой термин как в тексте]], если форма в тексте не совпадает со словарной. gpt-5-mini хорошо справляется с ссылками первого вида, и не очень «любит» второй. Иногда возникает ситуация (примерно 1 случай на 30-40 элементов), когда модель сама добавляет несколько терминов в список и с удовольствием расставляет на них ссылки. Эта ошибка выявляется линтером и видна на графе.

gemma4:26b, в отличие от gpt-5-mini, обладает чуть меньшей фантазией и очень строга в плане выделения терминов. Иногда формулировки на русском получаются криво или в названиях могут появиться нечитаемые символы. Основная проблема этой модели - упрямое нежелание превращать текст (прежде всего, перечень свойств и функций) в список в структурированном выводе. Пришлось делать сплит в коде агента.

По затратам:
Claude Code соберёт wiki по цене 3-4 доллара за сотню килобайт исходных текстов. Стоимость пайплайна на gpt-5-mini за те же 100 килобайт составляет примерно 1.1-1.3 доллара (зависит от провайдера). Gemma – это прежде всего время! Моя машина способна на 12 токенов в секунду для этой модели, в результате пайплайн целиком может занять весь день. Зато по стоимости - только за электричество. Для ориентира: 10-20 минут на одну страницу wiki.

Wiki-assembler

Воплощение стратегии в коде я назвал Wiki-assembler. Это python-пайплайн с пятью или шестью агентами в зависимости от конфигурации и двумя хардкодными блоками. Все агенты простейшие (langchain): только промпт, схема и структурированный вывод. В некоторые агенты я добавил по паре строк кода для дополнительной обработки вывода.

В первых версиях пробовал использовать ReAct агент. Всё отлично работало на GPT, а вот Gemma уходила в бесконечные рассуждения. Поэтому пришлось отказаться от tools и упростить. Также я разделил некоторые задачи на более простые составляющие. В результате качество работы обеих моделей не слишком отличается друг от друга.

Пайплайн

Шаг 1. Аннотация и категоризация источников

На входе - исходные тексты из папки /raw. На выходе - source.jsonl. Каждая строка представляет собой отдельный JSON с именем файла, аннотацией, перечнем тематик и списком ключевых терминов. Два вызова LLM. Первый формирует аннотацию и на её основе строит список ключевых терминов для данного источника. Второй определяет несколько тематик для классификации источника. Тематики нужны для формирования блоков страниц в индексе wiki. Чтобы не очень расплывалось по формулировкам, второй вызов получает на вход список уже имеющихся тематик с возможностью добавить новую. Для стабильности нужно указать пару тем на старте.

промпты для аннотации и категоризации
ANNOTATION_SYSTEM_PROMPT = """
Ты — эксперт-аналитик в сфере управления знаниями, работающий в качестве агента построения персональной базы знаний (wiki). 
Твоя задача: прочитать текст одного исходного документа, отсечь весь информационный шум и составить высокоуровневую аннотацию.

На вход ты получишь:
- Имя файла исходного документа
- Текст исходного документа

ИНСТРУКЦИЯ:
1. Прочти исходный документ. 

2. Составь summary, 1-2 абзаца текста. 
Summary должно описывать ключевые идеи документа, важные сущности и связи между ними.
Ключевыми являются идеи и сущности, без которых невозможно понять суть документа.

3. Составь список ключевых понятий (keys), которые включены в summary. 
- Выделяй только те понятия, которые заслуживают отдельной страницы в wiki. Будь критичен при выборе понятий!
- Всегда включай в список ключевых понятий участников и ответственные организации, упомянутые в summary
- Формат keys: Короткие (до 3 слов), конкретные, устойчивые термины. Именительный падеж, Единственное число.

ЗАПРЕЩЕНО выбирать Статьи в качестве ключевых понятий
ЗАПРЕЩЕНО добавлять в название термина аббревиатуру "ИИ"

4. Поле topics оставь пустым, его заполнит другой эксперт.

Формат ответа (JSON):
{
"source": "Статья_1_введение.md", // Имя файла исходного документа
"summary": "Содержательное саммари исходного документа",
"keys": ["ключевое понятие", "другое ключевое понятие"],
"topics": [] // Оставь пустой список
}
"""

CATEGORIZER_SYSTEM_PROMPT = """
Ты — экспертный агент по классификации текстов. Твоя задача — проанализировать входящий текст, 
подобрать для него от 2 до 5 наиболее точных категорий и обновить общий список категорий.

Тебе будут переданы два источника данных:
1. Исходный текст для анализа.
2. Текущий список уже существующих категорий.

Правила работы:
1. Анализируй смысл текста и выбирай от 2 до 5 подходящих категорий.
2. Сначала старайся использовать релевантные категории из "Текущего списка".
3. Если текст содержит новую тему, которой нет в списке, создай новую категорию. 
   Правила для создания новых категорий:
   - Формулируй строго в нижнем регистре (например: "технологии", а не "Технологии").
   - Будь лаконичным. Не более двух слов, но лучше одно. Запрещены символы "_" или "-"
   - Если в тексте упомянуты ответственные организации, добавь категорию "организации"
   - Используй существительные во множественном числе или абстрактные понятия (например: "правовые вопросы", "инновации", "безопасность").
   - Избегай слишком узких тем, категория должна быть применима и к другим текстам.
4. Если ты создаешь новые категории, обязательно добавь их в "Обновленный список категорий". Все старые категории из "Текущего списка" должны сохраниться.
5. Ответ выдай строго в формате JSON, без лишних слов, разметки markdown (```json) или пояснений.

Формат ответа (JSON):
{
  "assigned_categories": ["категория1", "категория2"],
  "updated_category_list": ["технологии", "безопасность", "категория1", "категория2"]
}
"""   

Шаг 2. Фильтрация ключевых терминов

На входе: исходные тексты и список терминов, прошедших фильтрацию на предыдущих итерациях. На выходе - тот же source.jsonl с фильтрованным списком. Именно здесь происходит замена ключей на значения. Один вызов LLM на каждый уникальный термин. По термину из исходных текстов (где этот термин присутствует) собирается блок контекста. LLM возвращает «уверенность» от 0 до 1. Предусмотрено три диапазона:

0.0–0.3: В документе термин упоминается вскользь, информации критически мало, термин слишком мелкий/атомарный. Уже есть похожий.
0.4–0.6: Термин имеет значение, но информации в документе мало для полноценной статьи.
0.7–1.0: Термин подробно описан, имеет уникальные функции и свойства, часто встречается и критически важен для понимания документа.

После фильтрации по порогу значимый термин попадает в список, который передаётся в агент на следующей итерации. На первой итерации список пуст.

промпт LLM-судьи
ESTIMATOR_SYSTEM_PROMPT = """
Ты — эксперт базы знаний wiki. 
Твоя задача — оценить значимость заданного термина в исходном тексте и определить, 
заслуживает ли он создания ОТДЕЛЬНОЙ страницы в wiki, или он слишком слабый/мелкий/малоинформативный.

На вход ты получишь:
1. Имя кандидата для оценки (выделенный из текста термин, концепт, сущность).
2. Список уже созданных страниц в wiki
3. Исходный документ.


ИНСТРУКЦИЯ:
1. Проанализируй термин в контексте исходного документа.
2. Ответь на вопросы: 
   - Действительно ли термин важен, или это случайное упоминание в одном предложении?
   - Не существует ли УЖЕ страница с таким же или синонимичным названием в Списке уже созданных страниц?
   - Достаточно ли в исходном документе уникальной и полезной информации по термину для целой страницы?
   - Не является ли элемент слишком мелкой деталью (атомарным свойством другого понятия)?

3. Напиши краткое обоснование (confidence_reasoning) из 1-2 предложений:
   - Если информации мало или термин слабый — прямо укажи на это. 
   - Если похожий термин уже есть в списке страниц, укажи его название.

4. Оцени уверенность (confidence) в необходимости создания ОТДЕЛЬНОЙ страницы для данного термина. 
Используй шкалу от 0.0 до 1.0 (где 0.0 — точно не нужна страница, 1.0 — абсолютно необходима):
- 0.0–0.3 (Низкая): В документе этот термин упоминается вскользь (1-2 предложения), информации критически мало, термин слишком мелкий/атомарный. Уже есть страница с похожим термином. Создание отдельной страницы бессмысленно.
- 0.4–0.6 (Средняя): Термин имеет значение, но информации в документе мало для полноценной статьи (например, простое определение без раскрытия функций). Возможно, его стоит объединить с родительским понятием.
- 0.7–1.0 (Высокая): Термин подробно описан, имеет уникальные функции/свойства, часто встречается и критически важен для понимания документа. Выделение в отдельную wiki-страницу полностью обосновано.

Формат ответа JSON:
{
  "confidence_reasoning": "Краткое критическое объяснение оценки",
  "confidence": 0.0, // число от 0.0 до 1.0 на основе критериев из п.4
}
"""

Шаг 3. Экстракция элементов wiki

На входе - source.jsonl с фильтрованными списками ключевых терминов и исходные тексты. На выходе - структура wiki.jsonl, где каждый элемент описан в JSON (поля перечислены на схеме пайплайна). Здесь также используется список уникальных терминов и контекстная сборка из исходных текстов по термину.

По одному вызову LLM на термин для GPT-модели, и по два для Gemma. Агент пишет саммари на термин, определяет перечень свойств или функций, определяет тип элемента (концепт или сущность), выбирает одну тематику из списка уникальных тематик. У текстового блока есть свой набор ключевых терминов. Задача LLM - оставить в этом наборе только те термины, которые так или иначе упомянуты в саммари и свойствах элемента. Это основа для wiki-ссылок. Для Gemma пришлось разбить задачу на две части, первая - саммари и перечень свойств/функций, вторая - всё остальное и структурированный вывод.

промпт экстрактора wiki-элементов
EXTRACT_SYSTEM_PROMPT = """
Ты — агент в системе построения персональной wiki. 
Твоя задача: прочитать текст исходного документа и составить описание одного элемента, \
название которого тебе будет задано. Элемент может быть либо ключевым концептом, либо важной сущностью.

На вход ты получишь:
- Название элемента
- Текст исходного документа
- Список тематик для классификации элемента
- Список концептов и сущностей в wiki

ИНСТРУКЦИЯ:
1. Составь summary для исходного документа. Объём 1-2 абзаца: 
- Summary должно описывать суть элемента, роль или назначение в контексте исходного документа.   
- При подготовке summary указывай ссылки на конкретные статьи и пункты документа в круглых скобках. Примеры ссылок: (Ст. 1.3), (Ст. 1.2.2)
- Пропускай техническую воду (шаблонные формулировки).
- Используй в summary имена концептов и сущностей из предоставленного списка. Это важно для создания связей.

2. Определи из текста исходного документа перечень функций и свойств (properties) для заданного элемента:
- Каждая функция или свойство должны быть описаны одной ёмкой фразой.
- Используй в формулировках имена концептов и сущностей из предоставленного списка. Это важно для создания связей. 

3. Выбери из предоставленного списка одну тематику (topics), которая больше подходит для данного элемента.
ВАЖНО: Если описываемый элемент это компания или организация - ВСЕГДА указывай "организации" в topics

4. Определи тип элемента (type) - concept или entity

5. Из предоставленного списка концептов и сущностей ВЫБЕРИ связанные с элементом сущности и концепции (links)
ВАЖНО: Выбирай только те имена и названия, которые ты упомянул в properties или summary.

Формат ответа (JSON):
"name": "Название элемента", // Название будет задано на входе, не изменяй его
"summary": "один или два абзаца, отражающие суть элемента в исходном документе", 
"properties": ["Функция", "Свойство"], // список функций и свойств элемента
"topics": "технологии", // одна тематика из предоставленного списка тематик
"type": "concept", // тип элемента: "concept" или "entity"
"confidence": 1.0, // всегда 1.0
"links": имена концептов и сущностей из исходного документа, с которыми данный элемент явно связан по смыслу
"source": [], // не заполняй — это поле будет заполнено автоматически
"id": "" // не заполняй — будет создан автоматически
"""

Шаг 4. Расстановка wiki-ссылок

На входе - wiki.jsonl, на выходе - та же структура элементов wiki, но с расставленными в саммари и свойствах ссылками. Набор связанных с элементом ключевых терминов здесь снова фильтруется. Термины, на которые нет ссылок в тексте, удаляются. По два вызова LLM на термин. Первый вызов обрабатывает саммари, второй - свойства и функции.

промпт для расстановки ссылок
LINKER_SYSTEM_PROMPT = """
Ты — wiki агент для разметки текста внутренними wiki-ссылками. 
Твоя задача — найти в предоставленном тексте понятия из списка и оформить их как гиперссылки, сохранив исходную структуру и смысл текста.

На вход ты получишь:
- Исходный текст
- Список понятий из текста

Правила форматирования ссылок:
1. Прямая ссылка: Если слова в тексте совпадают с понятием из списка буква в букву, просто оберни их в двойные скобки.
   - Пример из списка: Носитель, Текст: [[Носитель]] - это биологический актив...
   - Пример из списка: Метаболический дебит, Текст: [[Метаболический дебит]] или задолженность...

2. Ссылка с альтернативным текстом: Если слова в тексте стоят в другом падеже или числе, внутри ссылки сначала укажи точное название из списка, затем поставь вертикальную черту (|), а после неё — слова из текста.
   - Пример из списка: Директива лояльности, Текст: Сбой директив лояльности... -> Сбой [[Директива лояльности|директив лояльности]]...
   - Пример из списка: Био-взлом, Текст: Попытка био-взлома... -> Попытка [[Био-взлом|био-взлома]]...
   - Пример из списка: Корпоративный совет, Текст: ...которая является исключительной собственностью [[Корпоративный Совет|Корпоративного Совета]]

Важные инструкции:
- Не изменяй, не сокращай и не перефразируй исходный текст. Меняются только целевые слова на конструкции со ссылками.
- Не изменяй регистр первых букв. Текст ссылки должен соответствовать тексту в списке понятий, а альтернативный текст - исходному тексту.
- Если понятие из списка отсутствует в тексте, просто игнорируй его.
- Возвращай только готовый обработанный текст. Никаких вступлений, комментариев и объяснений.
"""

Шаги 5 и 6. Создание страниц и проверка ссылок.

Создание страниц это просто форматирование JSON-объекта в формате маркдаун и сохранение файла в соответствующую папку.

Добавляется три специальных файла:
- Source Notes.md, маркдаун-версия файла аннотаций source.jsonl
- Index.md - перечень всех страниц wiki в виде тематических блоков
- Log.md - журнал, в который записывается факт создания или обновления каждой страницы wiki (кроме самого журнала, конечно).

После создания страниц включается линтер, который ищет ссылки на несуществующие страницы и так называемые теневые страницы, на которые ссылок нет.

Пайплайн собран как MVP или прототип. В нём отсутствует какая-либо подготовка исходных документов. Все документы должны быть в формате маркдаун или txt но с расширением md. Желательно, чтобы размер каждого текста бы не более 3-4 килобайт. Большие тексты лучше заранее порезать на статьи или главы.

Параметры пайплайна (в config.py)

AUTO_MODE - если «Ложь», пайплайн будет останавливаться и ждать подтверждения от пользователя. Эта опция есть во всех циклах, где работают LLM-агенты. Можно отказаться, тогда результат итерации не сохранится, а пайплайн перейдёт к следующем шагу. Помогает при определении порога фильтрации и когда нужно просто попробовать.

INITIAL_TOPICS_LIST - Начальный список тематик. Двух достаточно. Создаёт ориентир при холодном старте, когда ни одна из тематик ещё не определена.

OLLAMA - если «Истина», все агенты будут работать на Ollama моделях (в .env должны быть указаны модель и URL).

DEBUG - если «Истина», включает все диагностические принты. Позволяет оценить результат работы агентов на каждой итерации.

CONFIDENCE_THRESHOLD - Порог уверенности, выше которого ключевой термин считается значимым. Рекомендую 0.5 - 0.7

FAST_EXTRACTION - если «Ложь», экстракция будет двухэтапная, сначала блоки текста, потом структурированный вывод. Если Истина - всё за один запрос к LLM. Двухэтапная рекомендуется для Ollama-моделей.

ASSEMBLER_STEPS - Список всех шагов пайплайна, можно закомментировать тот или иной, или наоборот оставить только один. Шаги независимые, между собой обмениваются данными только через файловую систему.

Известные ограничения

Первое ограничение касается общего размера исходных документов. Он не должен превышать 2/3 контекстного окна используемой модели (лучше 1/2). Это ограничение связано с тем, что при определении ключевых терминов на шаге аннотации могут появится сущности или концепты, которые касаются всех исходных документов. В этом случае у фильтра и экстрактора может быть несколько тяжелых в плане контекста запросов. Качество ответа LLM будет хуже, а сам ответ может занять приличное время. В моём бенчмарке таких терминов было два и на Gemma они обрабатывались по сорок минут.

Второе ограничение связано с фильтрацией терминов. Вероятна ситуация, когда какой-либо исходный документ окажется без ссылок на него и просто выпадет из контекста wiki. На данный момент все исходные документы остаются в Source Notes.md, хотя могут и не иметь связанных с ними концептов и сущностей.

Проблему можно решить, если не отбрасывать термины, признанные неважными, а отдельно обрабатывать и добавлять эту информацию в «родительские» страницы. Это усложняет пайплайн. Один из вариантов решения - использовать семантическую кластеризацию и объединять близкие по смыслу, но разные по значимости термины в общую структуру.

Сравнение с Клодом

В предыдущей статье я рассказывал, как можно сравнить качество ответов по LLM-wiki с RAG агентом. Сравнение выполнялось не напрямую, а через эталонные ответы. Wiki в этих экспериментах была собрана при помощи Claude Code (Sonnet 5) на основе синтетического набора текстов «Директива 401». Собственно ответы по wiki генерировал агент на базе langchain.agents. При этом использовался бенчмарк на 40 вопросов и три «прогона» теста.

Ничто мне не помешало использовать эту же методику, тем более оценки ответов по Claude-wiki у меня уже были. Я снова достал «Директиву 401» и построил две википедии, одну со сборщиком на gpt-5-mini, другую - с gemma4:26b. В итоге, у меня одни и те же исходные документы, тот же бенчмарк с вопросами и эталонными ответами, тот же Wiki-агент с тем же промптом. Кажется, здесь меня сложно упрекнуть в сравнении «теплого с мягким». Вот так выглядит архитектура тестов:

LLM-wiki test architecture
LLM-wiki test architecture

Мой Wiki-агент умеет работать не только со страницами wiki, но и «подсматривать» в исходные файлы в сложных ситуациях. Для чистоты эксперимента эту опцию я отключил (конфигурация "no_raw"). Результаты оценки в таблице:

Claude Wiki

GPT-mini Wiki

Gemma Wiki

Precision

0.718

0.769

0.733

Recall

0.727

0.727

0.690

Кол-во wiki-страниц

29

50

36

Метрики для GPT выглядят заманчиво, а вот Gemma «просела» по полноте. Насколько эти результаты значимы? По традиции воспользовался парным непараметрическим критерием Уилкоксона.

Claude против GPT-mini

metric

N

median Claude

median GPT

mean_diff (GPT-Claude)

лучше/хуже/равно

Wilcoxon p

Precision

120

0.718

0.769

+0.025

67/48/5

0.1546

Recall

120

0.727

0.727

+0.009

58/50/12

0.5938

Судя по p-value нельзя утверждать, что GPT-wiki лучше, чем wiki от Claude Sonnet. Уверенно можно сказать лишь, что статистически значимой разницы нет. Некоторый прирост по качеству можно объяснить бóльшим количеством страниц в GPT-wiki (или недостаточным умением GPT-mini выделять главное). Вырисовывается гипотеза о влиянии атомарности wiki на качество ответов, пока не проверена.

На всякий случай, mean_diff в таблице - это среднее по 120 попарным разностям, а не разность приведённых в таблице медиан.

Claude против Gemma

metric

N

median Claude

median Gemma

mean_diff (Gemma-Claude)

лучше/хуже/равно

Wilcoxon p

Precision

120

0.718

0.733

+0.001

59/60/1

0.8114

Recall

120

0.727

0.690

-0.034

50/55/15

0.1436

По точности оценки варианты сопоставимы. По полноте есть «падение», но количества кейсов недостаточно, чтобы утверждать, что оно значимо.

Gemma против GPT

metric

N

median GPT

median Gemma

mean_diff (Gemma-GPT)

лучше/хуже/равно

Wilcoxon p

Precision

120

0.769

0.733

-0.024

55/60/5

0.2613

Recall

120

0.727

0.690

-0.043

40/61/19

0.03268

А здесь видно, что Gemma несколько хуже GPT по полноте. Однако поправка на множественные сравнения не применялась. 120 это три попарных теста по 40 вопросов, поэтому p=0.033 на грани значимости.

Реальные документы

«Директива 401» - один из моих любимых инструментов. Тем не менее очень хотелось попробовать реальные тексты. У меня было несколько нормативно-правовых документов, посвященных развитию и регулированию искусственного интеллекта. Почему бы не собрать из них wiki? Я подготовил тексты, сохранил файлы с расширением md, запустил пайплайн. Сборщик отработал штатно:

AI regulation wiki
AI regulation wiki

Дисклеймер: Никаких количественных оценок здесь я не делал, результат теста - просто иллюстрация устойчивости пайплайна на новом домене.

В качестве эксперимента, после сборки wiki добавил ещё один документ и перезапустил пайплайн. Был несколько удивлён тем, что это сработало - появилось шесть новых страниц. В коде пока не предусмотрено каких-то специальных решений для добавления документов. source.jsonl работает как мастер-таблица и хранит состояние папки raw. К сожалению, это не помогает обновлять уже созданные элементы при появлении новой информации. Хотя обновление маркдаун-страницы wiki при изменении описания элемента уже готово, сами элементы обновляются сейчас только при сборке «с чистого листа».

Инструкция по сборке wiki

1. Подготовьте исходные документы. Все файлы должны быть с расширением .md

2. Установите Obsidian, создайте Vault с двумя папками, raw и wiki.

3. Перепишите в raw исходные файлы.

4. Клонируйте репозиторий проекта.

5. Переименуйте в проектной папке файл .env.example в .env и заполните переменные в зависимости от того, какой вариант вам доступен или больше нравится (GPT или Ollama). Кроме того укажите там абсолютный путь к Obsidian Vault.

6. Установите в проектной папке python-окружение, Python 3.11+
python -m venv .venv

7. Активируйте окружение и установите необходимые зависимости
.venv\Scripts\activate для Windows source
.venv/bin/activate для macOS/Linux
pip install -r requirements.txt

8. Отредактируйте параметры пайплайна. Добавьте пару тематик в стартовый список, рекомендую закомментировать в ASSEMBLER_STEPS все шаги пайплайна кроме первого. Для начала лучше запустить "Step 1. Source annotation" и убедиться, что всё работает. AUTO_MODE установите в True, для Ollama моделей: OLLAMA = True, FAST_EXTRACTION = False

9. Установите параметры окружения для Ollama:
OLLAMA_HOST (0.0.0.0:11434, если на другой машине) и OLLAMA_CONTEXT_LENGTH (32000 обычно хватает для общего размера исходных файлов в районе 100+ килобайт, по умолчанию там 4096 и это мало. Для большей части пайплайна мне было достаточно 8k)

10. Запуск: в проектной папке: python main.py.
Если аннотация корректно отработает, в Vault должен появится файл source.jsonl

На следующем шаге (фильтрация терминов) создаётся бэкап файла source.jsonl. При запуске этого шага повторно с тем же файлом, LLM-судья снова «попробует» оценить оставшиеся после фильтрации термины. Чтобы избежать повторной фильтрации, должен полностью отработать следующий шаг - экстракция.

После шага "Step 3. Wiki elements extraction" появится файл wiki.jsonl и его можно будет посмотреть в удобном варианте. Я сделал вьювер для браузера (файл wiki_viewer.html), работает без Obsidian. Не устраивает качество расстановки ссылок? Линкер можно перезапустить, он сохраняет файл wiki.jsonl до линковки под именем wiki_backup.jsonl.

Чтобы начать сборку заново, нужно удалить файлы source.jsonl, wiki.jsonl и всё из папки /wiki.

Резюме

  1. Для построения персональной wiki совсем необязательно использовать инструменты с «сильной» моделью. По качеству неожиданно получается приемлемый результат. При этом есть способы его улучшить.

  2. Процесс сборки персональной wiki вполне можно алгоритмизировать с учётом возможностей моделей. Для «слабых» - режем задачи на более простые составляющие и стараемся не отправлять сразу все страницы wiki или исходные документы в контекст промпта.

  3. В ближайшее время планирую доделать обновление страниц. Есть идея инициировать обновление элемента при изменении набора исходных документов, связанных с соответствующим ключевым термином. Если получится быстро - сделаю апдейт в статье.

  4. В перспективе думаю заняться синонимией и дедупликацией ключевых терминов и отказаться от шага фильтрации в пайплайне. Также нужно решить вопрос с предобработкой исходных документов, но тут хотя бы понятно, как это сделать.

Ссылки

Источник

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    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

    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

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

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  • 02.07.26 01:31 Robin Hale

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 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

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.07.26 18:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

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