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Н Новости

Как я выстроил систему для работы с контентом

Всем привет! Меня зовут Миша Шумовский. Я главред медиа про нейросети и маркетолог клуба по нейросетям. 90% моей работы связаны с контентом: я пишу много текстов, постов, рекламных объявлений. И еще столько же редактирую.

Я работаю с нейронками с самого выхода ChatGPT в открытый доступ — и прошел путь от работы в обычном чате, когда ты закидываешь огромный промпт в чат и надеешься получить хорошую статью с первого запроса до полноценной системы в Claude Code, где по одной команде запускается цепочка агентов и статья пишется в фоновом режиме.

В этой статье решил собрать все, что я знаю про работу с текстами в нейронках и поделиться своими подходами (ссылка на GitHub в конце). Но сначала немного истории.

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Раньше статья занимала у меня 5–8 часов, теперь — около часа

Когда я писал все руками, на статью-подборку уходило часов пять, а на сложную тему с экспертами — восемь и больше. Туда входило все: разобраться в теме, собрать фактуру, выстроить структуру, написать, отредактировать, проверить факты.

Сейчас на статью у меня уходит около часа, редко доходит до двух. И это только мое время — то, что я трачу сам. Нейросеть при этом работает в фоне, и эти часы я в расчет не беру: пока она собирает фактуру или пишет черновик, я занимаюсь другими делами.

За счет этого получается выпускать 15–18 статей в месяц, при том что у меня есть еще одна фултайм офлайн работа и много управленческих задач. Раньше, когда я писал все сам, столько же статей мог написать только выкладываясь на максимум.

С самого начала я разбил работу на этапы как в обычной редакции

После знакомства с нейронками я очень быстро понял, что работу нужно дробить на этапы. А значит — для каждого этапа нужен свой идеальный промпт.

Поэтому я развел все по этапам — тем же, через которые статья проходит в любой редакции. Сначала стал придумывать тему и собирать под нее фактуру. Потом на основе фактуры строить план, проверять и одобрять его. А дальше — писать по нему черновик, редактировать и в конце проверять факты. На ранних моделях я делал это все в разных чатах, потому что контекстного окна там не хватало на всю статью. Но со временем нейронки поумнели и писать всю статью я стал в одном месте.

Вот примеры моих промптов — и подобных у меня было под 100 штук
Вот примеры моих промптов — и подобных у меня было под 100 штук

Самым важным оказался не текст, а план

План — основа всего, на чем работает нейросеть. Какой план вы ей дадите, такой текст она и напишет. Если в план попадет недостоверный факт или неправильно сформулированная мысль — нейронка с радостью раскроет ее в статье. В итоге текст будет выглядеть вылизанным и отшлифованным, но как только начнешь его читать — поймешь, что внутри полный бред.

Поэтому самое важное при работе с текстом — сначала собрать хороший план. И полностью доверять в этом вопросе нельзя. Сколько я ни пытался объяснить, как правильно собирать информацию, искать ее и понимать, как нужно выстроить повествование для конкретной ЦА — полностью автоматизировать этот процесс не получилось. Часто нейронка находила очень крутую и полезную информацию, но в контексте конкретной статьи она не имела смысла.

Поэтому даже сейчас планы я собираю вместе с нейронкой. Так работа идет быстрее, чем перекладывать все на нее, а потом еще вносить кучу правок.

Что касается самого плана — то списка пяти пунктов, где у каждого по три подпункта, нейросети не хватит. По нему она напишет много отсебятины, потому что вы не объяснили, о чем и зачем каждый раздел. Хороший план должен описывать по каждому разделу три вещи:

  1. О чем здесь рассказываем.

  2. Какой путь читатель проходит от одного понимания к другому.

  3. Что в разделе обязательно нужно упомянуть.

Например: «Раздел первый. Объясняем, зачем дробить работу на этапы. Читатель приходит с привычкой решать все одним промптом и уходит с пониманием, почему так не выходит. Обязательно упомянуть, что к середине текста модель растеряет часть требований». И так по каждому разделу. Только по такому плану получится с первого раза собрать вменяемый черновик, который останется отредактировать.

Вот пример рабочего плана для статьи с мини-обзорами
Вот пример рабочего плана для статьи с мини-обзорами

Что касается фактуры, то здесь все зависит от типа статьи. Если это какая-то подборка с мини-обзорами — цифры, описания сервисов, тарифы, состояние интерфейсов нейросеть может собрать сама. Главное — напоминать ей, какой год на дворе и что нужно обязательно проверять информацию в интернете. Иначе она может положиться только на свои устаревшие знания. Либо пойти в интернет с неправильным запросом и наткнуться на неактуальную статью.

А это кусок промпта для сбора информации
А это кусок промпта для сбора информации

Для сбора информации обычно с головой хватает обычного поиска. Свежие модели проверяют сразу несколько сайтов и сверяют найденное с чужими статьями. Если какой-то сайт не отдаст часть контента, модель сама перейдет на другой и соберет данные там. Подключать дополнительные API-парсеры не нужно: они только съедают контекстное окно и тратят лимиты.

Для новой сложной темы, в которой вы пока не разбираетесь, стоит включать режим Deep Research: с ним нейросеть проверит большую массу ссылок за раз и глубже разберется в задаче.

После сбора фактов можно для уверенности прогнать промпт, по которому нейронка разобьет текст на маленькие куски, выпишет из каждого все проверяемые утверждения в сводную таблицу и перепроверит каждое через поиск:

Я хочу, чтобы ты полностью проверил факты в этом плане. Не оставляй без внимания ни одной детали. Сначала внимательно прочитай текст и выдели из него каждое отдельное утверждение — в итоге у тебя должен получиться список фактов. Затем для каждого факта проведи тщательное исследование и определи, истинный он, ложный или неясный. Постарайся найти как минимум три независимых, качественных и надежных источника на каждый факт. Когда закончишь, составь таблицу, где для каждого утверждения будут указаны результаты проверки и ссылки на источники.

На выходе получится таблица фактов со ссылками: где данные подтвердились, где нет и где осталось неясно и нужно доработать.

Скажу честно — таких проверок я не делаю со времен GPT-4o, потому что модели реже галлюцинируют на моих задачах.

Даже по хорошему плану текст звучал иишно

Само собой одного только плана не хватало, чтобы написать хороший текст. Поэтому очень долго я пытался объяснить нейросети , как правильно формулировать мысли, как раскрывать и подавать их. Пересказывал кучу правил из «Пиши, сокращай», показывал еще больше примеров — что-то срабатывало, а что-то — нет.

Так у меня появился большой промпт для генерации текстов. Внутри были правила по типу:

  1. Абзацы короткие, 2–4 предложения. Один абзац — одна мысль. Если в абзаце две мысли, даже связанные, разбивайте на два абзаца. Внутри абзаца сохраняется плавность, есть связки и переходы. Исключение: объяснение новой концепции или описание процесса может занимать 4–6 предложений в одном абзаце. Дробить такой абзац на 3-4 кусочка по 1-2 предложения не нужно — текст станет рваным. Ориентир: абзац должен читаться как связный блок, а не как список тезисов.

  2. Предложения должны быть полными, с подлежащим и сказуемым. Не пропускаем важную информацию. Если для понимания нужен контекст, даем его.

  3. Каждое предложение должно двигать мысль вперед. Если предложение можно убрать и смысл абзаца не изменится, его нужно убрать. Это касается пояснений, которые очевидны из контекста, и деталей, которые не влияют на понимание.

  4. Каждый блок текста имеет одну задачу: объяснить, показать на примере, дать инструкцию к действию, предупредить.

Таких пунктов было много, и в рамках одного чата нейросеть их хорошо улавливала.

Но проблемы по стилистике все равно были и со временем я понял проблему — большинство нейронных текстов звучали вроде бы правильно, но написаны так, как человек на русском никогда не скажет. Просто потому что выразится иначе. Думаю, что причина этому — в обучающей базе.

Большинство моделей учатся в основном на англоязычных текстах. И когда нейросеть пишет, она как бы формулирует мысль на английском, а потом переводит на русский. В итоге где-то перевод выходит неточным, где-то теряется контекст. К тому же строй предложения в английском другой, поэтому модель путается и собирает русскую фразу не так, как собрал бы ее человек. Отсюда и берутся неестественные конструкции.

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Главный маркер такого текста (для меня) — глаголы состояния в настоящем времени. Модель любит писать «нейросеть генерирует сайт», «сервис создает презентацию», хотя по-русски в этом контексте скажут иначе: «нейросеть поможет сгенерировать сайт», «можно создать презентацию». Разница в том, что в момент чтения у человека ничего не генерируется. Статья просто описывает, на что сервис способен. Настоящее время тут создает диссонанс, и текст сразу читается как машинный.

Есть и другие частые маркеры: канцелярит вроде «данного инструмента», пассивные конструкции, пустые усиления, обороты «стоит отметить», драматичные выводы на ровном месте, рубленые однообразные фразы.

Из-за такого обилия маркеров у меня со временем к промпту для генерации текста у меня добавился еще один — для редактуры. В него попали так называемые антипаттерны — список сигналов, которые усиливают иишность текста.

В разделе с антипаттернами я прямо указал: это не запрещенные слова, но нужно учитывать контекст, в котором они используются. И самый простой способ проверить — спросить, а в русском языке так вообще говорят? Если нет, предложение нужно переформулировать.

Подтверждение тому, что с глаголами нейронке справляться сложно
Подтверждение тому, что с глаголами нейронке справляться сложно

Такой прием на удивление работал хорошо.

Со временем промпты надоели и я собрал обвязку

Дело было не только в промптах — прокачались и сами нейросети. Контекстное окно стало больше и модели научились хорошо улавливать задачи по одному большому промпту.

А так как мне уже надоело просто копировать по несколько промптов туда-сюда и я решил чуть упростить себе жизнь. И собрал все свои промпты (кроме промпта для плана) в один большой документ. Назовем его обвязкой, в редакциях такие штуки называются редполитикой.

По сути я собрал сборник правил, который получает новый автор в редакции: как формулировать мысли, для кого пишем, что можно и чего нельзя, как искать и проверять информацию. Туда же добавил короткие примеры хороших опубликованных текстов разных форматов: постов, подборок, гайдов, кейсов. По ним модель должна была улавливать ритм и понимать, как должен звучать готовый материал. И также прописал все антипаттерны.

Само собой, собрал я ее не с первого раза и поначалу результаты были не очень. Нейронка не учитывала много правил и теряла инструкции. Поэтому я дорабатывал обвязку по ходу работы.

Писал текст вместе с нейросетью и ловил места, где она ошиблась или неправильно раскрыла мысль. Когда находил такое место, переписывал его сам, показывал модели свой вариант и спрашивал, чем он отличается от ее текста:

Почему в прошлый раз ты не справилась и не написала так, как мне нравится, а у меня получилось? Что в моем тексте отличается от твоего?

Нейросеть разбирала разницу: где я построил предложения иначе, где по-другому раскрыл мысль, за счет чего вышло лучше. Дальше я просил оформить эту разницу в правило, чтобы в следующий раз с похожей задачей она ошибку не повторила. В таком режиме я работал примерно месяц. За это время редполитика доросла до полноценного файла страниц на десять. Причем редполитик стало несколько — по каждому направлению моей работы.

Обвязка круто работала, но хотелось больше автоматизации

После настройки обвязки за раз я все равно писал по одной статье. Делать больше было не очень удобно: приходилось прыгать между чатами, забирать отдельные блоки готовых текстов (потому что писал я не все текст сразу, а по 1-2 блокам), уносить их в гугл док.

Тогда я решил дойти до максимальной автоматизации, чтобы весь текст поблочно писала нейросеть и сохраняла в отдельный файлик. А мне оставалось только отредачить его или сразу забрать в доки.

Главным инструментом выбрал Claude Code — агент от Anthropic, который живет внутри папки и подхватывает все, что вы в нее положите. По умолчанию он работает в терминале и отдельном приложении. Как любой нормальный НЕайтишник, когда я впервые столкнулся с терминалом, понял, что мне такое счастье не надо.

Поэтому быстренько ушел на Cursor — это оболочка с обычным графическим интерфейсом, куда Claude Code можно было подключить расширением. В левой части экрана там можно отслеживать все файлы проекта, а в центральной общаться с ботом внутри обычного чата. В общем, выбрал Cursor, потому что он оказался Гугл Документами для работы с файлами.

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За Cursor я вообще не платил — как оболочку его можно использовать бесплатно. А Claude купил по подписке за $100 — там на 5-часовом лимите получается написать до 3 статей. Мне этого более чем достаточно.

Если сильно раскошеливаться не хочется, можно взять Codex от OpenAI. Там хватит 20 долларовой подписки на 1-2 статьи.

Когда я настроил рабочее место, дальше стал настраивать внутри папки саму редакцию.

Я создал папку на рабочем столе и положил туда все редполитки, что у меня были. Открыл Claude Code и описал словами, чего хочу. Запрос звучал примерно так:

Я хочу внутри этой папки выстроить систему для генерации контента — полноценную ИИ-редакцию: сначала я делаю план, потом этот план проверяется, потом по плану пишется статья, она проверяется, и финальную версию я смотрю сам. Давай продумаем, как это устроить и как декомпозировать работу на агентов, чтобы каждый отвечал за свой кусок. Расскажи, как это сделать и какая информация тебе нужна от меня.

Программировать ничего не пришлось. Claude сам предложил, как разбить работу по ролям: сделать планировщика, рецензента, автора, фактчекера, корректора и выпускающего редактора. А дальше задал уточняющие вопросы — откуда берется план, на каком этапе я хочу лично утверждать результат, нужен ли веб-ресерч с проверкой по источникам, сколько статей я планирую писать в потоке. Я ответил, и Claude продолжил собирать систему уже под мой процесс.

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Главное, что он сделал, — разобрал мою редполитику на скиллы. Скилл — это подробный промпт-инструкция для одного агента: что он делает, откуда берет информацию, на что обращает внимание. Большой документ Claude переработал и разложил на отдельные скиллы под каждую роль.

В готовой системе у каждого этапа появился свой агент. Один стал собирать фактуру, другой строить план, третий его проверять, дальше писатель писать текст, а редактор и фактчекер его вычивать. Писатель работает по два блока за раз: берет план, перечитывает уже написанное и дописывает следующие два блока — и так до конца статьи, без моего участия.

Я развел агентов по ролям не ради красоты. Когда роль одна, ее можно объяснить подробнее, чем в общем промпте, и у агента появляется поле для маневра — он отвечает за свой кусок и может что-то искать и проверять, не отвлекаясь на остальное. А еще так видно, где чинить, когда результат вышел хуже. Слабый план — нужно править планировщика. Текст кринжовый — дело в писателе или редполитике. Много дублей — стоит усилить проверку. В одном большом промпте учесть все детали просто невозможно. И контролировать каждый шаг сложнее.

Помогает и то, что после каждого запуска остается вся история работы. Фактура, план, черновик, замечания редактора и финальная версия лежат отдельными файлами. Поэтому я всегда могу посмотреть промежуточные итоги работы и понять, где нейросеть сработала неэффективно.

И так по каждой статье собирается отдельная папка с файлами
И так по каждой статье собирается отдельная папка с файлами

Все файлы этой системы — обычные Markdown-файлы, так что прочитать их может любая нейросеть. Поэтому в той же папке работает не только Claude, но и Codex, и Gemini и любые другие нейронки.

Дорабатываю систему я так же, как собирал редполитику. Если агент написал криво или упустил важное, спрашиваю, какой информации не хватило в его скилле, — и он дополняет инструкцию сам. Так система с каждой статьей становится точнее.

Но как бы я ни старался — добиться идеального текста только внутри Claude Code у меня не получилось. В этом инструменте нейросеть пишет суше, иногда текст получается чересчур рубленым и механическим.

Поэтому финальный этап работы над любой статьей — я даю материал веб-версии Claude и прикладываю редполитику единым файлом. Нейронка просматривает текст еще раз и находит правки по мелочи. И дорабатывает их.

А дальше я руками правлю что-то по мелочи. Как раз на эти мелкие правки и уходит от 30 минут: иногда нужно поправить глаголы, отдельные фразы. А иногда я чуть перестраиваю целые предложения — так выходит быстрее, чем просить поправить нейросеть.

Что еще я передал нейросети

Про свою систему я рассказал все, что хотел. Но осталось еще много интересного: что же нужно писать руками, как придумывать темы с нейросетями и как поисковики относятся к ИИ-текстам. Давайте по порядку.

Сложные темы по большей части пишу сам

Если точнее — сам управляю процессом и надиктовываю нейросети, что нужно писать. Чем сложнее тема, тем больше в ней точек, где без человека не обойтись. Юридическую, медицинскую, финансовую или просто незнакомую тему приходится пристально проверять на всех этапах: нейросеть не чувствует, какую информацию подать и как, и легко пропускает важное. Поэтому подобные темы от момента плана до финальной редактуры я веду вместе с нейронкой.

Плюс многое тут зависит от того, разбираетесь ли вы в теме сами. Если разбираетесь, нейросети можно доверять спокойнее — вы сами заметите ошибку и ничего важного не упустите. Если нет, фактуру и фактчекинг лучше делать руками, чтобы минимизировать риск ошибки.

Темы для статей придумываю с нейросетью

Еще в 23 году я частенько приходил к нейронке и в обычном чате просил накидать интересных тем для статей. Ни о какой проверке частотности по Wordstat речи не шло — ИИшка просто давала мне список из 100 тем, а я на глаз определял, зайдет или нет.

Сейчас такой метод я не использую, потому что придумать интересную и популярную (а это очень важно) тему сложно. Практически невозможно.

Вместо этого я отдаю нейронке API сервиса Bukvarix — бесплатный сервис, который подключается к Wordstat и собирает по любому запросу 250 первых слов из выдачи. В итоге нейронка минут 30 шерстит разные запросы по сферам, которые я ей задаю. И возвращает мне 50 потенциальных тем с информацией по частоте и потенциалу. Из них обычно 5-7 тем звучат ничего и я забираю их в работу.

a8a35ca6ee8c333df03edc0af5322b75.png

Врать не буду: параллельно я сам смотрю блоги конкурентов и думаю, о чем еще таком можно написать. Но скоро обленюсь делать и это и настрою парсер, который будет за всеми следить.

P. S. Вместо Bukvarix можно работать напрямую с Wordstat. Но я живу в Беларуси и с использованием сервисов Яндекса есть разные сложности.

А как поисковики относятся к ИИ-контенту?

Часто спрашивают: не наказывают ли поисковики за тексты, написанные нейросетью. Сам по себе факт нейросети ни на что не влияет. Поисковик наказывает массовый бесполезный контент — страницы, которые штампуют под трафик без экспертизы, проверки и пользы для читателя. Если статью нормально сделали и отредактировали, за ней стоит эксперт и она раскрывает тему, нейросетевое происхождение на ранжирование не повлияет.

Так что не бойтесь писать с нейронками. Бойтесь писать плохие тексты.

Вместо заключения: три правила, на которых держится вся работа

Не привязывайтесь к моделям. Нейросеть — это просто инструмент, такой же, как Google-таблицы или Word. Я помню, как сам когда-то писал статьи в Word, мучился с форматированием и прыгающими картинками, а потом перешел на Google Docs и сразу понял, насколько так удобнее. С нейросетями то же самое: если ради хорошего результата приходится каждый раз изворачиваться и страдать, проще уйти туда, где работать быстрее и проще. Когда вышел ChatGPT-4o, многие так к нему привыкли, что писали жалобы Сэму Альтману и не хотели уходить на другие модели, хотя рядом уже был Claude, который писал в разы сильнее. Привязанность к одному сервису обходится дороже, чем кажется.

Не экономьте на рабочем инструменте. Многие используют бесплатные модели вроде DeepSeek, Qwen, Kimi и т. д. Они хороши на простых задачах и использовать их точно можно. Но для постоянной работы в потоке куда проще работать с Claude, ChatGPT или Gemini — с ними хороший текст получится написать проще быстрее. Если статью на DeepSeek я напишу за три часа, то с Claude на ней уйдет час-полтора. А сэкономленного времени хватит на еще одну статью, которая отобьет мне стоимость подписки и позволит заработать сверху. Короче, считайте подписку не расходом, а инвестицией.

Один раз настройте процесс. Самое утомительное в работе с нейросетью — каждый раз начинать с пустого чата. Снова объяснять стиль, аудиторию, ограничения, факты, структуру. Куда приятнее один раз собрать обвязку с правилами и примерами, настроить процесс — и писать заметно быстрее. И неважно, будете вы это делать по одной статье в веб-версии или на потоке в Claude Code.

Спасибо всем, что дочитали эту статью до конца! Как и обещал — вот ссылка на GitHub-репозиторий с моей системой для генерации текстов — тык сюда. Можете использовать эту систему как шаблон и затачивать под свои проекты. Если есть предложения или вопросы по системе — пишите в комменте, буду рад пообщаться;)

Источник

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  • 06.07.26 16:20 Olga Ognjanović

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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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

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  • 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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  • 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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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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  • 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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  • 04.09.26 21:51 Kovengray

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  • 05.09.26 21:38 [email protected]

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  • 09.09.26 21:31 lisawerth897

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  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

    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

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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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

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