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Н Новости

Вайбкодинг для самых маленьких. Часть 1

Привет, Хабр!

В повседневной жизни я постоянно пользуюсь ИИ: от простых вопросов до разработки. Поэтому вайбкодинг для меня стал чем-то обыденным, и в силу своей сферы деятельности я думал, что вайбкодит уже каждый. Но оказалось, что это далеко не так.

Поэтому я решил написать несколько статей, в которых расскажу, что такое вайбкодинг, как начать им заниматься и какие практики использую я сам.

Вайбкодинг

Вайбкодинг— использование искусственного интеллекта, управляемого инструкциями на естественном языке, для помощи в написании программного кода (Collins Dictionary)

Вайбкодинг - это новый вид программирования, когда ты полностью отдаёшься потоку, принимаешь экспоненциальный прогресс технологий и забываешь о самом существовании кода (Карпати)

Таким образом, в общем случае под вайбкодингом мы понимаем разработку с использованием ИИ.

Но зачем это нужно человеку, который никак не связан с программированием или миром IT? Ведь вы можете сказать: «Я не умею программировать, это не для меня». Однако теперь вам необязательно обладать глубокими знаниями в программировании, чтобы создать что-то для себя.

Здесь сразу оговорюсь: я говорю именно о создании чего-то для личного использования, когда вы можете позволить себе не разбираться в коде, архитектуре и так далее. Иначе меня сейчас забьют программисты.

Кому нужен

С развитием MCP и появлением всё новых интеграций разбираться в ИИ становится полезно людям совершенно разных профессий, а не только разработчикам. Вот несколько инструментов, с которыми уже умеют работать агенты:

1С:Бухгалтерия

Битрикс24

amoCRM

Wildberries

Ozon

МойСклад

Google Таблицы

Google Документы

Gmail

Google Календарь

Notion

Canva

HubSpot

Salesforce

Asana

Slack

Shopify

Stripe

iiko

GitHub

И это далеко не полный список. Более того, существуют платформы-посредники, например Zapier MCP, через которые ИИ-агенты могут взаимодействовать с тысячами различных приложений.

Поэтому в наше время минимальные знания агентной грамотности становятся нужны всем.

Основы

Думаю, в предыдущих двух разделах я уже упомянул несколько терминов, которые могут быть не всем понятны. Поэтому давайте кратко разберёмся, что такое ИИ, ИИ-агенты, Harness, MCP и токены.

AI

Искусственный интеллект - довольно широкое понятие, которое объединяет множество направлений: от классических скоринговых моделей, используемых уже много лет, до больших языковых моделей (LLM), получивших широкое распространение всего несколько лет назад.

Но в этой статье мы будем говорить лишь об одной части этой большой области - генеративном ИИ и, в частности, LLM, поскольку именно с ними нам предстоит работать.

f9f531615f814cb87025806e11b96c32.png

Генеративный ИИ (Generative AI, GenAI) - направление искусственного интеллекта, объединяющее модели, способные создавать контент на основе информации, изученнойв процессе обучения. Это может быть текст, изображения, видео, аудио.

LLM (Large Language Model, большая языковая модель) — тип моделей генеративного искусственного интеллекта, обученных на больших объёмах текстовых данных для понимания и генерации естественного языка. Такие модели способны отвечать на вопросы, анализировать информацию, писать тексты. Примеры: GPT, Claude, Gemini и Qwen.

Контекст

Контекст языковой модели — один из главных ресурсов на сегодняшний день, которого постоянно не хватает. Он представляет собой максимальное количество токенов (один токен — это примерно 3–4 символа текста), которые модель может обработать за один раз.

Думаю, вы уже не раз слышали новости о том, что очередная модель получила контекстное окно в миллион токенов. Но на самом деле даже такого объёма периодически оказывается недостаточно.

Поэтому одной из основных и в то же время самых сложных задач для человека, работающего с ИИ на любом уровне, становится управление контекстом. Ведь от того, какую информацию мы передадим модели, напрямую зависит качество её ответа. Если на вход подать плохо подготовленный или нерелевантный контекст, то и результат, скорее всего, будет соответствующим.

0062550238e2703f9f4cf4f6f3da5f27.png

Типы сообщений

В прошлом разделе мы разобрались, что такое контекст и почему им так важно управлять. Но здесь возникает вопрос: а из чего вообще состоит этот контекст? Ведь когда мы общаемся с ChatGPT, то видим только свои сообщения и ответы модели. На самом деле всё немного сложнее.

Для начала стоит понимать, что контекст состоит не только из нашего диалога. В него также могут входить системные инструкции, результаты работы инструментов и другая служебная информация. При этом сообщения имеют разные роли, от которых зависит, как модель будет их воспринимать.

Давайте разберём основные типы сообщений:

System message — системный промпт, или начальная инструкция. Когда вы только открываете ChatGPT или DeepSeek, модель уже получает определённые инструкции, даже если вы ещё ничего не написали. В них может быть указано, как модель должна себя вести, в каком стиле отвечать, какие ограничения соблюдать и как работать с доступными инструментами.

Причём такие инструкции иногда бывают довольно объёмными и занимают десятки тысяч токенов контекстного окна. Их размер зависит от конкретного приложения и может сильно различаться.

Human message (User message) — сообщения пользователя. Это всё, что мы отправляем модели: вопросы, инструкции, фрагменты кода, документы и так далее. Именно с этим типом сообщений мы чаще всего взаимодействуем.

AI message (Assistant message) — ответы самой модели. Например, когда вы просите ChatGPT написать функцию на Python, сгенерированный код будет частью сообщения ассистента. Эти сообщения также сохраняются в истории диалога и занимают место в контексте.

Tool message — результаты вызова инструментов. Например, вы попросили ИИ-агента прочитать файл из вашего проекта. Модель вызывает соответствующий инструмент, а тот возвращает содержимое файла. Этот результат и будет передан модели в виде Tool message.

Таким образом, даже если вы отправили всего одно короткое сообщение, в контексте может появиться гораздо больше информации, чем вы видите в интерфейсе.

Но зачем вообще разделять сообщения на разные типы?

Дело в том, что для модели не все инструкции имеют одинаковый приоритет. Например, системные инструкции обладают более высоким приоритетом, чем обычные сообщения пользователя. А содержимое файла или результат поиска, полученные через инструмент, вообще не должны восприниматься как новые инструкции, которым необходимо следовать.

Для нас сейчас главное понять две вещи: контекст состоит из разных типов сообщений, а управлять им — значит не просто сокращать количество текста, но и правильно организовывать информацию, которую получает модель.

Инструменты и ИИ-агенты

Что же такое ИИ-агент и чем он отличается от обычной LLM?

Как я уже говорил выше, LLM способна генерировать последовательности токенов, но откуда она берёт информацию для ответов на наши вопросы?

В первую очередь из данных, на которых она была обучена. То есть если во время обучения модель получила достаточно информации по интересующей вас теме, то, скорее всего, сможет ответить на вопрос. Но если нужной информации в обучающих данных не было, модель может не знать правильного ответа.

Правда, это не означает, что она обязательно промолчит. Скорее всего, модель всё равно попытается что-то ответить, и здесь мы сталкиваемся с так называемыми галлюцинациями — ситуациями, когда ИИ генерирует недостоверную или вовсе выдуманную информацию.

Например, модель, обученная на данных до 2025 года, сама по себе не знает, какая сегодня погода или с каким счётом закончился вчерашний футбольный матч. У неё просто нет доступа к этой информации.

В 2022–2023 годах нас это в целом устраивало. Уже сама возможность общаться с языковой моделью и получать осмысленные ответы казалась чем-то невероятным. Но довольно быстро стало понятно, что одних знаний, полученных во время обучения, недостаточно.

Нам хотелось, чтобы модель могла получать актуальную информацию, работать с файлами, выполнять код и вообще как-то взаимодействовать с внешним миром.

Для решения этой задачи появились инструменты, или tools — механизм, позволяющий языковой модели обращаться к внешним системам и получать результаты их работы.

Tools

Tools (инструменты) — это внешние функции, которые ИИ-модель может вызывать для получения информации или выполнения определённых действий. Например, искать информацию в интернете, читать и изменять файлы, выполнять программный код, обращаться к базам данных или взаимодействовать с другими приложениями.

Наверное, одним из первых и самых важных инструментов стал поиск в интернете. Но как это вообще работает?

Мы уже говорили, что для ответа на наши запросы модель использует знания, полученные во время обучения, а также всю информацию из доступного ей контекста: наши сообщения, предыдущие ответы и системные инструкции.

Поэтому, если мы каким-то образом добавим в контекст актуальную информацию, необходимую для ответа на вопрос, модель сможет её использовать.

Именно на этом принципе и строится работа инструментов.

Для модели инструмент может представлять собой обычную функцию, которую она умеет «вызывать». Например:

@tool
def get_weather(city: str) -> str:
    """Получает актуальную погоду в указанном городе."""

    weather = weather_api.get(city)

    return f"Температура: {weather.temperature}°C, {weather.description}"

А для нас это бдует выглядеть так:

81d12e081f402c041400295a54c9fa55.png

Благодаря этому мы можем получать от модели актуальную информацию, отправлять запросы к сторонним сервисам, работать с файлами и выполнять множество других действий.

Но здесь возникает другая проблема. Инструментов может быть огромное количество, и для подключения каждого из них разработчикам приходится писать отдельную интеграцию. А что, если мы захотим использовать один и тот же инструмент в разных ИИ-приложениях?

MCP

Для решения этой проблемы в конце 2024 года компания Anthropic представила Model Context Protocol (MCP) — открытый протокол, который стандартизирует взаимодействие ИИ-приложений с внешними инструментами и источниками данных.

Давайте разберёмся, зачем он нужен.

Представим, что мы хотим дать нашему ИИ-агенту доступ к GitHub. Например, чтобы он мог читать код из репозиториев, создавать Issues или работать с Pull Requests.

Без MCP нам пришлось бы самостоятельно реализовывать взаимодействие с API GitHub, описывать доступные функции и объяснять модели, как ими пользоваться.

С MCP всё становится немного проще. Мы можем подключить готовый MCP-сервер GitHub, который уже предоставляет необходимые инструменты в стандартном формате. И если наше ИИ-приложение поддерживает MCP, оно сможет обнаружить эти инструменты и использовать их.

То же самое работает с MCP серверами других сервисов. Вот некоторые из них: https://glama.ai/mcp/servers?utm_source=pro-blockchain.com"9841da85d1d0deac2f0eb0d02576fc0e.png" class="img-responsive" src="https://habrastorage.org/r/w1560/extt/98/41/da/9841da85d1d0deac2f0eb0d02576fc0e.png">

В основе ReAct лежит довольно простой цикл:

После этого цикл повторяется: модель анализирует обновлённый контекст и решает, нужно ли выполнить ещё какое-то действие или уже можно сформировать итоговый ответ.

Например, если попросить агента создать сайт, он может сначала создать необходимые файлы, затем установить библиотеки, запустить приложение, обнаружить ошибку и исправить её. И всё это в рамках одной задачи, без необходимости вручную давать команду на каждом шаге.

Harness

Простая схема ReAct-агента, которую мы рассмотрели выше, долгое время оставалась основой многих агентных систем. Более того, этот принцип актуален и сегодня. Но с развитием языковых моделей и усложнением задач стало понятно, что одного цикла вызова инструментов уже недостаточно.

Возникали новые проблемы: ограниченный контекст, потеря информации между сессиями, зацикливание агента, ошибки при работе с инструментами, отсутствие полноценных механизмов планирования и проверки результатов.

Параллельно с этим развивалась и инфраструктура вокруг языковых моделей. Появлялись механизмы управления контекстом и долговременной памятью, сохранения состояния между сессиями, работы с файлами и терминалом. Добавлялись специализированные навыки (Skills), интеграции через MCP, системы тестирования и самоисправления, инструменты мониторинга и логирования, а также возможность делегировать задачи другим агентам.

Так постепенно вокруг языковой модели сформировалась целая среда, которую называют Harness.

Harness (агентная среда выполнения) — это инфраструктура, которая организует работу ИИ-агента: управляет взаимодействием с языковой моделью, её контекстом и состоянием, предоставляет инструменты, обеспечивает их вызов и контролирует процесс выполнения задачи.

При этом важно понимать, что Harness сам по себе не является языковой моделью. Более того, одна и та же LLM может показывать совершенно разные результаты в зависимости от того, в какой агентной среде она работает.

Таким образом, сегодня архитектуру агентной системы можно представить следующим образом:

a78acbc47f430499a8d957541653638c.png

При этом далеко не каждый агент обладает всеми перечисленными возможностями. Их набор зависит от конкретных задач и реализации.

Таким образом, если LLM — это мозг агента, то Harness — это среда, которая позволяет ему взаимодействовать с окружающим миром, сохранять результаты своей работы и решать сложные задачи.

Инструменты вайбкодинга

Теперь, когда мы разобрались, как устроены ИИ-агенты, давайте посмотрим, какие инструменты позволяют использовать их для разработки.

На сегодняшний день существует множество готовых агентных сред, которые берут на себя управление контекстом, работу с инструментами и выполнение задач. Поэтому нам не нужно самостоятельно создавать всю эту инфраструктуру. Достаточно выбрать подходящее решение.

Среди наиболее известных инструментов в 2026 году можно выделить Codex, Claude Code, OpenCode и Hermes Agent.

Несмотря на схожие принципы работы, у каждого из них есть свои особенности: интерфейс, доступные модели, возможности настройки и организация работы агента.

Давайте кратко рассмотрим основные варианты, а затем перейдём непосредственно к практике.

Codex — OpenAI

Codex — ИИ-агент для программирования от создателей ChatGPT.

Его основная задача — самостоятельно выполнять задачи, связанные с разработкой. Например, вы можете попросить его создать сайт, и Codex напишет код, создаст необходимые файлы, установит библиотеки и попробует запустить получившееся приложение.

Работать с ним можно через отдельное приложение, редактор кода или терминал. Причём самостоятельно писать код необязательно: достаточно описывать свои задачи на обычном языке.

Главная особенность: полноценная агентная среда для разработки, ориентированная прежде всего на модели OpenAI.

Claude Code — Anthropic

Claude Code — прямой конкурент Codex от компании Anthropic, разработчика семейства моделей Claude.

По своим возможностям эти инструменты во многом похожи: оба умеют работать с целыми проектами, выполнять команды, изменять файлы и самостоятельно исправлять ошибки.

Claude Code также доступен через отдельное приложение, терминал, редакторы кода и браузер.

Главная особенность: тесная интеграция с семейством моделей Claude. По сути, выбирая между Codex и Claude Code, вы во многом выбираете между двумя экосистемами и подходами к организации работы ИИ-агентов.

Cursor

Cursor — это прежде всего редактор кода (среда разработки) со встроенным ИИ-агентом.

Его главное отличие от Codex и Claude Code — больший акцент на непосредственном участии разработчика. Вы видите структуру проекта, можете самостоятельно редактировать код, отслеживать изменения и одновременно взаимодействовать с агентом.

При этом Cursor поддерживает модели разных разработчиков, включая OpenAI, Anthropic и Google.

OpenCode

OpenCode — ИИ-агент для программирования с открытым исходным кодом.

Его главное преимущество — свобода выбора языковой модели. Вы можете подключать модели разных разработчиков, самостоятельно выбирать провайдера и способ оплаты или даже использовать локальные модели.

В остальном OpenCode решает те же задачи, что и рассмотренные ранее инструменты: умеет работать с проектами, писать и редактировать код, выполнять команды и исправлять ошибки.

Главная особенность: открытый исходный код и возможность самостоятельно выбирать модели и настраивать среду под свои задачи.

Hermes Agent

Hermes Agent несколько отличается от предыдущих решений. Это универсальный ИИ-агент, предназначенный не только для программирования, но и для автоматизации повседневных задач.

Например, с ним можно взаимодействовать через Telegram, поручать ему поиск информации, работу с файлами, написание кода и выполнение регулярных задач.

Одна из наиболее интересных особенностей Hermes — долговременная память. Агент может сохранять информацию о пользователе, его предпочтениях и предыдущих задачах, а также постепенно накапливать полезные способы выполнения работы.

При этом Hermes тоже позволяет использовать модели разных разработчиков.

Главная особенность: универсальность и развитые механизмы памяти, позволяющие использовать агента не только для разработки, но и в качестве личного ИИ-помощника.

Так что же выбрать?

На самом деле для начала подойдёт любой из перечисленных инструментов.

Если вы хотите просто описывать задачи и получать работающие приложения, я бы начал с Codex или Claude Code. Если вам комфортнее работать непосредственно в редакторе кода - Cursor.

OpenCode подойдёт тем, кто хочет самостоятельно выбирать модели и гибко настраивать свою среду. А Hermes Agent особенно интересен, если помимо разработки вы планируете автоматизировать повседневные задачи.

Лично я использую Codex, поэтому именно на нём буду показывать дальнейшие примеры.

Codex (ChatGPT)

В 2026 году Codex доступен в нескольких форматах, и для начала работы необязательно разбираться в программировании или пользоваться терминалом.

1. Отдельное приложение (Codex - ChatGPT)

Программа с графическим интерфейсом, в которой можно создавать проекты, ставить задачи агенту, наблюдать за его работой и просматривать изменения.

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2. Расширение для редактора кода

Codex можно встроить непосредственно в редактор, например VS Code. В этом случае вы одновременно видите исходный код проекта и общаетесь с агентом. Такой подход особенно удобен, если вы хотите самостоятельно просматривать и редактировать файлы.

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3. Codex CLI

Codex можно использовать и через командную строку. Вместо привычного графического интерфейса вы работаете с окном терминала. При этом основные возможности агента сохраняются: он может изучать проект, изменять файлы и выполнять команды.

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Для дальнейших примеров я буду использовать десктопное приложение ChatGPT с Codex. На мой взгляд, это наиболее понятный вариант для тех, кто впервые сталкивается с разработкой. При этом большинство возможностей, которые мы рассмотрим, доступно и в других интерфейсах.

Установка

Для начала перейдите на официальную страницу загрузки ChatGPT и скачайте приложение для Windows или macOS. После установки войдите в свой аккаунт ChatGPT и выберите Codex.

Для использования Codex необязательно покупать платную подписку ChatGPT. Начать можно даже с бесплатного аккаунта, однако доступные лимиты будут довольно небольшими. Если вы планируете регулярно заниматься разработкой, стоит рассмотреть подписки ChatGPT Plus или Pro.

На этом подготовка закончена. Теперь можно переходить непосредственно к разработке.

Интерфейс

После первого запуска перед нами откроется интерфейс Codex. Он напоминает обычный ChatGPT в браузере: здесь тоже есть поле для ввода сообщений и история диалогов. Но за внешним сходством скрывается существенное отличие: Codex умеет работать с реальными файлами и самостоятельно выполнять действия на вашем компьютере.

Для начала нам достаточно разобраться всего с несколькими элементами:

  • Проекты и папки. Здесь мы выбираем, с какими файлами будет работать агент. Для создания нового приложения достаточно создать пустую папку и открыть её в Codex.

  • Диалоги (сессии). В рамках одного проекта можно вести несколько независимых диалогов с агентом. Например, в одном разрабатывать функциональность, а в другом обсуждать изменения интерфейса.

  • Поле запроса. Здесь мы описываем, что хотим получить от агента. Также можно прикреплять изображения и другие материалы.

Иногда Codex будет запрашивать разрешение на выполнение отдельных действий. Например, при запуске определённых команд или обращении к ресурсам за пределами разрешённой среды. Поэтому перед подтверждением стоит обращать внимание на то, что именно собирается сделать агент.

В дальнейшем вы сможете предоставить Codex полный доступ, чтобы он не прерывал работу постоянными запросами разрешений и мог действовать более самостоятельно. Однако на первых этапах я бы не рекомендовал этого делать. Лучше сначала разобраться, какие действия выполняет агент и к каким ресурсам он получает доступ.

Выбор модели

Прежде чем переходить непосредственно к разработке, давайте разберёмся с ещё одним важным моментом — выбором языковой модели.

По состоянию на ноябрь 2026 года OpenAI предлагает несколько моделей, которые отличаются своими возможностями, скоростью работы и потреблением ресурсов.

Модель

Особенности

GPT-6 Luna

Самая экономичная модель. Подходит для простых задач, небольших изменений

GPT-6.1 Terra

Средняя модель, интересная для работы с интерфейсами, изображениями и небольшими изменениями кода.

GPT-6.1 Sol

Более мощная универсальная модель. Хорошо подходит для разработки, анализа проектов и решения сложных задач.

GPT-6 Astra

Наиболее мощная модель, предназначенная для сложного программирования, архитектурных задач и глубокого анализа.

Возникает вопрос: зачем использовать менее мощную модель, если можно сразу выбрать самую умную?

Дело в том, что более мощные модели, как правило, расходуют больше ресурсов и дольше выполняют задачи. При этом далеко не каждая задача требует глубокого анализа. Например, чтобы изменить цвет кнопки или добавить новое текстовое поле, совсем необязательно использовать самую мощную модель.

Поэтому я бы рекомендовал начинать с моделей Luna/Terra. Если же вам предстоит более сложная задача, можно переключиться на Sol.

Для нашего первого проекта вполне подойдёт и слабая модель, поскольку проект будет достаточно небольшим.

Уровни рассуждений

Помимо выбора модели, Codex позволяет настраивать уровень её рассуждений

Reasoning Effort — параметр, определяющий, сколько вычислительных ресурсов модель может использовать для анализа задачи и поиска решения.

Проще говоря, мы можем попросить модель потратить больше усилий на обдумывание задачи, прежде чем и в процессе её выполнения.

В зависимости от выбранной модели доступны разные уровни:

Уровень

Когда использовать

Low

Простые и хорошо сформулированные задачи

Medium

Повседневная разработка, добавление функций и исправление обычных ошибок

High

Сложные задачи, требующие более глубокого анализа

Extra High (XHigh)

Сложная архитектура, поиск нетривиальных ошибок и многоэтапные задачи

Ultra

Особенно трудные задачи, когда допустимы большие затраты времени и ресурсов

Здесь важно понимать, что высокий уровень рассуждений не гарантирует лучший результат. Иногда модель может решить задачу на Low ничуть не хуже, чем на High, но при этом значительно быстрее.

Кроме того, повышение уровня рассуждений может увеличить расход токенов, а значит, и использование доступных лимитов.

Для начала я бы рекомендовал Medium. На мой взгляд, это хороший компромисс между скоростью и качеством. Если же агент не справляется со сложной задачей, можно попробовать High.

Лично я чаще всего использую Medium и High. При грамотной постановке задачи этого вполне достаточно.

Быстрые команды Codex

Ещё одна полезная возможность Codex — быстрые команды.

Если в поле ввода сообщения написать символ /, откроется список доступных команд. С их помощью можно управлять работой агента, менять настройки и запускать специальные режимы, не выходя из диалога.

Вот несколько команд, которые я использую:

Команда

Что делает

/status

Показывает информацию о текущей сессии, заполнении контекста и лимитах

/plan

Переключает агента в режим планирования

/review

Запускает проверку изменений в коде

/compact

Сжимает историю диалога, освобождая место в контексте

/side

Позволяет задать отдельный вопрос, не прерывая основную работу

Например, команда /status будет особенно полезна при работе над большими задачами. С её помощью можно следить за заполнением контекста и доступными лимитами.

Команда /plan позволяет переключить агента в режим планирования, в котором он сначала изучает задачу и составляет план действий, а уже затем переходит к реализации.

Отдельно стоит упомянуть /compact. Как мы уже говорили, размер контекстного окна ограничен, и рано или поздно свободное место в нём может закончиться. Эта команда позволяет сжать историю диалога, сохранив наиболее важную информацию.

Правда, при сжатии часть деталей может потеряться, поэтому полностью полагаться на этот механизм я бы не рекомендовал.

Мини-проект

Ну что, с теорией и установкой разобрались. Теперь давайте наконец попробуем что-нибудь создать, чтобы в дальнейшем на этом примере изучить и другие возможности Codex.

Для первого проекта я выбрал небольшой редактор постеров. В нём можно будет изменять текст, выбирать оформление, настраивать цвета и сохранять готовый постер в формате PNG.

При этом весь проект будет состоять всего из одного HTML-файла, который можно открыть в обычном браузере.

Первый запрос

Для начала создайте новый проект и дайте ему какое-нибудь название.

Теперь нам нужно объяснить агенту, что именно мы хотим получить. Пока не будем использовать сложные техники написания запросов, о которых поговорим позже. Просто опишем нашу задачу обычным языком.

Первый запрос:

Создай небольшое веб-приложение Poster Studio — редактор постеров

Функциональность:
- Пользователь может изменять заголовок, подзаголовок, дату и место мероприятия.
- Справа отображается предварительный просмотр постера, который обновляется сразу при изменении текста.
- Постер имеет вертикальный формат 1080 × 1350 пикселей.
- Есть кнопка скачивания готового постера в PNG.

Дизайн:
- Современный минималистичный интерфейс.
- Слева панель редактирования, справа предпросмотр.
- Сам постер должен выглядеть как профессиональная афиша: крупная типографика, продуманная композиция, аккуратные отступы.
- Для начала реализуй один стиль: тёмный фон, светлая типографика и один акцентный цвет.
- По умолчанию заполни поля примером афиши кинофестиваля.

Технические ограничения:
- Используй HTML, CSS и JavaScript.
- Весь проект размести в одном файле index.html.
- Не используй внешние библиотеки, сервер, API и дополнительные зависимости.
- Для отрисовки и экспорта постера используй Canvas API.
- Приложение должно запускаться открытием HTML-файла в браузере.

После создания проверь код и объясни, как запустить приложение.

После отправки запроса Codex приступит к работе над проектом. Он создаст необходимые файлы, напишет код интерфейса, добавит логику редактора и функцию экспорта изображения.

Обратите внимание: мы не написали ни одной строчки кода самостоятельно. Всё, что мы сделали, — описали желаемый результат и задали несколько ограничений.

Когда агент закончит работу, останется только открыть созданный файл index.html в браузере или прямо в Codex и посмотреть, что у нас получилось.

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Теперь у нас есть собственное приложение. Можно изменить название мероприятия, дату или место проведения и сразу увидеть результат. А нажав на кнопку скачивания, получить готовое изображение в формате PNG.

Второй запрос: улучшаем приложение

Итак, первая версия готова. Но пока у нас есть только один стиль оформления, а возможности настройки довольно ограничены.

Давайте попробуем немного доработать наше приложение.

Для этого отправим агенту второй запрос:

Давай улучшим Poster Studio.

Добавь следующие возможности:

1. Три стиля оформления постера:
   - Minimal — светлый фон, чёрная типографика, минималистичная композиция.
   - Dark — тёмный фон, светлый текст, аккуратный цветовой акцент.
   - Gradient — мягкий градиентный фон и современная типографика.

2. Возможность вручную выбирать акцентный цвет.

3. Настройку размера основного заголовка с помощью ползунка.

4. Автоматический перенос длинного текста, чтобы заголовок не выходил за границы постера.

При переключении стилей текст пользователя должен сохраняться.

Сохрани существующий функционал и не добавляй внешние библиотеки или новые файлы. Интерфейс должен оставаться простым и аккуратным.

После изменений проверь, что все три стиля работают и PNG скачивается корректно.

И здесь мы подходим к одной из главных особенностей агентной разработки: с агентом можно работать над проектом постепенно.

Необязательно сразу описывать всё приложение до мельчайших деталей. Можно создать первую версию, посмотреть на результат, понять, чего не хватает, и продолжить разработку.

Но есть и обратная сторона. Чем больше изменений мы вносим, тем выше вероятность, что какая-нибудь новая функция неожиданно сломает то, что уже работало.

Чуть позже мы поговорим о том, какие существуют практики, позволяющие снизить вероятность подобных проблем.

Третий запрос

Поэтому последним шагом попросим агента проверить приложение.

Проведи проверку приложения Poster Studio.

Проверь:
- Обновление предпросмотра при изменении каждого текстового поля.
- Переключение трёх стилей оформления.
- Изменение размера заголовка и акцентного цвета.
- Корректное отображение длинных заголовков и переносов строк.
- Скачивание PNG в разрешении 1080 × 1350 пикселей.
- Отображение интерфейса на небольших экранах.

Исправь найденные ошибки. Не добавляй новых функций, не меняй технологии и не усложняй архитектуру.

В конце кратко напиши, что удалось проверить, какие ошибки были исправлены и что осталось непроверенным.

Здесь мы знакомимся с ещё одной важной практикой — проверкой результата самим агентом.

Вместо того чтобы самостоятельно искать ошибки в исходном коде, мы просим Codex проверить конкретные сценарии работы приложения. При этом я бы рекомендовал использовать более мощную модель или повысить уровень рассуждений.

Однако важно понимать, что сообщение агента «всё работает» само по себе ещё ничего не гарантирует. Поэтому после завершения работы стоит самостоятельно открыть приложение, попробовать переключить стили, ввести длинный заголовок и скачать несколько постеров.

Что мы получили

Всего за три запроса мы создали небольшой редактор постеров, который позволяет изменять текст, выбирать оформление, настраивать цвета и сохранять готовые изображения.

При этом нам не пришлось самостоятельно писать код, устанавливать библиотеки. Весь процесс разработки прошёл в одном диалоге с Codex.

Конечно, по своим возможностям наш редактор далёк от Canva или Figma. Но для первого проекта этого достаточно. Главное, что мы получили работающее приложение, которое можно самостоятельно использовать и в дальнейшем развивать.

И, пожалуй, самое интересное здесь даже не сам результат, а то, насколько изменился процесс разработки. Мы просто описали задачу, получили первую версию приложения, внесли несколько изменений и проверили результат. И всё это на обычном языке, не написав ни одной строчки кода.

Но, как вы уже могли догадаться, у такого подхода есть свои ограничения.

Пока приложение небольшое, а задачи относительно простые, нам достаточно нескольких запросов. Однако по мере усложнения проекта начинают возникать проблемы: агент может неправильно понимать требования, забывать предыдущие инструкции, вносить лишние изменения или допускать ошибки, которые не всегда легко заметить.

Поэтому в следующих частях мы поговорим о том, как правильно ставить задачи ИИ-агентам, управлять контекстом и организовывать процесс разработки, чтобы получать более предсказуемые результаты даже при работе над сложными проектами.

Вместо заключения

Итак, мы прошли путь от знакомства с понятием вайбкодинга до создания собственного приложения.

По дороге разобрались, что такое большие языковые модели, как работают ИИ-агенты, зачем им нужны инструменты и какую роль во всём этом играет агентная среда (Harness).

Затем перешли к практике: установили Codex, познакомились с его интерфейсом и создали Poster Studio — небольшой редактор постеров, который позволяет изменять оформление, работать с текстом и сохранять готовые изображения.

И всё это без необходимости самостоятельно писать код.

Конечно, мы пока затронули лишь небольшую часть возможностей современных ИИ-агентов. Наш первый проект был довольно простым: один файл, понятная задача и всего несколько запросов.

Но что произойдёт, если мы захотим разработать приложение из десятков файлов, с базой данных, внешними сервисами и сложной бизнес-логикой?

Здесь уже недостаточно просто написать «сделай мне красиво». Приходится задумываться о том, как правильно сформулировать требования, передать агенту необходимый контекст, спланировать разработку и убедиться, что новые изменения ничего не сломали.

Именно этим мы и займёмся в следующей части.

Поговорим о том, как правильно ставить задачи ИИ-агентам, управлять контекстом и организовывать процесс разработки, чтобы получать более предсказуемые результаты даже в сложных проектах.

Если вам интересна тема ИИ и его практического применения, можете заглянуть в мой Telegram-канал.

Ну и, конечно, буду рад вашим вопросам и замечаниям в комментариях!

Источник

  • 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

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  • 09.07.26 19:13 Clara Soto

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  • 12.07.26 03:30 Kora Baltacha

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  • 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

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 17.07.26 20:12 martinsjude080

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:54 kimberlyhebertt6877

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

  • 30.07.26 00:04 Ahmed

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

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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

  • 01.08.26 15:05 keithwilson9899

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

  • 01.08.26 15:05 keithwilson9899

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

  • 03.08.26 20:05 Philip

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

  • 03.08.26 20:06 Philip

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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.

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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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  • 09.09.26 23:22 Fraddy Pual

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 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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