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Н Новости

Умная колонка своими руками

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В этой статье я расскажу, как сделать своими руками две умные колонки, полностью поддерживающие русский язык:

1) На микроконтроллере esp32s3, используя XiaoZhi

2) На Raspberry Pi автономную голосовую колонку с камерой, которая будет работать и распознавать всё, что не только слышит, но и видит перед собой, даже при отсутствии Интернета! Без облаков, без API-ключей. С локально запущенными моделями ИИ, связка Ollama+Gemma3:1b+Moondream+OpenWakeWord+Whisper.cpp+Silero TTS

А также расскажу, как подключить обе эти колонки к Home Assistant для управления устройствами умного дома.

Содержание статьи:

Умная колонка с ESP32S3 и XiaoZhi
Сборка своей прошивки
Интеграция с Home Assistant
Видео работы готового устройства
Что можно улучшить

Умная колонка на Raspberry Pi и Ollama
Интеграция с Home Assistant
Видео работы готовой колонки
Что можно улучшить
Если не хватает производительности
Ссылки по теме

Умная колонка с ESP32S3 и XiaoZhi

XiaoZhi - это платформа, которая позволяет использовать большие языковые модели в собственных разработках. Благодаря этой платформе можно использовать модели ИИ в микроконтроллерах esp32 (и не только), создавая чатботы, роботы и тому подобные устройства. При этом это полностью бесплатно, не нужно платить за использование токенов! Нужен лишь номер телефона либо учётная запись Google для регистрации.

Поддерживаются модели: Xiaozhi Lite и DeepSeek Quantized (без ограничений), а также поддерживается модель для распознавания изображений (с лимитом по времени использования).
После привязки к своей учётной записи на Github становятся также доступны модели Qwen 3, DeepSeek Full, Doubao, а также ограниченные по времени использования GLM 4.7 и Kimi K2.

Самое главное - поддерживается русский язык, причём даже есть варианты выбора спикера - "женщина", "брутальный мужик", "ребёнок", "сумасшедшая королева", "амбициозная женщина", и звучат все эти голоса просто шикарно =)

Для реализации при помощи XiaoZhi голосовых ассистентов на микроконтроллерах предназначен open-source проект XiaoZhi-ESP32. Поддерживается offline-распознавание слова пробуждения (wake word) при помощи ESP-SR. Можно подключить OLED / LCD - экраны для отображения анимированных эмоций и озвучиваемого ответа языковой модели. Реализовано распознавание говорящего по голосу (3D-Speaker).

Благодаря поддержке MCP (Model Context Protocol) можно подключать свои самодельные устройства на esp32 к Home Assistant и управлять устройствами умного дома. Чем мы с вами в этой статье и воспользуемся. Также можно подключить к esp32 свои исполнительные устройства - реле, сервоприводы и т.д., и датчики, и управлять ими голосом через XiaoZhi.

Помимо общения и управления умными устройствами, можно просто попросить модель включить музыку - в общем, всё, как и в заводских умных колонках. :)

Есть уже готовые прошивки как для работы через Wi-Fi, так и через мобильную связь, используя модуль 4G ML307.

Вот что нам понадобится для сборки нашей умной колонки:

  • Плата с микроконтроллером ESP32-S3 N16R8 (16Mb Flash, 8Mb Psram), 44 контакта

  • Всенаправленный MEMS-микрофон INMP441

  • i2s усилитель MAX98357A

  • Динамик 4/8 Ом 2-3Вт

  • Экран 1.54" 240х240 на контроллере ST7789, 8 контактов

  • Беспаечная макетная плата (например, BB-801-2S-3P) + набор перемычек

  • usb type-c кабель для питания/программирования

Собираем по схеме на сайте:

Далее скачиваем прошивку (файл v2.0.2_bread-compact-wifi-lcd-240x240.zip) и софт для прошивки - Flash Download Tool. Всё распаковываем, после чего запускаем flash_download_tool_3.9.9_R2.exe и выбираем в появившемся окне ESP32-S3, WorkMode Develop и LoadMode UART:

4ee471ff6abf3c0733bbf589a4eb3d45.jpg

Нажимаем "ОК", и в новом окне указываем путь к прошивке - файлу v2.0.2_bread-compact-wifi-lcd-240x240.bin, ставим галку напротив пути, указываем адрес 0х0, скорость порта 230400, номер виртуального ком-порта, к которому подключена плата (можно посмотреть в диспетчере устройств), и нажимаем кнопку "START":

86eee201868f3cda11c1020ed6a6cbc8.jpg

После появления надписи "FINISH" нажимаем на плате кнопку RST - на экране устройства должно появится название Wi-Fi-сети и IP-адрес для подключения:

9c86c45ca9b0e0491bc9abf4764b2f6e.jpg

Со своего телефона или компьютера подключаемся по Wi-Fi к указанной сети, после чего с браузера открываем страницу по адресу http://192.168.4.1, где выбираем из списка Wi-Fi-сеть, через которую устройство может выходить в Интернет, вбиваем пароль и нажимаем "Connect":

38a6d32ebc5f7a5724b350ca5608a185.jpg

Если устройство самостоятельно не перезагрузилось - принудительно нажимаем кнопку RST, после чего плата подключиться к Wi-Fi и отобразит на экране данные для подключения к платформе XiaoZhi:

a2b8f290c63683c682b1e9e6d648e383.jpg

Через браузер заходим на xiaozhi.me, нажимаем кнопку "Console", и регистрируемся, указав номер телефона либо авторизуясь через Google.

После регистрации нажимаем на сайте кнопку "+ Add Device" и во всплывающем окне указываем шестизначный код с экрана нашего устройства:

8abbd2eb73e0372d09ec14b9f2eb8abe.jpg

После нажатия на "Confirm" отобразиться карточка устройства. Нажимаем в ней кнопку "Configure Role" и выбираем роль ассистента (например, учитель по английскому), его имя, язык, спикера:

ea2808a0bae78576780997f74f1fb42f.jpg

После нажатия на "Save" нас попросят перезагрузить вручную кнопкой RST устройство, чтобы настройки вступили в силу. После этого наша умная колонка начнёт наконец работать по назначению. :)

Но есть нюанс - по-умолчанию голосовая активация не работает. Чтобы начать общение с колонкой, каждый раз нужно нажимать кнопку "BOOT" на плате устройства. Если мы хотим, чтобы устройство пробуждалось по ключевому слову, без нажатия на кнопку, то нам нужно перейти на страницу Manage Devices:

aa0c210316aa0440128a2700c21e8c46.jpg

Далее выбираем Theme Settings: Customize, жмём Next, и попадаем в раздел Theme Design:

847fb806f1c3b8662d054d8ccc7c3b85.jpg

Здесь мы можем как выбрать уже предобученную модель (Preset Wake Word), так и задать своё собственное слово пробуждения (Custom Wake Word). В данном примере я выбрал Sophia модели WakeNet9.

Далее выбираем Next -> Generate assets.bin, и начнётся загрузка новой прошивки в память устройства. После перезагрузки больше не нужно нажимать на кнопку для начала общения - достаточно произнести вслух ключевое слово "Софья", и устройство сразу проснётся.

Сборка своей прошивки

Готовая прошивка - это, конечно, хорошо, но как насчёт того, чтобы собрать свою?

Для этого нам нужно скачать среду разработки ESP-IDF отсюда: https://dl.espressif.com/dl/esp-idf/

выбираем ESP-IDF v.5.5.3 Offline Installer (там есть 5.3 и другие - они нам не подойдут) и устанавливаем.

Теперь нам нужно скачать репозиторий xiaozhi esp32 с исходниками прошивки нашей умной колонки: https://github.com/78/xiaozhi-esp32

Распаковываем его в уже существующую папку с примерами ESP-IDF: Espressif\frameworks\esp-idf-v5.5.3\examples\

Далее на рабочем столе выбираем "ESP-IDF 5.5 CMD" и в открывшемся окне переходим в паку Espressif\frameworks\esp-idf-v5.5.3\examples\xiaozhi-esp32-main\:

2cecdf621ae09c8408dda4266e514a7f.jpg

После этого нам нужно выбрать цель для сборки, указав наш микроконтроллер esp32s3. Делается это следующей командой в терминале:

idf.py set-target esp32s3

После того, как всё будет готово, вводим следующую команду:

idf.py menuconfig

Попадаем в меню конфигурации для сборки нашей прошивки:

d804ac59e64a0e7f2ff0ae69ef649622.jpg

Переходим в раздел Xiaozhi Assistant и выбираем:

Default Language: Russian

Board Type: Bread Compact WiFi + LCD

LCD Type: ST7789 240x240

Wake Word Implementation Type: Wakenet model with AFE

f671dcf5fa232ab566836e19a191876d.jpg

Далее возвращаемся в главное меню и переходим в раздел ESP Speech Recognition. Выбираем:

Load Multiple Wake Words (WakeNet9): Sophia (wm9_sophia_tts)

English Speech Commands Model: english recognition (mn5q8_en)

c9f3e291ee869f66ae2110e17b7d15c3.jpg

Благодаря этому наша колонка будет откликаться на слова "Софья / София".

Для сохранения настроек нажимаем клавишу "S", далее выходим по нажатию "ESC".

Для сборки прошивки вводим:

idf.py build

Последний шаг - загрузка прошивки в нашу колонку:

idf.py -p COM8 flash

Поменяйте "COM8" на номер ком-порта своей платы esp32. После загрузки прошивки устройство сразу будет готово к работе.

Кстати, есть расширение ESP для редактора VS Code, поэтому можно работать не из консоли, а из редактора. Про установку и настройку рассказано в этом видео: https://www.youtube.com/watch?v=XEmlCJrlPBA

Если хотите проект под эту плату отредактировать под свои нужды - файлы находятся в Espressif\frameworks\esp-idf-v5.5.3\examples\xiaozhi-esp32-main\main\boards\bread-compact-esp32-lcd

Файл локализации на русском - Espressif\frameworks\esp-idf-v5.5.3\examples\xiaozhi-esp32-main\main\assets\locales\ru-RU\language.json

Интеграция с Home Assistant

Наша умная колонка отлично работает, но ей кое-чего не хватает. Она не умеет то, что умеют колонки вроде Яндекс.Станции - управлять устройствами умного дома. Для решения этой проблемы нашу колонку можно подключить к серверу умного дома Home Assistant через MCP (Model Context Protocol). Работать это будет по следующей схеме:

44c47cc53afe205541f030b5df14723b.jpg

Чтобы это всё работало, нужно установить и настроить Xiaozhi MCP Integration for Home Assistant, как указано в документации: https://github.com/mac8005/xiaozhi-mcp-ha

После установки задаем русские имена устройствам Home Assistant (например, "розетка"), и можно управлять голосовыми командами через нашу колонку (например, "включи розетку в спальне").

Видео работы готового устройства

Что можно улучшить

Существуют версии модулей ESP32S3 N16R8 с камерой:

192d95f7a3d69a6d449c5b78f2899a8b.jpg

Для них уже есть готовые прошивки Xiaozhi, которые вместе с инструкцией по сборке находятся здесь: https://my.feishu.cn/docx/GoGBdLVUooHARPxyTLhc9AjdnFh

У меня не было плат с камерой, поэтому в этой статье описал колонку с платой без камеры.

Умная колонка на Raspberry Pi и Ollama

А теперь давайте сделаем полностью автономную умную голосовую колонку с ИИ, которая будет работать даже без Интернета! И более того - даже без внешнего питания, при пропадании электричества =)

Зачем делать свою колонку, когда можно пойти в магазин и купить готовую? В отличии от готовых устройств, тут локальное распознавание и синтез речи, локальный ИИ, работающий даже без Интернет.

Плюсы самодельной колонки по сравнению с теми решениями, которые предлагает рынок:

  • финансовый вопрос использования - другие колонки работают по подписке. А наша колонка будет работать без подписок, без облаков и без API-ключей.

  • вопрос конфиденциальности и безопасности данных - не всегда хочется и приемлемо передавать данные третьей стороне

  • без интернета не работают, наша - легко

  • гибкость: что вам дали - тем и пользуетесь, нет возможности кастомизации под себя

Вот что нам нужно для сборки умной колонки:

  • Raspberry Pi 5 4-16Гб

  • USB-микрофон

  • I2S-усилитель MAX98357A

  • X1002 NVME HAT

  • NVME M.2 диск

  • 5" LCD-экран с DSI или HDMI-интерфейсом

  • Raspberry Pi камера

Собираем по схеме:

026cf46b5b0600dffe0545a03c33bc77.jpg

Почему бы не использовать гораздо более дешёвую SD-карту? Тут дело не только в том, что SSD-диски ощутимо быстрее по скорости, но в основном в том, что при активном использовании ИИ SD-карты быстро выходят из строя, месяц-два - и карту на выброс. Так что определённо стоит раскошелиться. :)

Подключаем SSD-диск через USB NVMe-переходник к компьютеру, запускаем Raspberry Pi Imager, выбираем Raspberry Pi OS (64-bit), записываем на диск.

После загрузки Raspberry Pi 5 с диска у нас скорость чтения с него будет около 400Мб/с, проверить это можно командой:

sudo hdparm -t --direct /dev/nvme0n1

Чтобы разогнать диск с Gen.2 до Gen.3, открываем файл /boot/firmware/config.txt и добавляем в него:

[all]
dtparam=nvme
dtparam=pciex1_gen=3

После перезагрузки проверяем скорость:

sudo hdparm -t --direct /dev/nvme0n1

Увидим, что она поднялась в два раза - около 800Мб/с :) Важно, чтобы диск получал дополнительное питание - для этого на переходнике X1002 предназначены дополнительные контакты pogo pin, подключающиеся к пинам +5V и GND на Raspberry Pi.

Устройство собрано, теперь пора установить приложение для нашей умной колонки. Оно будет работать по следующей схеме:

c6d2cd34331ebfff0129c6ce60cce8b9.jpg

Давайте разберём составляющие более подробно.

Для пробуждения колонки и определения необходимости записи речи используется OpenWakeWord. Доступны уже обученные модели (одну из таких, "Алекса", мы будем использовать в нашей умной колонке), также можно обучить свои модели, и для этого есть два пути:

  • Google Colab - наиболее простой и быстрый вариант, обучение занимает около часа

  • Notebook - более сложный и продвинутый, позволяет создавать высококачественные модели

Для преобразования речи в текст выбран Whisper.cpp. Используется модель ggml-base.bin, которая работает с русским языком.

Для обратного преобразования, из текста ответа языковой модели в речь, выбран Silero TTS. Наиболее распространён Piper TTS, который просто летает на Raspberry Pi, и у которого просто шикарно звучащие английские модели, но вот модели на русском совсем не понравились - звучат уныло. Я начал искал варианты, которые хорошо звучат на русском, и в итоге остановился на Silero TTS - работает помедленнее, плюс имеет ряд проблем (например, не проговаривает числа, для этого их приходится переводить предварительно в текст), зато модели звучат просто шикарно. :) Я использовал модель v5_ru и спикера baya для озвучки на русском и модель v3_en со спикером en_0 для озвучки на английском.

Отмечу, что тут поддерживается SSML - при помощи расстановки тёгов в тексте можно контролировать паузы и произношение (например, говорить быстро/медленно, тоном выше/ниже, делать паузы в нужном месте в N секунд).

Также существует Silero-VAD - модель для обнаружения голосовой активности (определяет, где в аудиозаписи речь, а где - тишина, когда пользователь начал либо закончил говорить).

В качестве платформы (роутера) для локального запуска моделей искусственного интеллекта выбрана широко распространённая Ollama. Из альтернатив существуют KoboldCpp и LM Studio.

В качестве текстовой модели ИИ выбрана модель gemma3:1b - из всех моделей, доступных для загрузки на Ollama, она оказалась самой быстрой на Raspberry Pi. Плюс поддерживает русский язык.

Для распознавания изображения со встроенной камеры выбрана модель Moondream. Причина - не удалось найти другую модель, которая распознавала бы изображение на Raspberry Pi за приемлемое время. На версии с 8Гб памяти она выдаёт ответ за минуту, другие модели - существенно дольше. Но есть проблема - Moondream не поддерживает русский язык. Для решения этой проблемы пришлось создать "бутерброд" - gemma3:1b вначале переводит запрос пользователя с русский на английский, далее получаем картинку с камеры при помощи rpicam-still, и вместе с запросом на английском передаём на вход модели Moondream. Полученный от неё на английском ответ также при помощи gemma3:1b переводим обратно на русский и при помощи Silero TTS озвучиваем пользователю. Получается всё равно гораздо быстрее в плане производительности, чем использовать другую модель зрения, поддерживающую нативно русский.

Собственно говоря, умная колонка не является полностью автономной - если модель не знает ответа, она берёт данные извне, используя Api поисковика Duck Duck Go (через библиотеку ddgs). Но если отключить такую возможность, колонка станет полностью автономной. :)

Установка

После сборки схемы умной колонки нам нужно установить весь необходимый софт. Исходный проект автором brenpoly выложен здесь: https://github.com/brenpoly/be-more-agent

Но он не поддерживает русский язык, работу с умным домом и некоторые другие вещи, поэтому я сделал форк и выложил в свой репозиторий: https://github.com/tzirulnicov/be-more-agent

Для начала, обновляем пакеты и ставим git:

sudo apt update && sudo apt upgrade -y

Устанавливаем необходимые библиотеки и приложения:

sudo apt install -y python3-tk libasound2-dev libportaudio2 libatlas-base-dev cmake build-essential espeak-ng git rpicam-apps

Далее, устанавливаем Ollama:

curl -fsSL https://ollama.com/install.sh| sh

Когда установка будет завершена, загружаем модели:

ollama pull gemma3:1b
ollama pull moondream

Теперь нужно загрузить к себе репозиторий проекта, создать виртуальную среду и установить необходимые пакеты:

git clone https://github.com/tzirulnicov/be-more-agent.git
cd be-more-agent
python3 -m venv venv
source venv/bin/activate
pip install --upgrade pip
pip install -r requirements.txt

Установить Whisper.cpp

cd be-more-agent
git clone https://github.com/ggerganov/whisper.cpp.git
cd whisper.cpp
sh ./models/download-ggml-model.sh base
cmake -B build
cmake --build build --config Release

Чтобы заработал динамик, подключенный к Raspberry Pi через усилитель MAX98357A, нужно выполнить команды, описанные здесь: https://learn.adafruit.com/adafruit-max98357-i2s-class-d-mono-amp?view=all

Тут появится проблема - динамик работает, а вот микрофон - нет, выводится ошибка "The dmix plugin supports only playback stream". Решение - использовать asym, для этого возьмите файл be-more-agent/asound.conf, и замените им уже существующий /etc/asound.conf и запустите sudo /etc/init.d/alsa-utils restart.

Проверить работу микрофона можно командой arecord -d 5 test.wav

Работу динамика - aplay test.wav

Если будет ошибка, что устройство не найдено - вызвать aplay / arecord c параметром --list-devices, найти своё устройство записи/воспроизведения, и внести соответствующие настройки в /etc/asound.conf

Запускаем колонку:

source venv/bin/activate
python agent.py

Интеграция с Home Assistant

Управлять голосом через умную колонку устройствами умного дома через сервер Home Assistant мы будем, используя REST API и библиотеку home-assistant-rest-driver

ebe1f59cd5123ab9a7096febe45b8cb0.jpg

Для этого нужно получить токен доступа, для этого на странице Home Assistant переходим в свой профиль, далее вкладка "Безопасность", в самом низу блок "Долгосрочные токены доступа". Создаём токен и прописываем настройки в config.yaml на нашей колонке:

home_assistant:
    enable: 1
    url: http://[ip-адрес сервера home assistant]:8123
    token: [долгосрочный токен доступа]
    device_id: [id устройства, которым хотим управлять голосом]

Видео работы готовой колонки

Можно распечатать корпус для этой колонки, вот конечное изделие (файлы для печати - в be-more-agent/stl):

47af72eb6e1c8e938d80d3093fdc1aa1.jpg

Чтобы устройство было полностью законченным в плане функционала, реализуем работу от аккумуляторов при пропадании питания, а также возможность играть в видеоигры при помощи кнопок на корпусе. Для этого нужно добавить компоненты:

  • WaveShare UPS HAT 18650

  • Аккумуляторы 18650 2шт высокотоковые (например, Molicel 18650-P30B)

  • Arduino Nano

  • тактовые кнопки 7шт

80244264bda794e41f8cb141516171f3.jpg

Гербер-файлы для печати платы кнопок расположены в be-more-agent/pcb репозитория.

Если нет необходимости, чтобы кнопки работали, то можно распечатать заглушку - be-more-agent/stl/dummy-pcb.stl

Для работы кнопок можно использовать Arduino Nano, которая будет эмулировать USB-клавиатуру. Для этого предназначена библиотека Алекса Гайвера EasyHID - помимо примеров кода там же можно посмотреть схему подключения к USB (используется обвязка из стабилитрона, диодов и резисторов).

Что можно улучшить

От используемого микрофона за 100 рублей ждать хорошей работы не приходится, фразы приходится произносить вблизи микрофона. Как вариант - использовать микрофоны подороже:

c9941052640316d5cddc4e5686715684.jpg
  • конференц usb-микрофон - наиболее бюджетный вариант из представленных (около 500р), обеспечивает дальность порядка трёх метров

  • ReSpeaker 2-mic HAT - два микрофона, чуть дороже предыдущего варианта, требует порой танцев с бубном, чтобы заработало

  • Respeaker XMOS AI-powered 4-mic array - сразу определяется в системе, предназначен как раз для общения с ИИ, хорошее качество звука и дальность, но цена кусается - в 10 раз дороже предыдущего варианта

  • SiPeed 6+1 mic array - массив из 7 mems-микрофонов, вместе с платой с usb аналогичен по цене с предыдущим вариантом

Если не хватает производительности

1a601be3697874a7ae388260a5e72992.jpg

Локальные модели ИИ требуют больших вычислительных ресурсов, для решения этой проблемы выпускаются платы расширения - HAT - для Raspberry PI.

В продаже есть платы расширения на базе ускорителя Hailo-8 производительностью 13 и 26 TOPS - сразу оговорюсь, что они НЕ подходят для генеративных моделей ИИ, т.к. предназначены для ускорения распознавания объектов на изображении.

Для наших нужд подходит плата расширения с ускорителем Hailo-10H - Raspberry Pi AI HAT 2+, имеющая на борту 8Гб памяти. Поддерживает запуск как больших языковых моделей (LLM), так и визуально-языковых (VLM). На данный момент поддерживаются DeepSeek-R1-Distill, Qwen2.5-Coder, Qwen2.5-Instruct, Qwen2 и Llama3.2 до 1,5 млрд параметров, но проект активно развивается.

Ещё один вариант ускорения - подключить к Raspberry Pi внешнюю видеокарту благодаря поддержки PCIe Gen 3 x1, используя плату-переходник M.2 Key E to PCIe x16. На продакшен такое - не вариант, но для экспериментов - почему бы и нет.

Если хочется большей производительности, можно использовать одноплатные компьютеры серии Jetson - например, линеек Nano B01, Orig Nano, Orin NX Super, AGX Orin, производительностью до 275 TOPS, которые как раз предназначены для запуска и использования моделей ИИ:

c078ed49bf2835667afbe5aff147070e.jpg

Вместо послесловия

В этой статье мы познакомились с платформой ИИ XiaoZhi, open-source проектом xiaozhi-esp32, запустили оффлайн языковые модели с использованием Ollama и собрали две колонки - на микроконтроллере esp32 с XiaoZhi и полностью (при условии отключения поисковика Duck Duck Go) автономную колонку на Raspberry Pi, работающую не только без Интернета, но даже и без внешнего питания. Рассмотрели возможность подключения устройств умного дома с использованием сервера Home Assistant.

Ссылки по теме:

Сборка умной колонки на ESP32: https://my.feishu.cn/wiki/Zq62wST38iuNxZkwg9JcjkSSnSd

Xiaozhi-esp32: https://github.com/78/xiaozhi-esp32

Руководство по использованию XiaoZhi на русском: https://xiaozhi.dev/ru/docs/usage/

Xiaozhi MCP Integration for Home Assistant: https://github.com/mac8005/xiaozhi-mcp-ha

Репозиторий умной колонки на Raspberry Pi: https://github.com/tzirulnicov/be-more-agent/

Источник

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 13.07.26 23:49 [email protected]

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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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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