IT-новости, нейросети и open source проекты каждый день.
Code & Context — коротко и по делу о том, что двигает индустрию: искусственный интеллект и AI-инструменты, разработка и программирование, кибербезопасность, стартапы и новые технологии.
Публикую полезные open source проекты с GitHub, разборы нейросетей (ChatGPT, LLM, генерация кода и картинок) и главные новости IT без воды.
SubscribersHow many subscribers the channel has now. The wave shows subscribers at each point of the period. The change is against the start of the period.282▲ 4.1 %+11 for the period
ViewsHow many views the posts published in the period have now. These are not views per day: MAX does not report how many views there were yesterday.378▼ 66.5 %was 1 311
ReactionsHow many reactions the posts published in the period have.33▼ 39.2 %was 63
MentionsHow many times other channels mentioned the channel: links and reposts, excluding advertising posts. The bigger the circle, the more mentions at that point of the period.58▼ 16.7 %was 72with a subscription
RepostsHow many times other channels reposted this channel's posts (excluding advertising posts). Reposts are also counted as mentions.26▼ 0.5 %was 27after signing in
Average post reachHow many views one post gets on average. Only posts older than two days are counted: views of fresh posts are still growing. Points with fresh posts are dashed with hollow dots: the reach of all posts right now, it will still grow.54▼ 34.1 %was 82
ERRWhat share of subscribers sees an average post: average reach ÷ subscribers × 100 %. The line shows ERR at each point of the period, the dashed line — ERR of the previous period of the same length. Points with posts younger than two days are hollow dots on the dashed end of the line.19.1 %▼ 11.1 ppdashed line — was 30.2 %
Engagement ERHow often readers react to posts: reactions ÷ views × 100 %. The tick on the bar is the previous period.8.73 %▲ 3.9 pp
was 4.81 %
Posts per dayHow many posts are published per day on average. Each cell is a point of the period: the darker, the more posts per day.1.0▼ 49.2 %was 2.3
Ad shareWhat share of the period's posts looks like advertising: erid labeling, ad links and other signs. The scale shows the ad load by the quality index thresholds: up to 10 % — low, up to 25 % — moderate, up to 50 % — high, above — very high. A growing share is marked red.2.5 %▼ 1.8 pp
TrendTop — subscribers at the end of each point of the period; bottom — growth per point: green means more subscribers, red means fewer. Above the growth chart — the biggest gain and the biggest loss. MAX does not report how many people subscribed and unsubscribed separately.
Audience growth
+9subscribers in the period
+4 biggest gain · 21 Oct 2026
Channel scoreA channel score from 0 to 100 made of five parts: audience, growth integrity, ad load, trust and calculation reliability. Each bar shows how many points the part earned out of its maximum. The index is recalculated every night; channels are compared with similar ones of the same category and size.
The quality index has not been calculated yet. It appears for channels with at least 500 subscribers that post at least once a week, after a week of tracking.
ReachHow many views the posts published at each point of the period have now (not views per day). The record is labeled; the point with today is paler — the day is not over yet. Average post reach — posts older than two days.
Views and reach
378views in the period▼ 66.5 %
Average post reach — 54 views (posts older than two days).
EngagementER — reactions divided by views, in percent — for the posts of each point of the period. The dashed line is ER for the whole period. The change is in percentage points against the previous period of the same length.
Subscriber engagement
8.73 %ER = reactions ÷ views▲ 3.9 pp
Channel ERaverage for the period
CitationsThe citation index (CI) shows how often and by which channels this channel is mentioned over the last 30 days, excluding advertising posts. The level is its place among similar channels. The line shows CI at each point of the period (for a week or month — the average over its days).
The citation index has not been calculated yet: it will appear after the nightly calculation once other channels mention the channel.
RhythmHow many posts are published on average in each hour of each weekday, Moscow time: the darker the cell, the more posts. “Best time” — the hours when posts older than two days have the highest average reach.
When and how much it posts
MonTueWedThuFriSatSun
036912151821
Best time:09:0018:00hours when posts get the highest average reach
FormatsWhat the feed is made of. Each post has one format, by priority: repost, video, photo, link, text. The bar and percentages show the share of posts of each format; on the right — average reach of one post of the format (posts older than two days), the small bar compares it with the most viewed format.
Post formats
100 posts
Reposts99 %6 109
Video2121 %5 014
Photos3838 %5 705
Links1212 %5 320
Text2020 %6 298
On the right — average reach of one post of the format.
PostsEach dot is a post in the period: horizontally — publication date, vertically — views, dot size — reactions, color — format. This shows hits, flops and how reach changes. For large channels, the 100 most viewed posts and an even sample of the rest are shown — no more than 1,500 dots.
Every post is a dot
Higher means more views, bigger means more reactions. Click a dot to open the post.
VideoPhotosOthersize — reactionsZoom with the + and − buttons, a pinch or Ctrl + mouse wheel; drag a zoomed chart to move it
SummaryTotals for the selected period: how many posts were published, how many views and reactions they have now and the average post reach. Views are the current views of posts published on those days, not views per day. The change is against the same span before the period, if statistics cover it.
Period totals
Click a metric to see it across the period below
Viewstoday — the day is not over yetPoints with posts younger than two days are pale and dashed: their views are still growing.
AdsWhat share of the period's posts looks like advertising: erid labeling, ad links and other signs. The detector is cautious, so the real share is usually higher. The scale shows the ad load by the quality index thresholds. Below — the average reach of an ad post and a regular post, and who the channel advertises (sites that ad links lead to).
What worksPosts of the period with the most views. The bar shows views relative to first place. The preview is the post's image; for a post without an image — the channel avatar. Views are the post's current count.
RhythmHow many posts were published each day of the period (pale bars) and the 7-day average (line): you can see whether the channel is speeding up or slowing down. Today is not over yet, so its average is calculated up to yesterday.
Posts by day
Pale bars are days, the line is the 7-day average: you can see whether the channel is speeding up or slowing down
Posts per day7-day average
Data updated at 00:41 Moscow time. Views are the current counts of posts published on those days; average reach counts posts older than two days.
How the quality index is calculated
Telegram позволит подключать ИИ-агентов прямо в мессенджере — Claude, ChatGPT и другие нейросети можно будет использовать официально.
Пользователи смогут добавлять собственные API-ключи и выбирать модели от Google, OpenAI, Anthropic и других разработчиков.
Что это даст: — Переключение между нейросетями в любой момент; — Распределение задач между разными агентами: один пишет код, другой готовит тексты; — Больше не придётся скачивать отдельные приложения и открывать сайты.
Превращаем учёбу в ИНТЕРАКТИВНЫЙ формат — ИИ поможет запомнить и усвоить даже самый сложный, скучный материал.
Нужно просто загрузить свой PDF-файл, слайды лекций, изображения, скриншоты или ссылку на YouTube-ролик.
— Нейронка проанализирует скинутую информацию и составит квизы, флеш-карточки, напишет конспекты. Через чат можно задавать дополнительные вопросы по теме. — ИИ понимает русский язык и десятки других. — Базовая версия бесплатная и работает вообще без регистрации.
Два дня назад я рассказал про ИИ-агента для канала в MAX. Он сам читает референс-каналы и готовит посты, а тебе остаётся проверить и опубликовать.
Софт собран, гайд записан. Это бесплатный пошаговый разбор от получения API-ключа до первого готового поста. Не хватает только 15 огоньков под тем постом.
Чтобы ускорить выход, поставь 🔥 под тем постом , перешли его другу, которому это будет интересно. Как только наберём 15, гайд и софт выходят
🎧 Google зашёл на территорию Suno и Udio: в Gemini появилась генерация музыки
Теперь в Gemini можно писать полноценные треки прямо в чате. Работает на новой модели Lyria 3 от DeepMind, кнопка уже в меню Tools.
Что умеет: - Генерация по тексту и лирике: структура, темп, стиль, настроение, тип вокала или чистый инструментал. - Музыка по картинке или видео: модель считывает атмосферу и собирает саундтрек под визуал. - Экспорт в MP3 или MP4 сразу с обложкой. - Во все треки вшит SynthID, невидимый водяной знак Google для маркировки ИИ-контента.
Взлом VMmanager 6: под угрозой могут оказаться сотни организаций
По имеющимся сообщениям, злоумышленники получили доступ к VMmanager 6 — платформе для управления виртуальными серверами. Если информация подтвердится, последствия могут быть масштабными: подобные системы используют государственные структуры, университеты, медицинские учреждения и крупные интернет-сервисы.
Какие данные могут оказаться скомпрометированы: — пароли от различных сервисов; — SSH-ключи для доступа к репозиториям и рабочим проектам; — учётные данные для входа на серверы, которые позволяют нарушить работу сервисов; — конфигурационные файлы и история изменений; — внутренние документы; — данные криптокошельков.
Эксперты называют инцидент «крайне опасным»: под угрозой находятся сотни организаций, передавших управление своими серверами этой системе.
Рекомендации: — сменить пароли и перевыпустить SSH-ключи; — проверить журналы на предмет подозрительных входов; — ограничить доступ к панели управления из внешних сетей; — следить за официальными заявлениями разработчика.
Более 120 платных программ получили бесплатные аналоги
Энтузиасты, которые создают приложения с помощью ИИ, продолжают выпускать бесплатные версии популярных сервисов: Discord, FL Studio, AutoCAD, iTunes, Figma, Canva, Adobe, Office и многих других.
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