4 measurements spanning 17 days. Dots are measurements; the straight line between them is drawn to join them, not to claim we know the path taken in between — snapshots are recorded only when a count changes, so gaps mean “no change observed”, never “interpolated”. The vertical axis spans 312–313 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)
Subscribers
Change
25 Aug 2026, 02:15
312
-1
16 Aug 2026, 18:34
313
+1
8 Aug 2026, 07:35
312
no change
7 Aug 2026, 15:22
312
first reading
Engagement
14 posts held, back to 28 March 2026 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 1 pageof Telegram’s post history, 20 posts per page.
Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 14 posts for this entry, the most recent from 29 June 2026. An engagement rate over an empty window would be a number about nothing.
What this channel posts
Video runtime
2m 12s
Average length
1m 06s
Measured directly from 2 videos with a duration reading, out of the posts we hold for this channel — not this channel’s whole posting history, only the sample this register has actually read. An exact reading to the second, taken from the post itself rather than from Telegram’s own rounded chrome, so it carries no ≈ mark.
Reaction mix
56 reactions across 8 posts, in 8 distinct kinds. The most used accounts for 37.5% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
❤
21
37.5%
👍
13
23.2%
🔥
12
21.4%
🎉
4
7.14%
😍
2
3.57%
🤩
2
3.57%
👏
1
1.79%
🤣
1
1.79%
No sentiment is inferred, and none should be read in. This table is ordered by count and by nothing else. Emoji do not carry stable meaning across languages or communities — 🙏 is thanks in one channel and mourning in another — so we publish which ones were pressed and how often, and pass no judgement on what an audience meant by them.
Precision. Telegram publishes reaction counts per emoji and short-forms each one — 4.34K, 1.2M — so any single kind at or above 1,000 reaches us at three significant figures, and only counts below 1,000 are exact. The shares above are ratios of those figures and carry the same error. This is also why the total here can differ slightly from a reaction total printed elsewhere on the page: both are sums of the same rounded parts, taken over samples with different edges.
Coverage. Reactions were read on 9 of the 14 sampled posts in this sample. Summed by Telegram’s own count on each post — not by adding up the per-emoji breakdown above — those same posts carry 56reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 14 most recent posts we hold, published 28 March 2026 to 29 June 2026, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.
Advertising
Ad load
21.4%
3 of 14 posts carry an ad marker
Regulatory tokens
3
posts carrying an erid · 3 distinct tokens
Median views · ads
174
over 3 measured posts
Median views · rest
159
over 10 measured posts
An ad marker, not a judgement about a post. A post is counted here because it carries one of two explicit markings: an erid token, which Russian law has required on paid placements since 2022 and which is issued against a specific advertising contract, or a #реклама / #ad hashtag in the body, which is the channel declaring it itself. The first is documentary; the second is a self-declaration and is weaker. No classifier reads the text and decides — nothing on this site guesses that a post is an advertisement.
This is a floor, and it can only ever be a floor.A channel that runs paid placements without marking them produces no marker for us to count, and an unmarked ad is indistinguishable from an ordinary post on the public surface. The ad load above therefore means “the share of posts that declared themselves”, never “the share of posts that were paid for”. A low figure is not evidence of a channel that runs few ads.
Both figures are medians, and no ratio between them is published. Each is a view reading that actually occurred on a post, picked by percentile_disc rather than averaged, so one viral post cannot move it and no interpolated value is invented between two readings. The sample on one side is under five posts, which is too thin to compare. The two figures are shown side by side with the count behind each, and deliberately not divided into a headline like “ads get x% fewer views” — an arithmetic that is easy to print and, at this sample size, means nothing.
Advertising tokens recorded on this entry
erid
Posts
First seen
Last seen
2Vtzquft19x
1
1 April 2026
1 April 2026
2VtzqvfmJzr
1
12 April 2026
12 April 2026
2VtzqwpYjZq
1
1 May 2026
1 May 2026
A token repeated across several posts is one advertising contract placed more than once, which is what the identifier is for. The strings are reproduced exactly as they appeared in the post or in its click-through URL and are not validated against any registry — we record the marker a channel published, and whether it resolves to a real contract is a question for the register that issued it.
Measured over the 14 most recent posts we hold, published 28 March 2026 to 29 June 2026. Views are the latest single reading held for each post, and any reading at or above 1,000 is rounded by Telegram to three significant figures.
Сегодня наши коллеги выступили на форуме «Импульс в будущее». в г.Новокузнецк.
🟡Наталия Кочетулина представила диагностику «Кто ты в мире ИИ». Четыре роли: Оператор, Навигатор, Критик, Создатель. Навигатор — ключевая позиция: он формулирует цель, проверяет гипотезы и отвечает за результат.
🟡Александра Качесова разобрала два готовых сценария. Первый — создание структурированного конспекта с брендовым оформлением из …
Привет, друзья! Давно не виделись!
Станьте навигатором в мире ИИ: как не потерять качество, когда 80% работы делает нейросеть
29–30 июня в Новокузнецке пройдёт форум социальных предпринимателей «Импульс в будущее». Кафедра Goodline — партнёр форума. Наша миссия — готовить лидеров, способных менять городскую и социальную среду.
Одним из спикеров от кафедры Goodline выступит Александра Качесова, продакт-менеджер и м…
В канале Городского университета 2.0 наш эксперт Марина Семехина поделилась инсайтами по работе с ИИ. Мы видим в этом большой потенциал, особенно для тех, кто хочет быстрее тестировать гипотезы и создавать цифровые продукты самому.
А как ты используешь ИИ в своих задачах?
Advertisementerid 2VtzqwpYjZqForwarded from @cityuniversity2_0Video
Для городских продюсеров, работающих над развитием территорий и созданием общественных пространств, цифровые инструменты часто становятся точкой входа в проект.
Искусственный интеллект позволяет быстрее тестировать идеи, создавать прототипы сервисов для жителей и автоматизировать сбор обратной связи без привлечения больших команд разработчиков.
Это даёт возможность больше времени уделять самой сути — развитию город…
Привет, друг! В эфире рубрика #ИИнавигатор 🧡
В первом посте этой рубрике мы рассказали о том, кто этот загадочный ИИ-навигатор.
А сегодня поговорим о ролях!
В современной цифровой среде можно выделить четыре уровня работы с нейросетями:
1️⃣Пользователь — использует готовые инструменты. Написал промпт — получил ответ.
Стартовая и базовая точка для всех!
2️⃣Оператор ИИ — владеет инструментами и умеет их применять…
Доброе воскресное!
В этот прекрасный выходной день делимся небольшой экскурсией по нашей платформе для джунов и начинающих разработчиков Ясенкейс.
В новом видео рассказываем, что найти на платформе, как зарегистрироваться и отправить решение на проверку. В общем, снимаем твой первый страх перед знакомством с платформой 😌
Заходи, регистрируйся, первые 4 кейса уже ждут!
Реклама. ООО «Е-Лайт-Телеком» ИНН 4205025388
…
📌 ИИ-дайджест: всё самое важное в одном посте
Друзья, накопилось много материалов про нейросети, и мы решили собрать их в один пост, чтобы вы ничего не пропустили. Здесь всё про ИИ: от базовых понятий до рабочих кейсов и нового курса.
Листайте, сохраняйте, применяйте!
#ИИнавигатор
Про то, что это вообще такое и как работать с ИИ осознанно.
[Первый пост из этой рубрики здесь]
#ИИкейсы
Реальные примеры: как мы нас…
Как устроен Ясенкейс
Мы уже делились с вами новостью, что запустили платформу Ясенкейс для джун‑разработчиков с реальными кейсами.
Сегодня рассказываем, как устроен Ясенкейс: откуда берутся задачи, кто их проверяет и почему кейсам можно доверять. В карусели подробная анатомия одного кейса.
Заходи на Ясенкейс, выбирай кейс по своему стеку и решай. Регистрация и первые 3 кейса доступны бесплатно!
Реклама. ООО «Е-Ла…
Друзья, напоминаем, что мы есть и в ВК.
Там дублируем все посты, новости и полезные материалы Кафедры Goodline, чтобы вы не пропускали важные обновления.
Подписывайтесь, чтобы оставаться с нами на связи 🧡
Наши партнёры из «Атвинты» приглашают дизайнеров, маркетологов и предпринимателей на бесплатный вебинар про нейросети. Разберут, какие инструменты работают, сколько это стоит и как использовать ИИ себе в плюс ⬆️
Showing the 12 most recent of 14 posts we hold for @kafedragoodline. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked ≈ was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.
Polls
The poll we hold for this entry, as Telegram rendered it when we read the post. A poll’s figures keep moving after that, so each one is dated.
Пользователь: пишу промт и сразу забираю результат36%
Оператор: понимаю, какой инструмент под какую задачу и комбинирую их50%
Навигатор: строю процессы, управляю ими и проверяю качество14%
Создатель: пишк код моделей и обучаю нейросети0%
Shares as published. No per-option vote count is published by Telegram, so none is shown.
Percentages only — there are no per-option vote counts here, because Telegram publishes none.The public post preview gives each option’s share and a single voter total, and nothing else. Multiplying one by the other would produce a per-option tally that looks measured and is not: the shares are rounded to whole numbers before we ever see them. We print what was published and leave the column that does not exist empty.
The shares need not add up to 100.Rounding alone puts many polls at 99 or 101. A poll that allows more than one answer per voter runs well past 100 by design, and several here do. The bars are drawn against a fixed 100% track at each option’s own percentage rather than normalised to the total, so a poll that exceeds it shows that it does instead of being quietly rescaled.
Read from the 14 most recent posts we hold, published 28 March 2026 to 29 June 2026. Telegram labels each poll by kind — an anonymous poll, a quiz, a closed set of final results — and that label is reproduced rather than paraphrased.
Citation-graph rank
Citation-graph rank — 266,331 of 1,625,404entries in the measured graph. A weighted position computed from the forward and mention edges below — republished posts weigh more than named mentions — and recomputed periodically, over the whole graph. Published only as this ordinal position, never as a score: a position is a fact, and a score printed beside one channel’s name would read as a verdict this register does not make. The two counts beneath stay separate for the same reason mentions are never summed with forwards anywhere else on this page — a named-by count costs nothing to manufacture. The top 100 by this measure, or how it is computed.
Forward network
Republished by
Channels on the register that have forwarded this channel's posts into their own feed.
Built only from forwarded posts we have actually read, on both sides. Coverage is early and deliberately incomplete: a missing link means we have not read the post that would prove it, never that the relationship does not exist. Counts are distinct forwarded posts observed, so they only ever go up as we read more.
Mentions
Named by 1 registered channel — every channel on the register whose own posts have named this one, by its current username or any other username it currently holds, merged from two separately captured readings of the same fact so a namer caught by only one of them is not missed and a namer both caught is not counted twice. A username this channel has since dropped is not matched — that handle may belong to someone else now, and crediting today’s namer to yesterday’s owner would misattribute it.
Named by
Channels on the register whose posts name this channel's handle.
A mention is a weaker signal than a forward and is counted separately for that reason — naming a channel is not republishing it, and a handle in a post body is easy to place deliberately. The post counts beside each row below are distinct posts in which the handle appeared, from posts we have read on both sides — the “Named by N registered channels” figure above is a different count, of distinct NAMING CHANNELS rather than posts, and is not the sum of the rows under it.
Cite this entry
A live page changes as we take new readings, so a citation should name the measurement it is based on, not just the URL. The line below cites the subscriber count as measured 25 August 2026 — this
entry's latest reading, not the date you are reading this.
“Кафедра Goodline” (@kafedragoodline), 312 subscribers as measured 25 August 2026. Telegram Register, tgregister.com/channel/kafedragoodline.
Full measurement history, CC BY 4.0. Every reading this register holds for this entry, not just the latest one, as a dated, downloadable record: CSV · JSON. Free to use with attribution to tgregister.com. Each file carries its own generation timestamp, which is the figure to cite for exactly when the data was retrieved.