Telegram RegisterThe public register of Telegram

Channel

Acid Crunch — AI, GameDev, R&D, нейросети и GPT хаки

@AcidCrunch

On this record: Growth · Engagement · What this channel posts · Reactions · Stars · Advertising · Posts · Polls · Citations · Cite this entry

9,608subscribers

+63 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of 3,162–10,000.

Register entry

Telegram ID-1002232794854
TypeChannel
Username@AcidCrunch
Description⚡️ AI в GameDev и Media — через нейросети и личный R&D 🎯 Новости, эксперименты, prompts, tutorials и хаки Чат: https://t.me/+A--pIccfkaQyZWIy
CreatedBetween 1 June 2024 and 30 September 2024— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded6 August 2026
Last confirmed live12 August 2026
Measurements held4
Confirmed unchanged1 time, most recently 12 August 2026
On Telegramt.me/AcidCrunch

Growth

9,5279,6089,567.56 August 2026 — 9,545 subscribers6 August 2026 — 9,544 subscribers8 August 2026 — 9,527 subscribers12 August 2026 — 9,608 subscribers6 August 202612 August 2026
4 measurements spanning 6 days, net +63. 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 9,515–9,620 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
12 Aug 2026, 06:049,608+81
8 Aug 2026, 21:109,527-17
6 Aug 2026, 07:409,544-1
6 Aug 2026, 06:039,545first reading

Engagement

22 posts held, back to 29 July 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 14 pagesof Telegram’s post history, 20 posts per page.

ERR · 30 days
13.4%
avg views ÷ 9,608 subscribers
Avg views / post
1,280
22 posts measured
Reaction rate
1.10%
reactions ÷ views · ER floor
Posts in window
22
of 22 held

ERR is average views per post over the last 30 days divided by subscribers, the definition TGStat uses, so this figure is comparable with the one you will see elsewhere. It falls structurally as a channel grows: a high ERR on a small channel and a low one on a large channel describe reach mathematics, not quality. We publish the figure and the sample it came from and pass no verdict on it.

ER is defined industry-wide as (forwards + reactions + comments) ÷ views— note the denominator is views, not subscribers. Telegram’s public web preview carries views and reactions but not forward or comment counts, so the reaction rate above is the reactions term only and is therefore a floor: the true ER for this channel is higher by an amount we have not measured and will not estimate. It is computed over the 19 of 22 measured posts that carry a reaction reading, and over those same posts' views.

What these figures were computed from
WindowRolling 30 days · latest post in window 12 August 2026
Posts held22 (29 July 202612 August 2026)
Views total28,255
Reactions total276
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken12 Aug 2026, 15:01 UTC

Views are a single reading per post, taken at the time above. A post published in the last day or two is still accumulating views, which pulls the 30-day average down slightly. That is a property of the standard definition rather than a fault in it, so we keep the definition rather than “correcting” the number into something nobody can reproduce.

Precision. Telegram publishes view counts on its public widget in short form — 8.12K, 3.7M — so any reading at or above 1,000 reaches us rounded to three significant figures, and only counts below 1,000 are exact. Averages and rates derived from them are shown to the same precision rather than to the unit: a figure like 3,701,250 would assert digits nobody measured.

Reaction counts are published per emoji and rounded the same way, so a total below 1,000 is exact and a larger one is a sum that may carry a rounded component from each emoji above 1,000. Because it is a sum, it does not look rounded — read a large reaction total as three significant figures per contributing emoji rather than as the figure it prints.

What this channel posts

Photos
1,230
Videos
857
Links
1,020

Lifetime counters from Telegram’s own channel header, read 12 August 2026 — not the date at the top of this page, which is when the subscriber count was last read. A count marked was rounded by Telegram before we ever saw it — t.me prints these counters in full below 1,000 and to three significant figures above, so ≈142,000 means somewhere between 141,500 and 142,499.

Video runtime
1m 33s
Average length
23s

Measured directly from 4 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

276 reactions across 19 posts, in 9 distinct kinds. The most used accounts for 33.3% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
🔥9233.3%
8731.5%
custom 52603707732766519262910.5%
🍌269.42%
custom 5260581076350305439186.52%
🤯93.26%
🌭62.17%
👀62.17%
💯31.09%

Custom emoji. 2 of the rows above are Telegram custom emoji, which the public preview renders as an element carrying only a numeric id — no character, and no image we can reach. The id is printed as-is rather than substituted with a look-alike glyph, because a stand-in would be our invention showing where a measurement should be. The counts beside them areTelegram’s.

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 19 of the 22 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 276reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 22 most recent posts we hold, published 29 July 2026 to 12 August 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.

Telegram Stars

Stars received
13
across the posts below
Posts paid on
11
of 22 we hold a reading for · 50%
Most on one post
3
single highest reading

A paid reaction is a reader spending Telegram Stars — bought with money — on a post by @AcidCrunch. Telegram publishes the count on the public post preview alongside ordinary reactions, and this register reads it there. It is the only figure on this site that measures money moving rather than attention.

Stars are not reactions, and the two are never added. They are rendered in the same strip on Telegram and counted in the same shape, but one is a tap and the other is a purchase. The reaction totals and the engagement rate elsewhere on this page exclude every figure in this section, and no rate here is computed against a reaction count.

This is not revenue, and we publish no currency figure. What a Star costs a reader and what it pays a channel are different numbers, Telegram takes a share we cannot observe, and the terms have changed. Converting a Star count into money would be an estimate dressed as a measurement, so the count is where we stop.

Counted over the 22 most recent posts we hold for this entry, published 29 July 2026 to 12 August 2026. Star counts above 1,000 reach us in Telegram’s short form and carry the same three-significant-figure rounding as everything else on this page.

Advertising

Ad load
4.55%
1 of 22 posts carry an ad marker
Regulatory tokens
1
posts carrying an erid · 1 distinct token
Median views · ads
1,330
over 1 measured post
Median views · rest
1,320
over 21 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
eridPostsFirst seenLast seen
2Vtzqx6L4pi12 August 20262 August 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 22 most recent posts we hold, published 29 July 2026 to 12 August 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.

Recent posts

12 Aug 2026, 13:07 UTC362 viewsread 12 August 2026
Photo

У Змеек вышел новый полный метр аж на 2 часа хронометража. Кэл, Хорас и Оли — три лондонских рэпера, которым уже под тридцать, а карьера все еще топчется на месте. Они разносят пустой зал убийственным сетом, получают угрозы от криминального босса, которому принадлежит клуб, и едва не распадаются. После восьми пинт Кэла наконец посещает гениальная идея: снять клип в джакузи, сделанной из лодки. Подходящая шлюпка нах

11 Aug 2026, 22:26 UTC713 views18 reactions1 Starread 12 August 2026
Video

Немного нейронаучпопа для тех, кто любит почитать Лайфхаки и приемчики слегка поднадоели. Хочется ненадолго выдохнуть, расслабиться и просто раствориться в писанине. Думаю, иногда буду выпускать статьи на темы, которые мне самому интересны. Получится что-то вроде смеси мыслей, дизайна, обывательской философии и AI. Первая статья называется «Очеловечивание». Для нее я где-то поресерчил, где-то докинул собственных н

11👀3custom 52603707732766519262🌭1🍌1

9 Aug 2026, 17:36 UTC980 views7 reactions1 Starread 12 August 2026
Video

В Figma появились вложенные папки. Теперь папки можно создавать внутри других папок, выстраивая многоуровневую структуру для файлов и проектов. Вместе с этим Figma обновила логику шаринга и прав доступа для такой структуры. Функцию уже начали раскатывать, в течение нескольких недель она станет доступна всем пользователям. 😂 Твой Crunch

custom 526037077327665192643

8 Aug 2026, 17:01 UTC≈1,190 views8 reactions1 Starread 12 August 2026

Дизайнеры и подписчики, этого перчика я знаю уже 7 лет. Юный гений пришёл в профессию в 16 лет и уже тогда выдавал на редкость шикарные дизайн-решения. Так что советую подписаться и почитать, о чём он вещает! ❤️ 😂 Твой Crunch

8

8 Aug 2026, 16:59 UTC≈1,050 views7 reactions1 Starread 12 August 2026
Forwarded from @izyanov_designPhoto

Мы нащупали идеальное применение вайбкодинга в продукте Дано: - нехватка дизайнеров - B2B-стрим админки: сложный сам по себе, в макетах чёрт ногу сломит плюс другие проблемы заброшки - объёмная задача из этого стрима - отдельный репозиторий с компонентами админки и скиллами для ИИ-агента, в том числе дизайн-скиллом Процесс: 1. Менеджер идёт копать задачу: формулирует проблему, общается с пользователями, выясняет по

4🔥3

5 Aug 2026, 18:35 UTC≈1,270 views16 reactionsread 12 August 2026
Photo

Kandinsky 3D: СберКот вышел за рамки плоскости Решил проверить Kandinsky 3D по рабочим моментам и сгенерил там СберКота. По-моему, получилось збс: сидит уверенно, формы смотрятся авторитетно. Такой не просит корм, он одобряет тебе кредит на него. Как тебе результат? Присылай в комментарии свои 3D-эксперименты. Сервис А если серьёзно, пацаны сделайте Сберкота это всё же наш маскот. И вход не только по SberID, не

🔥11🌭21👀1custom 52605810763503054391

5 Aug 2026, 17:04 UTC≈1,250 views4 reactions1 Starread 12 August 2026

Привет! Советую посмотреть и подписаться на моего товарища сеньора-генеративщика, если ещё этого не сделал! 😂 Твой Crunch

custom 52605810763503054394

4 Aug 2026, 20:32 UTC≈1,480 views24 reactions1 Starread 12 August 2026
Photo

Дизайнерам подборочка Нашёл Klikkenthéke — огромный каталог современного веб-дизайна, в котором собрано почти 1400 сайтов. Главная фишка нормальный поиск. Референсы можно фильтровать по 172 тематикам и 108 стилям: от минимализма, Баухауса и брутализма до нестандартных сеток, крупной типографики, параллакса и анимаций. Есть фильтры по цвету, стране, шрифту, дизайнеру и разработчику. Удобно, когда нужно что-то конкр

🔥148custom 52605810763503054392

3 Aug 2026, 10:14 UTC≈1,320 views20 reactions1 Starread 12 August 2026
Photo

Что есть искусство? Трудности перевода Начну, как всегда, с водяной прелюдии. Мы с женой по возможности ходим на разные выставки. Особенно люблю смотреть работы молодых современных художников. В том же МИФе частенько выставляют очень сильные работы с привкусом чертовщины и русской идентичности. Ещё люблю цифровые выставки с элементами нейросетей, игрой света и взаимодействием со зрителем. Но есть одна вещь, которая

custom 526037077327665192686🍌5👀1

2 Aug 2026, 13:50 UTC≈1,330 views17 reactionsread 12 August 2026
Advertisementerid 2Vtzqx6L4piPhoto

Разворачиваем LLM в корпоративном контуре и подключаем агента на OpenClaw 6 августа в 16:00 команда VK Cloud проведет практический воркшоп. За 90 минут онлайн-кодинга развернем языковую модель на облачной GPU и подключим агента на OpenClaw — open-source фреймворке для LLM-агентов. Подойдет тем, кто работает с чувствительными данными, но не может использовать внешние API и загружать в сторонние сервисы документы по

🍌74🔥2🌭1👀1custom 52603707732766519261custom 52605810763503054391

1 Aug 2026, 11:51 UTC≈1,810 views29 reactions1 Starread 12 August 2026
Video

Grok Imagine получила обновления, включающие функцию голосовой согласованности, поддержку нескольких источников, преобразование текста в видео и встроенную поддержку разрешения 1080p! Пользователи смогут использовать функцию @-тегирования для ссылок на файлы через агент Grok Imagine, чтобы повторно использовать ранее созданные персонажи с сохранением их голоса. Теперь доступно для подписчиков SuperGrok Plus и Heavy

🔥224💯3

1 Aug 2026, 11:41 UTC≈1,380 viewsread 12 August 2026
Poll

Кем работаешь, чем маешься?

  1. AI-креатор / Реклама34%
  2. Дизайнер (Любой)31%
  3. Разработка / Vibe-Coding26%
  4. Продюсирование / Менеджмент8%
  5. GameDev / 3D11%
  6. Motion Design12%
  7. Учусь или меняю профессию11%
  8. В нейронках for Fun30%

The shares total 163%, above 100: this poll accepts more than one answer per voter. No per-option vote count is published, so the number of voters who chose each option is not derivable and is not shown.

Showing the 12 most recent of 22 posts we hold for @AcidCrunch. 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.

Stars beside a post are paid reactions — Telegram Stars, bought with money and spent on that post. They are a different unit from reactions and are never added to them, here or anywhere else on this page.

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.

1 Aug 2026, 11:41 UTCAnonymous Poll189 voters

Кем работаешь, чем маешься?

  1. AI-креатор / Реклама34%
  2. Дизайнер (Любой)31%
  3. Разработка / Vibe-Coding26%
  4. Продюсирование / Менеджмент8%
  5. GameDev / 3D11%
  6. Motion Design12%
  7. Учусь или меняю профессию11%
  8. В нейронках for Fun30%

The shares total 163%, above 100: this poll accepts more than one answer per voter. No per-option vote count is published, so the number of voters who chose each option is not derivable and is not 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 22 most recent posts we hold, published 29 July 2026 to 12 August 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 — 25,188 of 1,160,990entries 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

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 5 registered channels — 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.

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 12 August 2026 — this entry's latest reading, not the date you are reading this.

“Acid Crunch — AI, GameDev, R&D, нейросети и GPT хаки” (@AcidCrunch), 9,608 subscribers as measured 12 August 2026. Telegram Register, tgregister.com/channel/AcidCrunch.

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.