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Channel

MAR!O строит системы

@mario_vibe

Not marked by Telegram, checked 1 October 2026

On this record: Growth · Engagement · What this channel posts · Reactions · Posts · Polls · Telegram's recommendations · Cite this entry

458subscribers

Risers and fallers across the register · movement among entries of Under 1,000.

Register entry

Telegram ID-1002207298886
TypeChannel
Username@mario_vibe
CreatedBetween 1 June 2024 and 30 September 2024 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded30 September 2026
Last confirmed live30 September 2026
Measurements held1
On Telegramt.me/mario_vibe

Growth

Growth history is still building. We hold one measurement for this entry. A trend needs at least two, taken days apart — so this will fill in on its own rather than being estimated. We do not publish numbers we have not measured.

Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
30 Sept 2026, 11:22458first reading

Engagement

20 posts held, back to 2 May 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 page of Telegram’s post history, 20 posts per page.

ERR · 30 days
56.3%
avg views ÷ 458 subscribers
Avg views / post
258
8 posts measured
Reaction rate
4.21%
reactions ÷ views · ER floor
Posts in window
8
of 20 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 6 of 8 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 24 September 2026
Posts held20 (2 May 2026 – 24 September 2026)
Views total2,064
Reactions total62
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken30 Sept 2026, 11:22 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
39
Videos
2
Links
39

Lifetime counters from Telegram’s own channel header, read 30 September 2026 — not the date at the top of this page, which is when the subscriber count was last read. Below Telegram’s rounding threshold, so these counts are exact.

Video runtime
16s
Average length
16s

Measured directly from 1 video 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

182 reactions across 14 posts, in 3 distinct kinds. The most used accounts for 65.9% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
👍12065.9%
🔥3519.2%
❤2714.8%

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 14 of the 20 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 182 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 20 most recent posts we hold, published 2 May 2026 to 24 September 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.

Recent posts

24 Sept 2026, 13:29 UTC148 views11 reactionsread 30 September 2026

Я строю систему, которая будет создавать другие системы для бизнеса. Не шаблонные сайты и боты, а решения под конкретную задачу предпринимателя. Например: нужно автоматически обрабатывать заявки, контролировать продажи, собирать данные из разных сервисов, готовить отчёты, искать проблемы в бизнесе, автоматизировать работу сотрудников. Предприниматель формулирует, что ему нужно получить. Дальше моя система сама р…

👍11

21 Sept 2026, 11:58 UTC207 views12 reactionsread 30 September 2026

А все началось с того, что я определил 3 системы которые нужно построить себе с нуля для моего основного продукта. Но мне реально стало лень и влом тратить время на сидение за компом для написания кода. Ведь последний продукт я строил почти 4 месяца по 10 часов в сутки. Ну на фиг. Лучше сделаю слой - который сам будет делать за меня. В итоге я создаю систему, которая будет создавать системы. Ну и к ней еще систему…

👍10❤2

21 Sept 2026, 11:52 UTC194 views9 reactionsread 30 September 2026

Сейчас APOFIS уже умеет не просто «писать код», а вести задачу целиком. Я могу дать ему Mission обычным языком, дальше система сама: 🤝разбивает работу на этапы; 🤝отдаёт задачи моделям; 🤝ведёт работу в отдельных Git-ветках; 🤝проверяет изменения, тесты и доказательства; 🤝отправляет работу на review; 🤝при ошибках сама запускает доработку; 🤝восстанавливается после падений и перезапусков; 🤝доводит задачу до финальной пр…

🔥5👍3❤1

13 Sept 2026, 13:14 UTC281 views11 reactionsread 30 September 2026

По логике это должно все работать. Сейчас буду тестовую задачу давать - создать самому себе удобный интерфейс управления в Telegram. То есть. Apofis - автономная разработки должна разработать удобную панель управления в телеграм без моего участия. Поставлю работать - утром гляну. Как думаете будет работать?

❤7👍3🔥1

8 Sept 2026, 12:42 UTC339 views7 reactionsread 30 September 2026
Photo

вайбкожу потихоньку. В крипте на пенсию не заработал) Придется тут)

❤4👍2🔥1

8 Sept 2026, 04:27 UTC324 viewsread 30 September 2026

Кто там следит за крипто? Че то интересног опроисходит в активностях? Дропы дают? Смотрю что какие то монеты норм так вырасли) Аж забыл что такое фомо) У кого то что то получается? Лайтер по 5 баксов)) Лол) Zcach - 1100$

23 Aug 2026, 01:23 UTC502 views23 reactionsread 30 September 2026

План такой. На неделе покажу кейс внедрения ИИ системы в завод. Как создавал, что на выходе для клиента получилось, как это работает и т.д. Потом буду показывать как работают мои системы, заменяющие помощников: агент - маркетолог, агент - сммщик, агент - скрапер и другие. Задача: показать как работают ии системы и где их можно применять в реальных бизнесах, а не на бумаге и в фантазиях. Приходите в Гараж, эта гр…

👍13❤5🔥5

20 Aug 2026, 12:33 UTC458 views7 reactionsread 30 September 2026

Меня часто посещают гениальные идеи. Чтобы их фильтровать, начал прогонять через один скил для Claude Code. Ты прогоняешь идею через допрос: он не даёт перепрыгнуть развилку, которую ты не заметил, и не спрашивает раньше, чем вопрос имеет смысл. На выходе - список принятых решений и отдельно список рисков, которые ты принял осознанно, а не проглядел. Выложил его вместе с инструкцией в новом чате - «Гараж». Собираем…

👍4🔥2❤1

20 Aug 2026, 07:58 UTC371 viewsread 30 September 2026
Poll

Интересно. Сколько вас-людей из крипты, перешли в ИИ, вайбкодинг?

  1. Я.28%
  2. Нет. Я в крипте.36%
  3. Ушел на завод.46%

The shares total 110%, 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.

2 Aug 2026, 11:19 UTC599 views23 reactionsread 30 September 2026

Собрал агента, который сам анализирует нишу под закупку рекламы в Telegram. Задаёшь тематику и страну - он идёт по каталогу каналов, отсеивает нерелевантные, снимает охваты и вовлечённость, находит контакты менеджеров, сам пишет им и узнаёт цену, считает стоимость тысячи показов и выдаёт готовую таблицу с вердиктом: брать, дорого или мимо. То, на что вручную уходят часы перебора сотен каналов, он делает фоном и почти…

👍21❤2

Showing the 12 most recent of 20 posts we hold for @mario_vibe. 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.

20 Aug 2026, 07:58 UTCAnonymous Poll94 voters

Интересно. Сколько вас-людей из крипты, перешли в ИИ, вайбкодинг?

  1. Я.28%
  2. Нет. Я в крипте.36%
  3. Ушел на завод.46%

The shares total 110%, 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 20 most recent posts we hold, published 2 May 2026 to 24 September 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.

Appears in Telegram’s recommendations for other channels

The reverse of the list above, and a different kind of signal. This does not require this channel to have ever been asked about directly — each row below is a channel we DID ask Telegram about, whose Telegram-generated list happened to include this one. A channel can appear here with an empty list above it, because being named by someone else’s query is independent of having been queried itself.

Arbitrage Services
@Arbitrage_Services · 23,192
Telegram ranks this channel #66 of 71 here — alongside 70 others — read 30 September 2026

This channel appears in 1 seed channel's Telegram-generated recommendation list in total. Each is Telegram’s list for THAT channel, not this one — see how this is measured.

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 30 September 2026 — this entry's latest reading, not the date you are reading this.

“MAR!O строит системы” (@mario_vibe), 458 subscribers as measured 30 September 2026. Telegram Register, tgregister.com/channel/mario_vibe.

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.