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Channel

Железный гений

@irongenius

On this record: Topic · Observations · Also posting the same content · Growth · Engagement · What this channel posts · Reactions · Posts · Citations · Telegram's recommendations · Cite this entry

3,795subscribers

-58 since we began measuring on 7 August 2026

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

Register entry

Telegram ID-1001657524146
TypeChannel
Username@irongenius
CreatedBetween 1 December 2021 and 30 April 2023 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded7 August 2026
Last confirmed live10 September 2026
Measurements held12
Confirmed unchanged1 time, most recently 10 September 2026
On Telegramt.me/irongenius

Topic

Education — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-UD-Q6_K_XL, prompt version 1) read this channel’s own recent posts on 11 August 2026 and assigned it the closest of 31 fixed categories, at 53% confidence. This is a model’s judgement about what the channel is likely to be about, not a fact this register measured the way a subscriber count or a view count is measured — it can be revised on a later pass, and it carries no weight anywhere else on this page. How this classification works, and why it has no browse page of its own yet.

Observations

These are measurements, not verdicts. Each one below states something we counted, alongside the evidence it was counted from, so you can check it rather than take it. None of them is graded: every observation this register holds is recorded at severity 0, because the precision of the detectors behind them has not been measured yet, and a rating we cannot support is worse than none. Read each as a fact about the data, not as a judgement about the channel. How we measure.

Content that also appears on other registered channels

Posts published here appear word for word on 1 other registered channel. They sit inside a group of 3 channels that share the same post bodies with each other. The matching is on the text itself, not on Telegram’s forward marker, so it finds a copy whether or not it was labelled as one.

Matching posts — open both and compare (6 of the pairs behind the counts below)
Posted firstThenOverlapGap
@irongenius/1205 · this entry17 Jun 2026, 07:57 UTC@imichallenge/26517 Jun 2026, 07:57 UTC1.00under a minute
@irongenius/1207 · this entry25 Jun 2026, 17:03 UTC@imichallenge/26625 Jun 2026, 18:04 UTC1.0062 minutes
@irongenius/1212 · this entry30 Jun 2026, 10:42 UTC@imichallenge/27130 Jun 2026, 12:02 UTC1.0080 minutes
@irongenius/1215 · this entry4 Jul 2026, 09:40 UTC@imichallenge/2724 Jul 2026, 09:43 UTC1.003 minutes
@irongenius/1221 · this entry30 Jul 2026, 11:37 UTC@imichallenge/27331 Jul 2026, 15:10 UTC1.0028 hours
@irongenius/1222 · this entry31 Jul 2026, 15:09 UTC@imichallenge/27431 Jul 2026, 15:10 UTC1.00under a minute
Every channel this entry shares post bodies with
ChannelMatching postsText overlapTypical gapPublished first
@imichallenge6 (6/6 hand-verifiable sample passed)1.0032 minutesthis entry (60)

Text overlap is the Jaccard coefficient over the set of distinct three-word phrases in the two bodies: 1.00 is identical wording, and the threshold for counting a pair at all is 0.70. Candidates are generated by simhash LSH (4 x 16-bit bands, exact Hamming <= 3) verified against the bodies with Jaccard over the SET of distinct 3-word shingles. Published first counts which side of each matching pair carries the earlier timestamp — in this corpus, which is the limitation directly below.

What this cannot establish

MEASURED, DOMINANT ERROR SOURCE: a post ingested before 2026-08-06 may have carried a forward header that was not recorded. A 45-pair hand-check against live t.me pages found 14 (31%) where the live page shows a forward header naming the other channel and the database has none, plus 4 more (9%) naming a third party. The text match itself was wrong 0 times out of 45. Read attribution_capture.items_in_trusted_window before treating the unattributed count as a claim.

Telegram lets a channel forward a post with a header naming the source, and we only began reliably recording that header on 2026-08-06. None of the 0 matches recorded here fall after that date, so for this entry we cannot say whether any of them carried a credit. The duplication is measured; the absence of attribution is not.

“Published first” means first in this corpus. We hold 15 comparable posts for this entry, running 9 June 2026 to 31 July 2026. A channel we have read one page deep will look younger than a neighbour we have read in full, and the order would flip with no change in the underlying facts.

The detector’s own notes on this observation, as it recorded them. Names in this_style are fields of the underlying evidence record, which the plain-English paragraphs above read out for this entry.

  • Verbatim republication has three causes and the text separates only two: a clone/mirror, unattributed copy-paste, or BOTH channels copying a common third source that neither attributes. The spread filter (content held by at most 8 channels) reduces the third and does not remove it.
  • 'Earliest' means earliest IN THIS CORPUS. A channel ingested one page deep will look younger than a neighbour ingested in full; corpus_coverage above is there to be checked before the direction is believed.
  • shared_verified_est extrapolates the sampled pass rate over the full narrow match count; sampled/passed are the numbers actually measured.
  • Absence of a forward header is not proof of intent: Telegram lets a channel disable forward attribution, and a credit written in the body is not parsed as attribution here (mention_edge_either_way above is the closest available signal).

Across the whole group of 3, the earliest publisher we hold is @imichallenge. That is a statement about our reading window, not a claim of authorship.

Recorded under the key clone_source, last confirmed 8 August 2026. An observation that a later pass no longer finds is cleared, and a cleared observation is removed from this page rather than being shown struck through — we do not keep publishing a claim we have withdrawn. Dispute an observation.

Also posting the same content

This channel’s posts match, word for word or near enough, posts on 2 other registered channels, found by comparing text fingerprints across every channel on the register. That matching has been checked by hand against the live Telegram pages and found reliable — 0 wrong of 45 pairs re-read.

Which channel, if either, published first is deliberately not shown. The same hand-check found that reading wrong 18 of 45 times — 60%, no better than a coin flip — because it depends on how deep our own crawl happened to reach into each channel’s history, not on when the content was actually first posted. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Word-for-word matching has several ordinary explanations besides copying — a channel mirroring itself, an unattributed repost, or two channels independently repeating the same wire story — and this measurement cannot tell those apart. How this is measured.

Growth

3,7953,8533,8247 August 2026 — 3,853 subscribers7 August 2026 — 3,853 subscribers10 August 2026 — 3,850 subscribers13 August 2026 — 3,849 subscribers16 August 2026 — 3,844 subscribers19 August 2026 — 3,840 subscribers23 August 2026 — 3,833 subscribers26 August 2026 — 3,822 subscribers29 August 2026 — 3,814 subscribers2 September 2026 — 3,806 subscribers5 September 2026 — 3,799 subscribers10 September 2026 — 3,795 subscribers7 August 202610 September 2026
12 measurements spanning 34 days, net -58. 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 3,786–3,862 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
10 Sept 2026, 12:163,795-4
5 Sept 2026, 17:413,799-7
2 Sept 2026, 00:143,806-8
29 Aug 2026, 16:133,814-8
26 Aug 2026, 20:033,822-11
23 Aug 2026, 13:133,833-7
19 Aug 2026, 13:133,840-4
16 Aug 2026, 20:433,844-5
13 Aug 2026, 05:543,849-1
10 Aug 2026, 14:333,850-3
7 Aug 2026, 13:453,853no change
7 Aug 2026, 12:333,853first reading

Engagement

15 posts held, back to 9 June 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 3 pages of 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 15 posts for this entry, the most recent from 31 July 2026. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Video runtime
2m 31s
Average length
38s

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

96 reactions across 14 posts, in 10 distinct kinds. The most used accounts for 36.5% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
🔥3536.5%
3435.4%
👍77.29%
👌55.21%
🥰55.21%
😁33.13%
👏22.08%
💯22.08%
😍22.08%
🤣11.04%

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 15 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 96 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 15 most recent posts we hold, published 9 June 2026 to 31 July 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

31 Jul 2026, 15:09 UTC109 views4 reactionsread 8 August 2026

🔥 Эфир уже начался Подключайтесь прямо сейчас — разбираем, как использовать нейросети для результата, а не для траты времени. Сегодня показываем: — AI-персонажей — видео в Seedance — обновления платформы IMI — практические сценарии для контента и работы Заходите: https://start.bizon365.ru/room/104839/imi

🔥2😍2

30 Jul 2026, 11:37 UTC142 views7 reactionsread 8 August 2026
Photo

🔥 31 июля — прямой эфир IMI про нейросети Давайте проведем самый жаркий месяц вместе — в эфире, где покажем, как использовать ИИ не для бесконечных экспериментов, а для результата. Без хаоса, лишних сервисов и траты времени. На эфире разберем: — как создавать AI-персонажа; — как делать видеоролики с помощью Seedance; — какие обновления появились на платформе IMI; — как собирать нейросети в понятную систему для раб

3🔥2🥰2

20 Jul 2026, 15:11 UTC187 views9 reactionsread 8 August 2026
Photo

🤖Главные события недели в AI Вот что произошло в мире ИИ всего за одну неделю. Если вам кажется, что новости об искусственном интеллекте уже трудно успевать читать – вы не ошибаетесь. ⚫️Китай продолжает стремительно сокращать разрыв с США Последние модели от китайских компаний Moonshot AI, Alibaba и других уже демонстрируют уровень, сопоставимый с ведущими американскими разработками. Многие из них распространяются

🔥62👌1

17 Jul 2026, 17:41 UTC201 views8 reactionsread 8 August 2026
Photo

🤖 Роботы вышли в октагон: в Китае провели первый бой ММА между гуманоидами В Шэньчжэне стартовал Ultimate Robot Knock-out Legend — турнир по боям полноразмерных человекоподобных роботов. На ринг вышли машины T800 от компании EngineAI. Они наносили удары руками и ногами, выполняли броски и старались удержать равновесие после атак — почти как настоящие бойцы ММА. В финал прошли 32 команды, включая представителей Стэ

4🔥3👍1

10 Jul 2026, 10:06 UTC241 views6 reactionsread 8 August 2026
Video

⚽️ИИ показал национальные сборные так, как их сегодня видят миллионы болельщиков, и ролик уже стал вирусным. 🇫🇷 Франция – вся команда тянет сани вместе. Никакой зависимости от одной звезды: каждый вносит одинаковый вклад. 🇦🇷 Аргентина – на санях сидит Лионель Месси. Это отсылка к его легендарному статусу и тому, что команда долгие годы строилась вокруг него. 🇵🇹 Португалия – Криштиану Роналду тянет заметно сильнее

🔥32🤣1

6 Jul 2026, 11:05 UTC254 views9 reactionsread 8 August 2026
Photo

📚Основатель одного из самых скачиваемых приложений в мире посоветовал студентам остановиться и начать изучать математику. Павел Дуров создал Telegram с нуля и довёл его до аудитории более миллиарда пользователей. И его главный совет новому поколению никак не связан с изучением очередной нейросети или нового языка программирования. По его мнению, настоящее конкурентное преимущество даёт именно математика. Она учит м

5💯2🔥2

4 Jul 2026, 09:40 UTC223 views7 reactionsread 8 August 2026
Video

🎙Как превратить обычное фото товара в карточку товара с инфографикой? С нейросетями – за пару минут! 🎥 Мы сняли пошаговый видео-туториал на YouTube Смотреть: https://youtu.be/fa0g0EOE5dU?is=R1rAYYjsckXTBP95 На платформе IMIgo.ai есть функция, которая заменяет дизайнера и позволяет создавать продающие карточки товаров с помощью ИИ. Что можно сделать: - стильную визуальную презентацию товара - инфографику - реклам

🔥32👌2

3 Jul 2026, 08:42 UTC227 views7 reactionsread 8 August 2026
Photo

🔧Похоже, AI заменит не всех: Ford три года возвращала инженеров, так как ИИ не дал нужного результата Пока многие компании пытаются заменить людей искусственным интеллектом, Ford пришла к неожиданному выводу: без опытных инженеров AI не работает так, как ожидалось. За последние три года компания втихую наняла 350 инженеров-ветеранов – многие из них раньше работали в Ford или у поставщиков и вернулись, чтобы решить

🔥32😁2

1 Jul 2026, 18:51 UTC219 views8 reactionsread 8 August 2026
Photo

🤯Alibaba хотела “скопировать” Claude. Anthropic говорит: это была атака Представьте вы платите за Claude, решаете задачи, пишете код, строите агентов. А где-то параллельно кто-то делает то же самое — 28,8 млн раз. Через почти 25 тыс. фейковых аккаунтов. Собирает ответы. И учит на них свою модель. ❗Такую схему Anthropic называет крупнейшей известной дистилляционной атакой на Claude.❗ Что произошло По письму Anthro

👍4🔥3😁1

30 Jun 2026, 10:42 UTC198 views7 reactionsread 8 August 2026

⚡ИИ есть, но системы нет – результат всё еще случайный. Как это исправить? Вы уже попробовали нейросети на челлендже. И, скорее всего, заметили две важные вещи. 1️⃣ИИ действительно может ускорять работу 2️⃣Но сам доступ к нейросетям ещё не решает проблему Можно иметь десятки сервисов, сохраненные промпты и открытые вкладки – и всё равно тратить целый вечер на задачу, которую можно закрыть за максимум 30 минут. По

🔥32👏2

25 Jun 2026, 17:03 UTC244 views8 reactionsread 8 August 2026
Photo

0 рублей. 4 урока. 30 нейросетей. Готовы❓ Бесплатное обучение, после которого нейросети станут вашим рабочим инструментом, а не просто развлечением. Вы научитесь использовать AI для работы, создания контента, развития бизнеса и дополнительного заработка. Что вас ждёт: 1️⃣Топовые техники промптинга Научитесь составлять запросы так, чтобы получать точные, качественные и профессиональные результаты. 2️⃣Создание изо

5🔥3

17 Jun 2026, 07:57 UTC349 views3 reactionsread 8 August 2026
Photo

В 2026 году можно больше не снимать себя на камеру, чтобы вести блог 📹 Теперь это можно делать с помощью своего цифрового двойника. Персонажа, который выглядит как ты. Говорит как ты. Двигается как ты. Но при этом может оказаться где угодно и делать практически что угодно. Он может летать на драконе, выживать в апокалипсисе, серфить по гигантским волнам, попадать в мир Minecraft, фантастические вселенные или сюжет

👍2🔥1

Showing the 12 most recent of 15 posts we hold for @irongenius. 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.

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.

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.

Нейроконцентрат | нейросети, технологии
@AIConcentrate · 31,044
Telegram ranks this channel #5 of 95 here — alongside 94 others — read 6 September 2026
Беляк про нейросети
@belyakAi · 30,504
Telegram ranks this channel #6 of 91 here — alongside 90 others — read 7 September 2026
Илья Палий
@mirneyrosetey · 34,617
Telegram ranks this channel #6 of 88 here — alongside 87 others — read 3 September 2026
Арон Закрия
@aironzak · 118,869
Telegram ranks this channel #14 of 80 here — alongside 79 others — read 3 September 2026
Руслан Гамзатов | AI маркетинг
@AIGamzatov · 29,742
Telegram ranks this channel #19 of 88 here — alongside 87 others — read 8 September 2026
Смотри, Морозов и ИИ
@mmmorozov · 61,292
Telegram ranks this channel #32 of 96 here — alongside 95 others — read 23 August 2026
Артем Кей
@artemmkey · 31,425
Telegram ranks this channel #83 of 84 here — alongside 83 others — read 6 September 2026

This channel appears in 7 seed channels' Telegram-generated recommendation lists 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 10 September 2026 — this entry's latest reading, not the date you are reading this.

“Железный гений” (@irongenius), 3,795 subscribers as measured 10 September 2026. Telegram Register, tgregister.com/channel/irongenius.

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.