Заметки про технологии, GenAI и глобал стартапы, прагматично и без лишнего хайпа. Tech founder, эксперт по разработке и внедрению enterprise-grade AI автоматизаций, строю AI-first компании. Консультации и сотрудничество: @refatametov
Created
Between 1 September 2024 and 31 March 2025 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
Technology — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-FP8, prompt version 1) read this channel’s own recent posts on 11 September 2026 and assigned it the closest of 31 fixed categories, at 100% 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 the other topics.
Growth
59 measurements spanning 98 days, net +4,129. 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 10,812–16,179 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 59
Measured (UTC)
Subscribers
Change
12 Nov 2026, 11:56
15,560
+1,544
10 Nov 2026, 06:59
14,016
+480
8 Nov 2026, 16:07
13,536
+126
7 Nov 2026, 07:38
13,410
+66
6 Nov 2026, 09:16
13,344
+202
5 Nov 2026, 07:17
13,142
+87
4 Nov 2026, 07:38
13,055
+233
3 Nov 2026, 06:40
12,822
+167
2 Nov 2026, 06:55
12,655
+87
1 Nov 2026, 05:59
12,568
+48
31 Oct 2026, 05:11
12,520
+133
30 Oct 2026, 03:04
12,387
+220
29 Oct 2026, 00:56
12,167
+345
28 Oct 2026, 01:56
11,822
+36
27 Oct 2026, 05:21
11,786
+3
23 Oct 2026, 04:09
11,783
+2
22 Oct 2026, 05:00
11,781
+5
20 Oct 2026, 21:17
11,776
-1
19 Oct 2026, 19:57
11,777
+2
17 Oct 2026, 23:17
11,775
first reading
Engagement
55 posts held, back to 3 June 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 69 pages of Telegram’s post history, 20 posts per page.
ERR · 30 days
34.0%
avg views ÷ 15,560 subscribers
Avg views / post
5,290
10 posts measured
Reaction rate
1.17%
reactions ÷ views · ER floor
Posts in window
10
of 55 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.
What these figures were computed from
Window
Rolling 30 days · latest post in window 14 November 2026
Posts held
55 (3 June 2026 – 14 November 2026)
Views total
52,880
Reactions total
619
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
15 Nov 2026, 07:50 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
44
Videos
70
Links
277
Lifetime counters from Telegram’s own channel header, read 15 November 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
54s
Average length
18s
Measured directly from 3 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
4,095 reactions across 54 posts, in 13 distinct kinds. The most used accounts for 57.0% of them.
Every reaction kind recorded on the sample, most used first
Reaction
Count
Share
Share, drawn
🔥
2,335
57.0%
❤
841
20.5%
👍
719
17.6%
❤🔥
58
1.42%
🥰
40
0.977%
👏
29
0.708%
⚡
18
0.44%
✍
15
0.366%
🎉
12
0.293%
🦄
12
0.293%
🙏
10
0.244%
🤝
3
0.073%
🤩
3
0.073%
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 55 of the 55 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 4,175 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 55 most recent posts we hold, published 3 June 2026 to 14 November 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
374
across the posts below
Posts paid on
50
of 55 we hold a reading for · 91%
Most on one post
103
single highest reading
A paid reaction is a reader spending Telegram Stars — bought with money — on a post by @nobilix. 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 55 most recent posts we hold for this entry, published 3 June 2026 to 14 November 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.
Recent posts
Telegram’s own ‘edited’ marker: 2 of 10 posts held from the last 30 days (20.0%) carried it when this register last read them. The marker says a post was changed after publishing, not what it said before — this register holds the earlier wording only where an edit fell between two of its own reads (see the edit ledger and how it is measured).
#ReDigest
Продолжаем субботнюю рубрику, тут я кратко рассказываю про новости из мира технологий и AI, которые привлекли мое внимание.
Дайджест недели:
- Anthropic выпустила Fable 5.2 и Mythos 5.2: до 30% быстрее и на 1/5 дешевле. Умнее и сильнее в долгих задачах. Дали юзерам до 3х Fable резетов.
- Дженсен Хуанг ушел с поста CEO Nvidia после скандала с романами, один из них с женщиной, которую подозревают в шпиона…
Уже через полчаса выступаю на AI Dev Live - залетайте на эфир, кто может! Доклад называется "Evidence-based SDLC: проверить дешевле, чем предположить". Если коротко: код подешевел, а вместе с ним подешевел и прогон. Расскажу как эффективнее это использовать до кода, на проектировании, и после кода, на приемке. А также расскажу, что еще из этого следует, и поделюсь несколькими кейсами.
А тут, кстати, тизер вчерашнего…
Лучшие конференции делают не ивент-агентства, а сами спикеры - практики, увлеченные своим делом
Так, в прошлом году мы с друзьями-авторами собрали "гаражную" онлайн-конференцию AI Dev, и на нее пришло в несколько раз больше людей, чем мы предполагали даже в самых смелых прогнозах. И, судя по отзывам, людям очень зашло! 11-12 ноября делаем второй раз, и я снова в оргкоманде - расскажу, что в ней особенного и зачем пр…
#ReDigest
Продолжаем субботнюю рубрику, тут я кратко рассказываю про новости из мира технологий и AI, которые привлекли мое внимание.
Дайджест недели:
- Демократы выиграли выборы в США, многие обещали притормозить стройку дата-центров: под ударом половина планируемых мощностей. Рынок и так нервничал, и Nasdaq упал за день на 5,5%.
- OpenAI выпустила GPT-6 Cyber уровня Critical для отобранных клиентов. По заявлени…
Живой ассистент на созвонах с контекстом вашего проекта
Делюсь простым приемом, который заметно улучшил мои звонки.
Поймал себя на том, что во время некоторых встреч регулярно переключаюсь в текущую сессию Claude Code: типа уточнить факт, вспомнить реализацию, принятые ранее решения, проверить цифру и тд. Ведь активная сессия агента знает проект детальнее, чем я помню его в моменте, но я отвлекаюсь от разговора на …
#ReDigest
Продолжаем субботнюю рубрику, тут я кратко рассказываю про новости из мира технологий и AI, которые привлекли мое внимание.
Дайджест недели:
- OpenAI выпустила GPT-6.1 Terra, быструю модель для агентов: почти уровень Sol вдвое дешевле, сразу в Codex и API.
- Google анонсировала Gemini 4 Carbon: она возглавила обновленный индекс Artificial Analysis.
- Anthropic подала на IPO под тикером ANT: выручка за …
Почему вся продуктивность с агентами упирается в доверие.
Похоже, это общая история: в командах, с которыми я пересекаюсь, быстрее двигаются те, кто строит вокруг агентов системы и процессы, на которые можно опереться, и они им доверяют. А еще самый полезный вопрос последних месяцев у меня - где я все еще работаю "мясным прокси" между агентом и миром и как убрать себя оттуда, но не переживая за результат.
Внимание …
Большая часть людей оказалась в этом канале через одну из конференций, которую я организовывал
Конфы, которые мы делаем – комьюнити проекты. Это значит, что мы обычно делаем их своей тг тусовочкой, а все деньги, которые получаем с билетов, направляем на промо самой конфы (либо записей после)
На удивление, при всей "некоммерческости", получается качество, за которое не стыдно. Ну, вы сами скорее всего видели 😅
Толь…
#ReDigest
Продолжаем субботнюю рубрику, тут я кратко рассказываю про новости из мира технологий и AI, которые привлекли мое внимание.
Дайджест недели:
- Неделя тяжелых уязвимостей. В PHP, на котором работает большая часть сайтов, с помощью AI нашли две дыры, через которые сервер захватывают без пароля. В GitLab дыра на 10 из 10 во всех версиях с 2014 года. А LiteLLM два часа раздавала троян, крадущий ключи; и друг…
#ReDigest
Продолжаем субботнюю рубрику, тут я кратко рассказываю про новости из мира технологий и AI, которые привлекли мое внимание.
Дайджест недели:
- Google открыла Gemini 4 Argon для всех: API, AI Studio, Gemini. До 30 ноября промоцена $2/$10 за 1M.
- Meta выпустила Muse Wonder для агентов: по уровню близко к другим фронтирам.
- Anthropic перевела монорепо с git на свою систему Scion: агенты мержат до 30 тыс…
Сложные системы знаний умирают, текстовые файлы остаются. И при чем тут frontmatter.
Горячая тема последних лет: как строить "мозг компании", чтобы он одинаково хорошо работал для людей и агентов. Приходилось видеть, как компании строили, перестраивали и снова строили такие системы: сначала вокруг векторных БД, потом на графовых и самописных системах. Все это с болючими миграциями, а многие knowledge-системы сейчас …
#ReDigest
Продолжаем субботнюю рубрику, тут я кратко рассказываю про новости из мира технологий и AI, которые привлекли мое внимание.
Дайджест недели:
- OpenAI выкатила GPT-6 в ChatGPT для всех + новая фича Intelligent UI: ответ собирается из графиков, форм и виджетов по ходу генерации.
- Anthropic выпустила Claude Haiku 5.5 почти год с прошлого апдейта. Скакнули все метрики, особенно computer use, и сильно подеш…
🔥36❤15👍8⚡1
Showing the 12 most recent of 55 posts we hold for @nobilix. 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.
Posts edited after publishing
@nobilix edited 2 posts after it first published — the same permalink now carries different wording than the one this register originally read, caught because our own crawl held a copy of the earlier text.
An edit is not deception. Typo fixes, price updates and corrections look exactly like this too — this register can tell you the wording changed and when, not why. How this is measured.
First edit seen
23 August 2026
Most recent edit
1 September 2026
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 32 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. The 24 listed below are the most frequent namers; the rest are counted above but not each listed.
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 12 November 2026 — this
entry's latest reading, not the date you are reading this.
“Refat Talks: Tech & AI” (@nobilix), 15,560 subscribers as measured 12 November 2026. Telegram Register, tgregister.com/channel/nobilix.
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.