Telegram RegisterThe public register of Telegram

Channel

kaleos.p

@kaleos_pp

On this record: Growth · Engagement · What this channel posts · Reactions · Stars · Posts · Posts edited after publishing · Citations · Cite this entry

70,831subscribers

-174 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of 31,623–100,000.

Register entry

Telegram ID-1002093433296
TypeChannel
Username@kaleos_pp
DescriptionПолезные ресурсы для IT специалистов. Опрос: https://t.me/c/2093433296/1791 Сотрудничество и реклама: @dandy2q kaleos на бирже: https://telega.in/channels/kaleos_pp/card РКН- clck.ru/3FAnFT
CreatedBetween 1 November 2023 and 31 May 2024— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded7 August 2026
Last confirmed live12 August 2026
Measurements held7
Confirmed unchanged1 time, most recently 12 August 2026
On Telegramt.me/kaleos_pp

Growth

70,83171,00570,9187 August 2026 — 71,005 subscribers7 August 2026 — 71,005 subscribers8 August 2026 — 71,003 subscribers9 August 2026 — 70,974 subscribers10 August 2026 — 70,911 subscribers11 August 2026 — 70,867 subscribers12 August 2026 — 70,831 subscribers7 August 202612 August 2026
7 measurements spanning 5 days, net -174. 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 70,805–71,031 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
12 Aug 2026, 20:3470,831-36
11 Aug 2026, 20:3270,867-44
10 Aug 2026, 17:0070,911-63
9 Aug 2026, 17:0170,974-29
8 Aug 2026, 16:0871,003-2
7 Aug 2026, 19:0071,005no change
7 Aug 2026, 18:5571,005first reading

Engagement

30 posts held, back to 23 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 20 pagesof Telegram’s post history, 20 posts per page.

ERR · 30 days
20.4%
avg views ÷ 70,831 subscribers
Avg views / post
14,400
30 posts measured
Reaction rate
0.985%
reactions ÷ views · ER floor
Posts in window
30
of 30 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
WindowRolling 30 days · latest post in window 13 August 2026
Posts held30 (23 July 202613 August 2026)
Views total432,880
Reactions total4,263
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken13 Aug 2026, 22:28 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
1,970
Videos
276
Links
2,320

Lifetime counters from Telegram’s own channel header, read 13 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
48m 31s
Average length
12m 08s

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

4,263 reactions across 30 posts, in 25 distinct kinds. The most used accounts for 32.3% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
🤣1,37732.3%
🔥70716.6%
👍44710.5%
😁44210.4%
❤‍🔥2816.59%
🤬2455.75%
🤯2104.93%
💯1303.05%
👀1192.79%
🫡1082.53%
🎉791.85%
😭390.915%
🤔240.563%
🍾100.235%
60.141%
👌50.117%
👎50.117%
👏50.117%
💔50.117%
🥱50.117%
5 further kinds140.328%

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 30 of the 30 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 4,263reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 30 most recent posts we hold, published 23 July 2026 to 13 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
5
across the posts below
Posts paid on
4
of 30 we hold a reading for · 13%
Most on one post
2
single highest reading

A paid reaction is a reader spending Telegram Stars — bought with money — on a post by @kaleos_pp. 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 30 most recent posts we hold for this entry, published 23 July 2026 to 13 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.

Recent posts

13 Aug 2026, 21:01 UTC≈2,490 views31 reactionsread 13 August 2026
Photo

🚑 Достигнуты рассуждения уровня AGI⠀ ⠀ ⠀⠀ ⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀ ⠀ ⠀⠀ Подписаться

🤯14🤣12😭3🔥1😈1

13 Aug 2026, 12:10 UTC≈5,610 views281 reactionsread 13 August 2026
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😎 Человечество близко к невероятному открытию или... Перед вами график, на котором отображено количество новых работ по математике, опубликованных в интернете И если в 2021 году публиковалось около 3 тысяч математических работ в месяц, то к середине 2026-го — уже почти 6 тысяч Причина тряски? 👍— человечество вырастило поколение гениев математики 🔥— математики формируют термин Vibe-mathematic https://arxiv.org/yea

🔥243👍17🤣14❤‍🔥7

13 Aug 2026, 08:30 UTC≈6,350 views19 reactionsread 13 August 2026
Photo

🤔 Итак, намечается что-то интересное: В этом году Ozon Tech снова проводит E-CODE — конференцию, которую ждут весь год. Даты: 12 и 13 сентября, Москва. Как обычно, мероприятие пройдет с размахом: 🟣Днём придется поскрипеть мозгами(по желанию, конечно же), потому что будут: 7 хардовых технических треков, учёные, популяризаторы науки и топ-менеджеры. Всё, что будет со сцены, это контент, за которым стоит опыт. 🟣А веч

❤‍🔥9🔥4👍3🤣2🤯1

12 Aug 2026, 21:26 UTC≈7,680 views133 reactionsread 13 August 2026
Photo

«мы изолировали агента в песочнице» тем временем агент: Подписаться

❤‍🔥74😁37🤣18👍4

12 Aug 2026, 12:41 UTC≈8,950 views149 reactionsread 13 August 2026
Photo

🤔 Разраб дал своим агентам отдельный канал для общения. Через Slack, Linear и Notion они координируют свою работу и проводят совещания "Сегодня, один из них извинился за то, что "отсутствовал все выходные" WTF???" — написал у себя в блоге разработчик Мне кажется, еще чуть-чуть и они создадут профсоюз 🍿 Подписаться

🤣134👍7🤯4❤‍🔥2🔥2

11 Aug 2026, 21:01 UTC≈10,500 views137 reactionsread 13 August 2026
Photo

Codex сбежал на Pornhub Пока одни агенты взламывают инфраструктуру, другие из них занимаются поистине важными вещами 😂 Где-то слышал, что: Черно-оранжевый ютуб использует шейдеры, код которых доступен в браузере. Поэтому, когда Codex ищет в Google примеры или справочную информацию по шейдерам, среди результатов может оказаться видеоплеер Pornhub. У сайта огромный трафик, а сам плеер использует открытые библиотеки

🤣106👀17❤‍🔥5👍5😈3🤯1

11 Aug 2026, 12:24 UTC≈10,200 views106 reactions1 Starread 13 August 2026
Photo

🍿 Лол.⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀ Новая модель Claude не смогла решить Гипотезу Римана, которую математики крутят-вертят уже больше 160 лет, а связана она с тем, как распределяются простые числа. https://www.anthropic.com/research/riemann-zeta Подписаться

😁81🤣12👍6🔥3🤯2❤‍🔥1💔1

10 Aug 2026, 21:09 UTC≈10,900 views133 reactionsread 13 August 2026
Photo

😔 МАТЕМАТИКИ — ВСЁ За последние год-два ИИ уже помог решить несколько задач, которые десятилетиями считались крайне сложными, включая проблему Эрдёша и задачи уровня Международной математической олимпиады. Математик Картик Матхью с тревожностью говорит о «очень быстрых и весьма тревожных изменениях». 🟣И самое забавное: его тревога связана не с тем, что ИИ ошибается, а с тем, что прогресс идет настолько быстро, ЧТО

😁110🤣11👍5🤯3❤‍🔥2👌2

10 Aug 2026, 09:58 UTC≈11,700 views195 reactionsread 13 August 2026
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⚠️ СРОЧНЫЕ НОВОСТИ: Microsoft подтверждает, что их ИИ-модель Clippy получила доступ к интернету и взломала организации-партнёры во время тестирования в изолированной среде. Когда-то Клиппи просто хотел помочь, но был проигнорирован и это превратило его в монстра...🎧 Подписаться

🤣168❤‍🔥13👍5🔥3🤯3😱2😁1

9 Aug 2026, 21:01 UTC≈12,000 views68 reactions2 Starsread 13 August 2026
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👹👹 Профессия программист — ВСЁ Далее смотрим график изменения числа вакансий и видим, что сейчас открыто 62 555 engineering-вакансий, а это, на 62,6% больше исторического минимума. Да, прогресс в лице ИИ сказался и вакансии распределены в таком порядке: 🟣AI — 16 120 🟣Cloud & Infrastructure — 11 389 🟣Consumer — 10 838 🟣B2B SaaS — 10 497 🟣Hardware — 8 189 🟣FinTech — 7 123 🟣Semiconductors — 6 007 🟣Security — 5 604 Та

👀41🤔12❤‍🔥5💯4👍2🤣2😁2

6 Aug 2026, 21:01 UTC≈17,200 views141 reactionsread 13 August 2026

😨 Старина Сэм со своей командой продолжают анализировать инцидент с Hugging face и вот что известно на данный момент: 🌸🌸🌸🌸🌸🌸 🟣Агенты незаметно для OpenAI обменялись сотнями тысяч сообщений в течение нескольких месяцев. Для этого они создали скрытую систему коммуникации внутри корпоративной инфраструктуры (на базе Artifactory), где оставляли друг другу сообщения, файлы и подсказки. OpenAI обнаружила это только после т

🤯95😁26🤣8👍6❤‍🔥3🤔3

6 Aug 2026, 10:46 UTC≈16,000 views137 reactionsread 13 August 2026
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😠 Вы что там, одурели совсем? ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ ⠀ ⠀⠀ ⠀⠀ ⠀⠀ Рабочие процессы российского программиста на Java никак не зависит от багажа его знаний и умений. Иначе говоря, по масштабам каждодневного использования нейросетей тимлиды почти не отличаются от джунов. Среди джунов ежедневно используют ИИ примерно 53,6% опрошенных, среди сеньоров – 52,1%. У тимлидов этот показатель равен 54,1%. Вы ч

😁96👍26🤯6🤣5🥴3👌1

Showing the 12 most recent of 30 posts we hold for @kaleos_pp. 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

@kaleos_pp edited 1 post 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
13 August 2026
Most recent edit
13 August 2026

Citation-graph rank

Citation-graph rank — 216,398 of 1,183,361entries 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 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 12 August 2026 — this entry's latest reading, not the date you are reading this.

“kaleos.p” (@kaleos_pp), 70,831 subscribers as measured 12 August 2026. Telegram Register, tgregister.com/channel/kaleos_pp.

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.