Telegram RegisterThe public register of Telegram

Channel

Автоматизируй и властвуй

@startup_14day

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

4,466subscribers

+101 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-1002382736969
TypeChannel
Username@startup_14day
CreatedBetween 1 September 2024 and 31 March 2025— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded7 August 2026
Last confirmed live14 August 2026
Measurements held4
Confirmed unchanged1 time, most recently 14 August 2026
On Telegramt.me/startup_14day

Growth

4,3654,4664,415.57 August 2026 — 4,365 subscribers7 August 2026 — 4,365 subscribers10 August 2026 — 4,369 subscribers14 August 2026 — 4,466 subscribers7 August 202614 August 2026
4 measurements spanning 6 days, net +101. 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 4,350–4,481 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
14 Aug 2026, 02:384,466+97
10 Aug 2026, 12:474,369+4
7 Aug 2026, 17:024,365no change
7 Aug 2026, 16:514,365first reading

Engagement

21 posts held, back to 28 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 5 pagesof Telegram’s post history, 20 posts per page.

ERR · 30 days
21.3%
avg views ÷ 4,466 subscribers
Avg views / post
953
21 posts measured
Reaction rate
0.474%
reactions ÷ views · ER floor
Posts in window
21
of 21 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 8 August 2026
Posts held21 (28 July 20268 August 2026)
Views total20,022
Reactions total95
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken8 Aug 2026, 18:18 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

Video runtime
29s
Average length
15s

Measured directly from 2 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

95 reactions across 20 posts, in 5 distinct kinds. The most used accounts for 49.5% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
👍4749.5%
1920.0%
😁1920.0%
🔥99.47%
🎉11.05%

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 21 of the 21 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 95reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 21 most recent posts we hold, published 28 July 2026 to 8 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.

Recent posts

8 Aug 2026, 13:00 UTC376 views1 reactionsread 8 August 2026

Телефон у меня постепенно стал пультом от рабочего процесса. Когда несколько задач крутятся на сервере, не хочется каждый раз открывать ноутбук ради одного статуса. Достал телефон, подключился, посмотрел, где агент дошел до результата, где уперся и ждет решения. Иногда хватает одного сообщения, чтобы работа пошла дальше. С маленького экрана удобно держать в поле зрения весь процесс. Видно, какой агент закончил работ

1

8 Aug 2026, 03:29 UTC575 views1 reactionsread 8 August 2026
Photo

ByteDance обучает модель размером до 10 трлн параметров. Об этом сообщает Financial Times со ссылкой на трех людей, знакомых с работой компании. Проект находится на ранней стадии предварительного обучения. Точный размер определят позже. Если верхняя оценка сохранится, общий масштаб модели окажется примерно в 3,6 раза больше Kimi K3 с ее 2,8 трлн параметров. Он также приблизится к отраслевым оценкам Anthropic Mythos

👍1

7 Aug 2026, 13:00 UTC707 views2 reactionsread 8 August 2026

У владельцев Coldcard за 41 минуту вывели 1 082,65 BTC - около $70,2 млн на момент первой оценки. Уязвимость жила в прошивке с марта 2021 года. Код генерации секретной фразы обращался к программному генератору MicroPython вместо аппаратного источника случайных чисел. Ошибка возникла на стыке двух модулей: каждый фрагмент выглядел корректно, но полный путь вызова никто не проверил. Для Coldcard Mk2 и Mk3 пространство

2

7 Aug 2026, 04:11 UTC763 views4 reactionsread 8 August 2026
Photo

В X появились якобы материалы для инвесторов DeepSeek. Проверить их подлинность невозможно. Но если документы настоящие, они объясняют, почему компания заранее готовит рынок к повышению цен. Судя по утечке, Лян Вэньфэн ждет, что DeepSeek V4 Pro окажется сильнее Claude Fable 5. Если новый продукт DeepSeek лучше модели Anthropic, сохранять низкую цену нет смысла. Правда, сами цифры пока показывают скорее равенство. Н

👍3🔥1

6 Aug 2026, 13:01 UTC733 views3 reactionsread 8 August 2026
Photo

Длинная задача продолжается после сброса контекста. LongHorizon-Harness хранит исходную цель, подтвержденный прогресс и следующий шаг отдельно от контекста исполнителя. Manager держит общий курс. Он сверяет требования с принятым результатом и выбирает следующую подзадачу. Executor каждый раунд начинает со свежего контекста. Он выполняет одну четкую подзадачу, не перенося весь накопленный диалог. Auditor отдельно п

2🔥1

6 Aug 2026, 11:02 UTC756 views1 reactionsread 8 August 2026
Photo

DeepSeek готовится заметно поднять цены на API. Компания предупредила об этом в официальной таблице тарифов. Новые ставки и дата перехода пока не названы. Сейчас DeepSeek-V4-Flash стоит $0,14 за миллион входных токенов без попадания в кэш и $0,28 за миллион выходных. Низкая цена стала одним из главных преимуществ DeepSeek и заставила конкурентов снижать свои тарифы. Возможно, DeepSeek заранее готовит цену под следу

1

6 Aug 2026, 05:00 UTC798 views1 reactionsread 8 August 2026
Photo

К дефициту GPU добавился второй: доступная электроэнергия. Масштабирование AI все сильнее зависит от мощности сети и возможности подключить дата-центр. Такие объекты уже потребляют около 5% электроэнергии США. При удвоении спроса каждые два года он теоретически может превысить общую генерацию страны к середине 2030-х. Одинаковые GPU могут давать разную экономику в зависимости от площадки. У линий передачи есть физич

1

5 Aug 2026, 13:00 UTC851 views20 reactionsread 8 August 2026
Video

POV: за 2 часа до дедлайна Вступить в AI Vibe Club

😁15🔥5

3 Aug 2026, 13:00 UTC≈1,080 views8 reactionsread 8 August 2026

telegram-mcp - MCP-сервер, который предоставляет Claude, Cursor, Codex и другим совместимым клиентам доступ к функциям мессенджера через авторизованную пользовательскую сессию. Состав решения • Telethon подключается к Telegram API и работает с аккаунтом; • сервер на Python и FastMCP принимает вызовы от ИИ-клиента; • более 80 MCP-инструментов покрывают аккаунты, чаты и группы, сообщения, контакты, медиа, профиль и п

👍53

3 Aug 2026, 05:01 UTC≈1,130 views7 reactionsread 8 August 2026
Video

В 3D-игре объект может пройти сквозь стену, и это останется багом. В строительном проекте такая ошибка превращается в переделку, задержку и дополнительные расходы. Поэтому вирусное видео с Kimi K3 и BIM-моделью интереснее обычной демонстрации красивой графики. В публикации приводят такой расчет: проект отеля на $31 млн, прежняя стоимость моделирования около $47 тыс., 3 инженера и 6 недель работы. С Kimi K3 заявлены

👍7

1 Aug 2026, 13:00 UTC≈1,110 views8 reactionsread 8 August 2026
Photo

27B параметров против GPT-5 Qwen 3.6 27B по представленным результатам обходит GPT-5 на SWE-Bench Verified. Этот бенчмарк проверяет, как модель справляется с реальными задачами по исправлению кода. На MMLU и GPQA Diamond модели идут примерно рядом. Там уже проверяются знания и способность рассуждать над сложными вопросами из разных областей. Вывод касается именно этих тестов. Разрыв между размером моделей и резуль

👍62

1 Aug 2026, 02:40 UTC≈1,050 views4 reactionsread 8 August 2026
Photo

Ситуация после выхода DeepSeek 👍 Вступить в AI Vibe Club

😁4

Showing the 12 most recent of 21 posts we hold for @startup_14day. 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.

Citation-graph rank

Citation-graph rank — 1,001,869 of 1,478,351entries 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

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 2 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 14 August 2026 — this entry's latest reading, not the date you are reading this.

“Автоматизируй и властвуй” (@startup_14day), 4,466 subscribers as measured 14 August 2026. Telegram Register, tgregister.com/channel/startup_14day.

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.