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Channel

Эстетика нейросетей.

@neiroestet

On this record: Topic · Observations · Channels linked by matching posts · Growth · Engagement · What this channel posts · Reactions · Posts · Citations · Cite this entry

122subscribers

+0 since we began measuring on 7 August 2026

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

Register entry

Telegram ID-1001906851742
TypeChannel
Username@neiroestet
CreatedBetween 1 March 2023 and 30 November 2023 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded9 August 2026
Last confirmed live10 November 2026
Measurements held8
Confirmed unchanged2 times, most recently 10 November 2026
On Telegramt.me/neiroestet

Topic

Film & TV — 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 26 September 2026 and assigned it the closest of 31 fixed categories, at 71% 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.

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 in near-verbatim form on 1 other registered channel. This entry also sits inside a group of 80 channels linked by matching posts, directly or through other channels in the group; two members of the group may share no posts 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
@toporlive/1576008 Sept 2025, 21:12 UTC@neiroestet/435 · this entry9 Sept 2025, 07:14 UTC1.0010 hours
@toporlive/15869317 Sept 2025, 18:45 UTC@neiroestet/438 · this entry17 Sept 2025, 18:47 UTC1.002 minutes
@toporlive/15875518 Sept 2025, 10:06 UTC@neiroestet/440 · this entry18 Sept 2025, 11:27 UTC1.0082 minutes
@toporlive/15914721 Sept 2025, 18:30 UTC@neiroestet/441 · this entry22 Sept 2025, 12:30 UTC1.0018 hours
@toporlive/15979827 Sept 2025, 08:45 UTC@neiroestet/450 · this entry27 Sept 2025, 14:56 UTC1.006.2 hours
@toporlive/1605603 Oct 2025, 17:20 UTC@neiroestet/452 · this entry3 Oct 2025, 18:20 UTC1.0060 minutes
Channels this entry shares post bodies with, where at least one matching post pair has no forward credit between the two channels, or to a common source, recorded in our data
ChannelMatching postsText overlapTypical gapPublished first
@toporlive6 (6/6 hand-verifiable sample passed)1.003.8 hours@toporlive (6–0)

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 5 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 6 comparable posts for this entry, running 9 September 2025 to 3 October 2025. 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).

Of the group of 80 channels, the one whose matching posts we hold earliest is @toporlive. That is a statement about our reading window, not a claim of authorship.

Recorded under the key clone_copy, last confirmed 12 November 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.

Channels linked by matching posts

This channel is in a group of 80 registered channels linked by matching posts, directly or through other channels in the group. This channel may share no posts with some of the channels listed below, and listed channels may share none with each other. Links are found by comparing text fingerprints across every channel on the register.

Which channel, if either, published first is deliberately not shown in this list. “First” could only mean first in our own crawl, which depends on how deep we happened to reach into each channel’s history, not on when the content was actually first posted. Our one hand-check read 45 of the highest-confidence flagged pairs against the live Telegram pages. In 18 of them the live page showed a “Forwarded from” credit that our database had no record of, so reading that pair as an unattributed copy was wrong; the check did not measure who published first. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Near-verbatim 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.

Топор Live
@toporlive · Channel
4,097,097 subscribers
Прямой Эфир • Новости
@novosti_efir · Channel
3,875,626 subscribers
Бэкдор
@whackdoor · Channel
1,535,262 subscribers
Топор. Экономика.
@ecotopor · Channel
1,214,755 subscribers
Деньги в Эфире
@ekonomika_banki · Channel
312,357 subscribers
bay.nimran
@normaze · Channel
208,504 subscribers
Газетчик | Новости Live
@gazetchick · Channel
116,865 subscribers
Ru24 - Новости
@ru24newss · Channel
108,900 subscribers
Басов про стартапы
@zeroton · Channel
24,059 subscribers
грустная музыка
@wallpaper_tsa · Channel
21,053 subscribers
Первый Экономический
@perviyec · Channel
20,532 subscribers
Симпсоны • Гриффины • Южный Парк
@New_Filmass · Channel
17,343 subscribers
Новости Политика Финансы
@novosti_vz_max · Channel
8,899 subscribers
Грэм Филлипс - Репортаж
@grahamphillipsreportagerus · Channel
8,773 subscribers
Рубеж
@Rubej99 · Channel
6,674 subscribers
Пиксель
@darknetside · Channel
6,381 subscribers
Российская экономика
@Rossiyskaya_ekonomika · Channel
3,988 subscribers
Gamedev Relocation
@gamedevRelocation · Channel
3,871 subscribers
MDRadio Project (18+)
@mdradio_project · Channel
2,632 subscribers
Дзен | Новости
@dzen_press · Channel
2,468 subscribers
Стоит
@sstoit · Channel
1,687 subscribers
Generative Deep Nets
@FutureNeuroTech · Channel
1,406 subscribers
Новости и СМИ.
@news_tsar · Channel
1,269 subscribers
Однажды в Блумберг
@bloombergy · Channel
1,186 subscribers
ДобрыйВОЛК - ZOV
@dobvolk · Channel
482 subscribers
Новости в России и в Мире
@info_news24 · Channel
433 subscribers
ВСЕМИРНЫЕ НОВОСТИ
@NewsMirRUssia · Channel
424 subscribers
u-know.ru Live
@uknowru · Channel
335 subscribers
Нейросети.онлайн
@Neiroseti_Online · Channel
320 subscribers
Вещаем новостишки
@novostishkii · Channel
285 subscribers
Поток
@potok_today · Channel
268 subscribers
Топор Live
@toporlive_tg · Channel
245 subscribers
САЛАВАТ БАШКОРТОСТАН НОВОСТИ
@slvtoday · Channel
215 subscribers
Giga AI Hub
@giga · Channel
174 subscribers
Польза зашкаливает
@cmstorage · Channel
153 subscribers
ГРОССМЕЙСТЕР
@GrossmeisterRU · Channel
135 subscribers
Python Dev Советы
@Pythondevexplorers · Channel
131 subscribers
Марс | Ньюс
@mars_feed · Channel
98 subscribers
Тайны За Кулисами
@unseen_scenewhispers · Channel
93 subscribers
ИИ-Перспектива
@fresh_perspective_ai · Channel
89 subscribers
КУЧА МАЛА
@pravda15151 · Channel
85 subscribers
Критика Потребления
@critical_view_consumption · Channel
74 subscribers
Topor Live
@toporliwe · Channel
74 subscribers
RelaxzoneMsk Massage массаж
@RelaxzoneMsk · Channel
64 subscribers
War of Iran | Война | Ближний восток
@war_iran_usa_israil · Channel
64 subscribers
🇷🇺Вестник Донбасса 40🇷🇺
@tonym40 · Channel
59 subscribers
МСУ РБ
@pilitika · Channel
47 subscribers
Новости
@info_mobil · Channel
44 subscribers
Центр Принятия Решений [ЦПР]
@Dmc_rus · Channel
33 subscribers
ssrZnews
@ssr1news · Channel
29 subscribers

29 more channels are in this same group but not listed individually here.

Growth

120127123.57 August 2026 — 122 subscribers9 August 2026 — 122 subscribers2 September 2026 — 121 subscribers10 September 2026 — 120 subscribers13 October 2026 — 127 subscribers19 October 2026 — 124 subscribers27 October 2026 — 123 subscribers2 November 2026 — 122 subscribers1227 August 20262 November 2026
8 measurements spanning 87 days. 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 119–128 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
2 Nov 2026, 15:27122-1
27 Oct 2026, 01:28123-1
19 Oct 2026, 12:10124-3
13 Oct 2026, 03:27127+7
10 Sept 2026, 23:02120-1
2 Sept 2026, 06:38121-1
9 Aug 2026, 03:32122no change
7 Aug 2026, 17:36122first reading

Engagement

6 posts held, back to 9 September 2025 — 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.

Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 6 posts for this entry, the most recent from 3 October 2025. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Video runtime
5m 43s
Average length
1m 54s

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

1 reaction across 1 post, in 1 kind.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
❤1100.0%

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 1 of the 6 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 1 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 6 most recent posts we hold, published 9 September 2025 to 3 October 2025, 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

3 Oct 2025, 18:20 UTC46 viewsread 9 August 2026
Photo

Любители трукрайма, для вас: в сети составили подборку из 6 лучших фильмов/сериалов, основанных на реальных событиях — мороз по коже обеспечен: 1. Запутанная история Аманды Нокс (фильм, 2025); 2. Добрый медбрат (фильм, 2022); 3. Друг семьи (мини-сериал, 2022); 4. Охотник за разумом (сериал, 2017); 5. Под мостом (мини-сериал, 2024); 6. Прорыв (мини-сериал, 2025). Почти всё из списка можно осилить за один вечер, сохр…

27 Sept 2025, 14:56 UTC46 viewsread 9 August 2026
Photo

Забираем огромную подборку книг, обязательных к прочтению: внутри произведения на любой вкус — от мировых литературных шедевров до современных бестселлеров. Здесь есть всё: захватывающие детективы, философия, фантастика, романтика, бессмертная классика и японская литература. Классическая литература: — «Война и мир», Лев Толстой (1869); — «Мастер и Маргарита», Михаил Булгаков (опубликована 1967); — «Гордость и преду…

22 Sept 2025, 12:30 UTC35 viewsread 9 August 2026
Forwarded from @ecotoporPhoto

Подборка из девяти книг, которые реально меняют мышление. Не банальные советы по мотивации и не очередные тексты о том, «как стать лучшей версией себя». После них вы начнёте думать иначе, действовать иначе и расти — в доходах, влиянии и возможностях. Эти книги учат распределять время и энергию, принимать стратегические решения, держать фокус на главном, развивать мышление лидера и превращать знания в конкретные резул…

18 Sept 2025, 11:27 UTC42 viewsread 9 August 2026
Video

Триллер года «Долгая прогулка» по роману Стивена Кинга вышел в России — фильм собрал шикарные рецензии критиков и зрителей. По сюжету участники смертельной игры должны пройти всю Америку пешком. Ни паузы, ни отдыха: замедлишься ниже 3 миль в час — получаешь пулю. До финиша дойдёт только один — он получит деньги и исполнение любого желания. Зрители прозвали ленту «Игрой в кальмара» по-Кинговски — с фирменным мраком …

17 Sept 2025, 18:47 UTC29 views1 reactionsread 9 August 2026
Photo

Леонардо ДиКаприо идёт за вторым «Оскаром» — новый триллер «Битва за битвой» разнёс критиков в щепки и собрал 98% свежести на «Томатах». Киноэксперты назвали фильм экспериментом века — он смешал все жанры сразу и при этом остался ни на что не похожим. По сюжету бывший революционер Боб Фергюсон идёт в смертельную схватку со старым врагом Стивом Локджо, чтобы вернуть похищенную дочь. Сам ДиКаприо выдал одну из лучши…

❤1

9 Sept 2025, 07:14 UTC27 viewsread 9 August 2026
Photo

Вышел трейлер новой части «Достать ножи» — картина сразу же набрала 95% свежести на Rotten Tomatoes. На этот раз Бенуа Бланк берётся за расследование загадочного убийства в церковной общине, где у каждого героя скрывается тёмное прошлое. Критики особо отметили неожиданные повороты, сохранение классической атмосферы детектива и глубину персонажей — всё в духе культового оригинала. Премьера в ограниченном прокате со…

Showing the 6 most recent of 6 posts we hold for @neiroestet. 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

Republishes

Channels on the register whose posts this channel has forwarded.

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.

Names

Channels on the register whose handles appear in this channel's posts.

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

“Эстетика нейросетей.” (@neiroestet), 122 subscribers as measured 2 November 2026. Telegram Register, tgregister.com/channel/neiroestet.

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.