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Channel

Умные Диалоги | Не Баг, а Фича!

@InsightfulAI

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

1,208subscribers

-81 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of 1,000–3,162.

Register entry

Telegram ID-1002030233124
TypeChannel
Username@InsightfulAI
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 live11 November 2026
Measurements held25
Confirmed unchanged1 time, most recently 11 November 2026
On Telegramt.me/InsightfulAI

Topic

Gaming — 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 92% 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 3 other registered channels. This entry also sits inside a group of 4 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
@SmartAIGadget/629214 Dec 2024, 19:33 UTC@InsightfulAI/6096 · this entry14 Dec 2024, 19:33 UTC1.00under a minute
@SmartAIGadget/629514 Dec 2024, 21:05 UTC@InsightfulAI/6099 · this entry14 Dec 2024, 21:05 UTC1.00under a minute
@SmartAIGadget/629815 Dec 2024, 07:31 UTC@InsightfulAI/6102 · this entry15 Dec 2024, 07:31 UTC1.00under a minute
@SmartAIGadget/630115 Dec 2024, 10:39 UTC@InsightfulAI/6105 · this entry15 Dec 2024, 10:39 UTC1.00under a minute
@SmartAIGadget/630415 Dec 2024, 12:41 UTC@InsightfulAI/6108 · this entry15 Dec 2024, 12:41 UTC1.00under a minute
@SmartAIGadget/631115 Dec 2024, 22:08 UTC@InsightfulAI/6115 · this entry15 Dec 2024, 22:08 UTC1.00under a minute
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
@SmartAIGadget11 (8/8 hand-verifiable sample passed)1.00under a minute@SmartAIGadget (11–0)
@AIDigitalInnovation11 (8/8 hand-verifiable sample passed)1.00under a minutethis entry (8–3)
@VirtualAIInsights11 (8/8 hand-verifiable sample passed)1.00under a minute@VirtualAIInsights (11–0)

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 25 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 12 comparable posts for this entry, running 14 December 2024 to 29 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 4 channels, the one whose matching posts we hold earliest is @SmartAIGadget. That is a statement about our reading window, not a claim of authorship.

Recorded under the keys clone_copy · clone_source, last confirmed 11 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 4 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.

Growth

1,2081,2891,248.57 August 2026 — 1,289 subscribers7 August 2026 — 1,289 subscribers10 August 2026 — 1,286 subscribers13 August 2026 — 1,284 subscribers20 August 2026 — 1,280 subscribers24 August 2026 — 1,279 subscribers27 August 2026 — 1,276 subscribers30 August 2026 — 1,274 subscribers2 September 2026 — 1,269 subscribers6 September 2026 — 1,267 subscribers11 September 2026 — 1,262 subscribers14 September 2026 — 1,261 subscribers19 September 2026 — 1,259 subscribers28 September 2026 — 1,256 subscribers5 October 2026 — 1,249 subscribers11 October 2026 — 1,248 subscribers15 October 2026 — 1,247 subscribers18 October 2026 — 1,245 subscribers21 October 2026 — 1,243 subscribers24 October 2026 — 1,241 subscribers26 October 2026 — 1,239 subscribers29 October 2026 — 1,237 subscribers1 November 2026 — 1,235 subscribers4 November 2026 — 1,232 subscribers11 November 2026 — 1,208 subscribers7 August 202611 November 2026
25 measurements spanning 96 days, net -81. 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 1,196–1,301 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 25
Measured (UTC)SubscribersChange
11 Nov 2026, 19:091,208-24
4 Nov 2026, 02:551,232-3
1 Nov 2026, 10:571,235-2
29 Oct 2026, 08:351,237-2
26 Oct 2026, 15:051,239-2
24 Oct 2026, 01:411,241-2
21 Oct 2026, 01:061,243-2
18 Oct 2026, 04:011,245-2
15 Oct 2026, 02:541,247-1
11 Oct 2026, 23:371,248-1
5 Oct 2026, 19:421,249-7
28 Sept 2026, 18:191,256-3
19 Sept 2026, 00:381,259-2
14 Sept 2026, 10:161,261-1
11 Sept 2026, 00:171,262-5
6 Sept 2026, 06:411,267-2
2 Sept 2026, 03:321,269-5
30 Aug 2026, 10:291,274-2
27 Aug 2026, 09:461,276-3
24 Aug 2026, 08:281,279first reading

Engagement

14 posts held, back to 14 December 2024 — 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 14 posts for this entry, the most recent from 29 October 2025. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Video runtime
1m 49s
Average length
36s

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.

Recent posts

29 Oct 2025, 22:02 UTCviews —

The owner of this channel has been inactive for the last 18 months. If they remain inactive for the next 8 days, they may lose their account and admin rights in this channel. The contents of the channel will remain accessible for all users.

19 Mar 2025, 21:12 UTC≈1,200 viewsread 7 August 2026
Photo

Геймер из Германии нашёл в мусорках 2000 бутылок, сдал их на переработку и взамен купил новую PS5. Гений 4️⃣2️⃣ дня шлялся по помойкам 2-3 ЧАСА (!) в день и сильно похудел — такой вид «фитнеса» принёс ему PS5. Надёжный план, пользуйтесь. 🙂 Не баг, а фича

16 Dec 2024, 06:05 UTC811 viewsread 7 August 2026
Video

Нейронка показала, каким был бы «Офис», если бы его снимали в России. Именно так выглядит типичный рабочий коллектив в РФ. 🙂 Не баг, а фича

15 Dec 2024, 22:08 UTC798 viewsread 7 August 2026
Photo

Нейронка прокачает ваш английский — Boldvoice определяет любые акценты, анализирует разговорную речь и даёт полезный фидбэк. • Просто запишите 30 секунд своей речи на английском — сайт поймёт откуда ваш акцент с точностью до процента. • После теста ИИ подстроится под ваш уровень и скорректирует ваше произношение! • Нейронка симулирует любой разговор и предлагает упражнения для ПРАКТИКИ речи. • Тулза в реальном време…

15 Dec 2024, 20:25 UTC906 viewsread 7 August 2026
Video

Кондитеры сделали шоколадные лягушки из «Гарри Поттера» — волшебный десерт отправляют вслепую. Покупателем приедет обычная, редкая, эпическая или легендарная лягушка. У каждой редкости — разный вкус, а в коробках лежат ещё карточки персонажей. Найден лучший подарок на Новый год. 🙂 Не баг, а фича

15 Dec 2024, 20:06 UTC765 viewsread 7 August 2026
Photo

Чел сгенерировал в Genmoji кастомные эмодзи с жёлтой косточкой во рту. Результат убил. 🙂 Не баг, а фича

15 Dec 2024, 20:05 UTC870 viewsread 7 August 2026
Photo

В школах запретили зумерский сленг. Пуджа за что? 🙂 Не баг, а фича

15 Dec 2024, 13:42 UTC773 viewsread 7 August 2026
Photo

Мужики становятся пивозаврами ещё пиво в УТРОБЕ — сообщил ученый-генетик Джон Мэннинг из университета Лондона. Вместе со своей командой он провёл исследование о развитии плода во время беременности и узнал шокирующие подробности. Выяснилось, что чем выше у плода тестостерон — тем сильнее он будет любит пиво в будущем. Также ферменты в мужских желудках снижают всасывание алкоголя аж на 30% — это даёт возможность парн…

15 Dec 2024, 12:41 UTC845 viewsread 7 August 2026

Студенты и школьники, забираем пак промптов для МЕГАУЛУЧШЕНИЯ учебных результатов в ЛЮБОЙ теме! С помощью запросов вы превратите ИИ в личного репетитора, который объяснит даже самые сложные моменты: • Настраиваем репетитора под ВАШ стиль обучения: Act as an expert [field, e.g., Physics] tutor. My goal is to deeply understand [specific topic]. Please guide me through the material step-by-step, using a mix of explanat…

15 Dec 2024, 10:39 UTC795 viewsread 7 August 2026
Photo

Для Minecraft вышел мод MinePal, который добавляет в игру полноценного ИИ-напарника! Бот понимает голосовые команды на 55 языках, помнит, где находится дом, взаимодействует со ВСЕМИ объектами, фармит, строит и даже способен быть кошкодевочкой — напарника можно полностью кастомизировать под себя. Фанаты Minecraft, берём имбу тут. 🙂 Не баг, а фича

15 Dec 2024, 07:31 UTC835 viewsread 7 August 2026
Video

Сервис за МИНУТЫ перегоняет ЛЮБОЙ текст в аудио! Даёте Ebook2audiobookXTTS текстовый файл, можно хоть целую КНИГУ или пособие, ждёте пару минут и получаете полную аудиоверсию! Работает БЕСПЛАТНО, а среди 16 языков озвучки есть РУССКИЙ. Дополнительная плюшка: при желании можно сделать озвучку своим голосом. Устанавливает с GitHub тут или пользуемся имбой прямо в браузере тут. 🙂 Не баг, а фича

14 Dec 2024, 21:05 UTC897 viewsread 7 August 2026
Photo

Хэппи Мил по сериалу «Папины дочки»! В наборе — фигурки Маши, Даши, Жени, Галины Сергеевны, Пуговки и самого Васнецова, а также пирожки с повидлом от бабушки. «Вкусно — и точка» обязаны реализовать этот концепт. 🙂 Не баг, а фича

Showing the 12 most recent of 14 posts we hold for @InsightfulAI. 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.

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

“Умные Диалоги | Не Баг, а Фича!” (@InsightfulAI), 1,208 subscribers as measured 11 November 2026. Telegram Register, tgregister.com/channel/InsightfulAI.

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.