Channel
@fresh_perspective_ai
On this record: Topic · Observations · Channels linked by matching posts · Growth · Engagement · What this channel posts · Posts · Cite this entry
89subscribers
-2 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
| Telegram ID | -1002030392026 |
|---|---|
| Type | Channel |
| Username | @fresh_perspective_ai |
| Created | Between 1 November 2023 and 31 May 2024 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 9 August 2026 |
| Last confirmed live | 10 November 2026 |
| Measurements held | 4 |
| Confirmed unchanged | 7 times, most recently 10 November 2026 |
| On Telegram | t.me/fresh_perspective_ai |
Education — 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 27 September 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.
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.
Posts published here appear in near-verbatim form on 6 other registered channels. 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.
| Posted first | Then | Overlap | Gap |
|---|---|---|---|
| @fresh_perspective_ai/6759 · this entry13 Dec 2024, 20:21 UTC | @Pythondevexplorers/566113 Dec 2024, 20:21 UTC | 1.00 | under a minute |
| @Pythondevexplorers/566513 Dec 2024, 20:30 UTC | @fresh_perspective_ai/6763 · this entry13 Dec 2024, 20:30 UTC | 1.00 | under a minute |
| @fresh_perspective_ai/6764 · this entry13 Dec 2024, 22:13 UTC | @Pythondevexplorers/566613 Dec 2024, 22:13 UTC | 1.00 | under a minute |
| @fresh_perspective_ai/6772 · this entry14 Dec 2024, 20:44 UTC | @Pythondevexplorers/567414 Dec 2024, 20:44 UTC | 1.00 | under a minute |
| @fresh_perspective_ai/6773 · this entry14 Dec 2024, 21:42 UTC | @Pythondevexplorers/567514 Dec 2024, 21:42 UTC | 1.00 | under a minute |
| @fresh_perspective_ai/6776 · this entry15 Dec 2024, 13:19 UTC | @Pythondevexplorers/567815 Dec 2024, 13:20 UTC | 1.00 | under a minute |
| Channel | Matching posts | Text overlap | Typical gap | Published first |
|---|---|---|---|---|
| @Pythondevexplorers | 13 (8/8 hand-verifiable sample passed) | 1.00 | under a minute | this entry (13–0) |
| @FutureNeuroTech | 13 (8/8 hand-verifiable sample passed) | 1.00 | under a minute | this entry (8–5) |
| @cascade_digital_futures | 13 (8/8 hand-verifiable sample passed) | 1.00 | under a minute | @cascade_digital_futures (13–0) |
| @unseen_scenewhispers | 12 (8/8 hand-verifiable sample passed) | 1.00 | under a minute | @unseen_scenewhispers (9–3) |
| @critical_view_consumption | 11 (8/8 hand-verifiable sample passed) | 1.00 | under a minute | this entry (11–0) |
| @whackdoor | 11 (8/8 hand-verifiable sample passed) | 1.00 | 2 minutes | @whackdoor (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 38 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 14 comparable posts for this entry, running 13 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.
Of the group of 80 channels, the one whose matching posts we hold earliest is @toporlive. That channel is not among the channels listed above, so this entry may share no posts with it and this does not say where this entry’s content came from. It is a statement about our reading window, not a claim of authorship.
Recorded under the keys clone_copy · clone_mutual · clone_source, 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.
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.
29 more channels are in this same group but not listed individually here.
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 27 Sept 2026, 07:57 | 89 | -1 |
| 13 Sept 2026, 10:39 | 90 | -1 |
| 9 Aug 2026, 14:01 | 91 | no change |
| 7 Aug 2026, 12:14 | 91 | first reading |
19 posts held, back to 13 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 19 posts for this entry, the most recent from 29 October 2025. An engagement rate over an empty window would be a number about nothing.
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.
The owner of this channel has been inactive for the last 18 months. If they remain inactive for the next 9 days, they may lose their account and admin rights in this channel. The contents of the channel will remain accessible for all users.
Вышла МЕГАНЕЙРОНКА для прокачки английского — BoldVoice за 30 секунд речи анализирует акцент и даёт фидбек по улучшению языка. • Записываете 30 секунд речи на английском — нейронка опишет 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 времени указывае…
На Ютубе появились ГОЛОСОВУХИ в комментариях — фичу тестируют у части крупных каналов. Портал в ад открыт. 👍 Бэкдор
Вышла мастхэв нейронка для дизайнеров — на базе фотореалистичной Flux создали модель для генерации 3D-объектов. Flux 3D StyleGEN создаёт ВЫПУКЛЫЕ генерации высочайшего качества, из которых получаются идеальные 3D-модели. Пощупать Flux 3D StyleGEN можно тут. Сделать 3D красиво — тут. 👍 Бэкдор
Мужики любят пиво УЖЕ С УТРОБЫ МАТЕРИ — известный ученый-генетик Джон Мэннинг из университета Лондона с командой провели огромное исследование о развитии плода во время беременности и пришли к шокирующим выводам. Доказано: чем выше у плода тестостерон — тем сильнее он будет любит пиво в будущем. А еще ферменты в мужских желудках снижают всасывание алкоголя аж на 30% — поэтому парни могут выпить НАМНОГО БОЛЬШЕ девуше…
Промпт-гайд сделает вас ГЕНИЕМ в ЛЮБОЙ теме и забустит обучение в десятки раз — сможете превратить ИИ в персонального репетитора, который объяснит даже самые сложные моменты в комфортной для вас манере: 1️⃣ Настраиваем репетитора конкретно 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 …
Близнецы, Девы, Стрельцы и Рыбы, держитесь — сегодняшнее полнолуние НАКРОЕТ вас по полной программе, говорят астрологи. Оно — последнее и самое мощное в этом году! Плющить будет жестко: стресс, рассеянность, беспокойство и сильные эмоциональные качели. Эксперты советуют больше отдыхать и ни в коем случае не вступать в конфликты! Мы выстоим. 👍 Бэкдор
Нашли МЕГАПОДРОБНЫЙ гайд по хакингу и пентестингу различных систем — спец по кибербезопасности с опытом в полтора десятка лет дает пошаговый план по изучению сферы со всеми источниками и необходимыми ссылками. • Базовая теория по хакингу. • Сетевые протоколы TCP/IP, LDAP, SNMP, SMB, VoIP. • Поиск уязвимостей во всевозможных видах ПО. • Код-ревью на C, C++, Python и Ruby. • Обратная инженерия и декомпозиция программ.…
Официально: переработки СТРАШНЕЕ АЛКОГОЛИЗМА — ученые из AJE провели масштабное исследование и оказались шокированы. Специалисты доказали, что люди, которые постоянно задерживаются на работе и практически не отдыхают, живут В РАЗЫ меньше, чем даже самые проспиртованные алкоголики. Вы знаете, кому отправить. 👍 Бэкдор
Директор: денег на премии сейчас нет. Также ваш новогодний корпоратив: 👍 Бэкдор
Подвезли лучший чай для всех выгоревших работяг. 👍 Бэкдор
⚡️Россиян разводят через ФЕЙКИ о доставке — мошенники придумали новый изощренный скам. Аферисты массово рассылают сообщения с фишинговыми ссылками, в которых сказано о получении заказа. При переходе юзеру открывается поддельный сайт, где просят ввести личные данные и банковские реквизиты. Если набрали — прощайтесь с инфой и денежками — ВСЕ улетит мошенникам! Предупредите близких. 👍 Бэкдор
Showing the 12 most recent of 19 posts we hold for @fresh_perspective_ai. 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.
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 27 September 2026 — this entry's latest reading, not the date you are reading this.
“ИИ-Перспектива” (@fresh_perspective_ai), 89 subscribers as measured 27 September 2026. Telegram Register, tgregister.com/channel/fresh_perspective_ai.
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.