Education — 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 94% 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 why it has no browse page of its own yet.
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 word for word on 2 other registered channels. 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)
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 6 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 9 comparable posts for this entry, running 26 July 2025 to 4 November 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).
Across the whole group of 3, the earliest publisher we hold is @karimoacademy. That is a statement about our reading window, not a claim of authorship.
Recorded under the keys clone_mutual · clone_source, last confirmed 7 August 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.
Also posting the same content
This channel’s posts match, word for word or near enough, posts on 2 other registered channels, found by comparing text fingerprints across every channel on the register. That matching has been checked by hand against the live Telegram pages and found reliable — 0 wrong of 45 pairs re-read.
Which channel, if either, published first is deliberately not shown. The same hand-check found that reading wrong 18 of 45 times — 60%, no better than a coin flip — because it depends on how deep our own crawl happened to reach into each channel’s history, not on when the content was actually first posted. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Word-for-word 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.
3 measurements spanning 3 days, net -1. 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 3,823–3,824 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)
Subscribers
Change
10 Aug 2026, 05:15
3,823
-1
6 Aug 2026, 18:15
3,824
no change
6 Aug 2026, 18:08
3,824
first reading
Engagement
20 posts held, back to 23 July 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 4 pagesof 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 20 posts for this entry, the most recent from 4 November 2025. An engagement rate over an empty window would be a number about nothing.
What this channel posts
Video runtime
5m 39s
Average length
1m 53s
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.
درآمد عجیب گاریچی های بازار تهران
📌گاریچیهای بازار تهران بهدلیل نیاز همیشگی به جابهجایی بار، روزانه چند مسیر کار میکنند و هر مسیر حدود ۵۰۰ هزار تومان دستمزد دارد. درآمد ماهانه آنها به ۱۰۰ تا ۱۲۰ میلیون تومان میرسد؛
تقریبا دو برابر حقوق یک پزشک عمومی.
قشنگ ترین جمله ای که شنیدم ...
اگه تو بازار کسب و کاری خیلی نجات بخشه
"یالان چی طمع کاری الادار"
یعنی :
یه ادم دروغگو خیلی راحت یه ادم طمع کار رو گول می زنه (و حالا مثلا پولشو می گیره )
هر جا پیشنهاد عجیب و غریب دیدید شک کنید و بیشتر بررسی کنید
یه جایی بذار هر روز ببینیش
هروقت احساس ناامیدی کردید بدونید که بهنام بانی در دهه هشتاد مسافرکشی میکرد ولی الان داره با آلپاچینو عکس میندازه و توی هالیوود آواز میخونه.
هیچ وقت دیر نیست به یه کار و مهارتی حرفه ای بچسبید چند سال بعد بوم ... جز بهترین های اون بشید ..
مهارت درست رو انتخاب کن و بعدش حسابی تلاش
10 سال پیش تو کلاس دکتری نشسته بودیم از بغل دستی ام پرسیدم شما شغل تون چیه ؟
بهم گفت من تو تو فلان خیابون تهران دکه دارم ...
واقعا شوکه شدم
ولی جالبش اینجا بود ۱۰ برابر همه اونایی که تو اون کلاس نشسته بودیم درامد داشت
جالبه همه چی داره تغییر می کنه و مدل کسب و کار خیلی تغییر کرده
بعد سه هفته ام دیگه نیومد کلاس گفت به دردم نمی خوره
واقعا به ادمایی که انرژی فیزیکی بالایی دارن حسودیم میشه. من کمبود انرژی انقدر اذتیم میکنه که یه وقتایی واقعا حس میکنم زمین منو داره میکشه تو خودش.
این جمله چه قدر در مورد شما صدق می کنه
ایا برای موفقیت باید صبح زود بیدار شد ؟؟؟
پژوهش دکتر کترین گیل
برای رسیدن به جواب ۱۷۷۵ زن و مرد رو بررسی کردن
تا بفهمن واقعا این قضیه چه قد رو زندگی ادما تاثیر داره
اول اینکه کلا ادم ها دو دسته اند
دسته اول :چکاوک ها : سحر خیزن و راحت صبح زود پا میشن و با این قضیه راحت ان و حال می کنن
دسته دوم : جغدها : که شب زنده دارن و تا پاسی از شب بیدار می مونن و کارهاشون رو پیش می برن و حسابی از شب بیداری لذت می برن (من خو…
Showing the 12 most recent of 20 posts we hold for @kariimoacademy. 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.
Polls
The 4 polls we hold for this entry, as Telegram rendered them when we read the post. A poll’s figures keep moving after that, so each one is dated.
Shares as published. No per-option vote count is published by Telegram, so none is shown.
Percentages only — there are no per-option vote counts here, because Telegram publishes none.The public post preview gives each option’s share and a single voter total, and nothing else. Multiplying one by the other would produce a per-option tally that looks measured and is not: the shares are rounded to whole numbers before we ever see them. We print what was published and leave the column that does not exist empty.
The shares need not add up to 100.Rounding alone puts many polls at 99 or 101. A poll that allows more than one answer per voter runs well past 100 by design, and several here do. The bars are drawn against a fixed 100% track at each option’s own percentage rather than normalised to the total, so a poll that exceeds it shows that it does instead of being quietly rescaled.
Read from the 20 most recent posts we hold, published 23 July 2025 to 4 November 2025. Telegram labels each poll by kind — an anonymous poll, a quiz, a closed set of final results — and that label is reproduced rather than paraphrased.
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.
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 10 August 2026 — this
entry's latest reading, not the date you are reading this.
“کاریمو اکادمی (فرهنگیان)” (@kariimoacademy), 3,823 subscribers as measured 10 August 2026. Telegram Register, tgregister.com/channel/kariimoacademy.
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.
