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 67% 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 1 other registered channel. 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 (1 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 1 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 19 comparable posts for this entry, running 13 June 2026 to 2 August 2026. 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 2, the earliest publisher we hold is @chemicalsanati. That is a statement about our reading window, not a claim of authorship.
Recorded under the key clone_copy, 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 1 other registered channel, 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.
2 measurements taken within a single day. 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 429–431 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)
Subscribers
Change
7 Aug 2026, 16:35
430
no change
7 Aug 2026, 01:02
430
first reading
Engagement
20 posts held, back to 13 June 2026 — 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 pageof Telegram’s post history, 20 posts per page.
ERR · 30 days
121.6%
avg views ÷ 430 subscribers
Avg views / post
523
2 posts measured
Reaction rate
—
this channel exposes no reaction counts
Posts in window
2
of 20 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
Window
Rolling 30 days · latest post in window 2 August 2026
Posts held
20 (13 June 2026 – 2 August 2026)
Views total
1,046
Reactions total
—
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
7 Aug 2026, 01:02 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.
✅ قابل توجه دانشآموختگان گرامی دانشگاه صنعتی بیرجند
دانشآموخته گرامی؛
به منظور درک دقیق از وضعیت اشتغال فارغالتحصیلان، خواهشمند است در طرح «رصد اشتغال» شرکت نمایید.
لطفاً ابتدا وارد سامانه ساجد شوید و سپس از منوی «پایش عملکرد»، پرسشنامه را تکمیل کنید.
لینک سامانه: https://sajed.msrt.ir/auth/login
وزارت علوم، تحقیقات و فناوری
#دانشگاه_صنعتی_بیرجند
#تا_پای_جان_برای_ایران
•┈••✾🍃🌼🍃✾••┈•
روابط عمومی دانشگاه صنعت…
🔺 کارگاه آموزشی نقشه راه کارآموزی
🔸ویژه دانشجویانی که تا کنون واحد کارآموزی را نگذرانده اند.
🔹آشنایی کامل با روند کارآموزی در دانشگاه صنعتی بیرجند
🔻زمان: سهشنبه ۳۰ تیرماه ۱۴۰۵ | ساعت ۱۱ صبح
لینک شرکت در کارگاه:
https://vc.birjandut.ac.ir/rqskma0oe8ni/
به اطلاع دانشجویان میرساند واحد کارآموزی میبایست در تابستان بعد از نیمسال ششم یا هشتم تحصیل با رعایت پیشنیازی اخذ گردد.
پیشنیاز کارآموزی برای دانشجویان مهندسی صنایع ورودی 1400 و ماقبل: گذراندن حداقل 85 واحد درسی
پیشنیاز کارآموزی برای دانشجویان مهندسی صنایع ورودی 1401: گذراندن حداقل 70 واحد درسی و درس «روش
تحقیق و گزارشنویسی»
پیشنیاز کارآموزی برای دانشجویان علوم مهندسی: اخذ درس در تابستان بعد از نیمسال ششم ی…
💢اطلاعیه مهم: شرایط و ضوابط ترم تابستان💢
دانشجویان گرامی، جهت آگاهی از ضوابط و مقررات آموزشی ترم تابستان، موارد زیر را با دقت مطالعه فرمایید:
۱. محدودیت اخذ واحد: سقف مجاز انتخاب واحد در ترم تابستان حداکثر ۶ واحد میباشد. (استثنا: دانشجویان ترم آخر که با ۹ واحد فارغالتحصیل میشوند، مجاز به اخذ حداکثر ۹ واحد هستند).
۲. قوانین دروس معارف: اخذ حداکثر یک درس از گروه معارف با کسب مجوز از گروه معارف امکانپذیر خواهد بو…
📢 اطلاعیه برگزاری ترم تابستان (مجازی) دانشگاه صنعتی بیرجند در سال ۱۴۰۵
دانشگاه صنعتی بیرجند در راستای توسعه آموزشهای الکترونیکی، ترم تابستان ۱۴۰۵ را به صورت مجازی برای دانشجویان دانشگاه صنعتی بیرجند و همچنین دانشجویان سایر دانشگاههای کشور برگزار میکند.
🔹 آغاز پیشثبتنام دانشجویان سایر دانشگاهها: ۲۲ تیرماه ۱۴۰۵
🔹 انتخاب واحد دانشجویان دانشگاه صنعتی بیرجند: ۲۸ تا ۳۰ تیرماه ۱۴۰۵
🔹 شروع کلاسهای مجازی: ۳ مردادماه …
جلسه سمینار خانم طیبه کارکن دانشجوی کارشناسی ارشد رشته مهندسی صنایع روز دوشنبه مورخ 22 تیر 1405 ساعت ۱۰ به صورت حضوری_مجازی برگزار می شود. دانشجویان علاقه مند می توانند به صورت حضوری و مجازی در این جلسه شرکت کنند.
جلسه حضوری:
اتاق ۲۰۵ دانشکده کامپیوتر و صنایع.
لینک جلسه مجازی:
https://vc.birjandut.ac.ir/but-lecture-1405-2
🫥این جزوه آموزشی در سال ۲۰۲۰ توسط Fabián Kozynski منتشر شده و بهعنوان بخشی از مجموعه «برگههای خلاصه یادگیری ماشین و یادگیری عمیق» در منابع آموزشی دانشگاهی، از جمله مجموعههای آموزشی مرتبط با Stanford University، مورد استفاده قرار گرفته است.
این فایل مهمترین مفاهیم علم احتمال را که پایه بسیاری از روشهای تحلیل داده، هوش مصنوعی و یادگیری ماشین هستند، به زبانی فشرده و همراه با فرمولهای اصلی مرور میکند. در ابتدا مف…
📢 فراخوان جذب ایدهها و طرحهای خلاقانه تیمها و شرکتها
مرکز رشد نوین دانشگاه بیرجند با حمایت معاونت فناوری و نوآوری وزارت علوم، تحقیقات و فناوری و با همکاری پارک علم و فناوری خراسان جنوبی و صندوق نوآوری، فراخوان جذب ایدهها و طرحهای خلاقانه را در دو محور زیر منتشر میکند:
🔹 اقتصاد دیجیتال و هوش مصنوعی
🔹 طراحی و ساخت ماشینآلات
در این فراخوان، طرحهای منتخب متناسب با سطح آمادگی فناوری (TRL) از حمایتهای مالی و خد…
#خوارزمی
#فراخوان
💢 آغاز ثبتنام چهلمین دوره جشنواره بینالمللی خوارزمی؛ فراخوان برای نخبگان علمی و فناورانه
🔸متقاضیان برای شرکت در این جشنواره باید به پایگاه اطلاعرسانی جشنوارههای خوارزمی به نشانی www.khwarizmi.ir مراجعه کرده و از طریق بخش «سامانه جامع جشنوارههای خوارزمی» ثبتنام خود را تکمیل کنند.
#تا_پای_جان_برای_ایران
#دانشگاه_صنعتی_بیرجند
•┈••✾🍃🌼🍃✾••┈•
روابط عمومی دانشگاه صنعتی بیرجند
@Birjandut
🔺با سلام و احترام؛
✅ به اطلاع کلیه دانشجویان عزیز میرساند تاریخهای بازههای مختلف کارآموزی ترم تابستان به شرح تصویر فوق میباشد.
🔺 تایید اولیه درخواست کارآموزی در تابستان منوط به انتخاب واحد درس کارآموزی میباشد.
🔺شروع انتخاب واحد در ترم تابستان از ۲۲ تیر ۱۴۰۵ میباشد.
🔸با توجه به اینکه بازههای زمانی تعیین شده قابل تغییر یا تمدید نمیباشند، لطفا در صورت تمایل به گذراندن کارآموزی در ترم تابستان با توجه به تاریخ…
📢 اطلاعیه مهم ویژه دانشجویان تحصیلات تکمیلی در خصوص برگزاری امتحانات نیمسال دوم سال تحصیلی ۱۴۰۵-۱۴۰۴
با توجه به برگزاری حضوری امتحانات پایانترم نیمسال دوم سال تحصیلی ۱۴۰۵-۱۴۰۴، رعایت نکات زیر در ایام برگزاری آزمونها الزامی است:
✅ حضور دانشجویان گرامی ۲۰ دقیقه قبل از شروع امتحان در محل برگزاری آزمون ضروری است. بدیهی است از ورود دانشجویان دارای تأخیر به جلسه امتحان جلوگیری خواهد شد.
✅ همراه داشتن کارت ورود به جلسه…
Showing the 12 most recent of 20 posts we hold for @indust_but. 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 — 592,517 of 1,151,006entries 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
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 7 August 2026 — this
entry's latest reading, not the date you are reading this.
“کانال اطلاعرسانی گروه مهندسی صنایع و علوم مهندسی” (@indust_but), 430 subscribers as measured 7 August 2026. Telegram Register, tgregister.com/channel/indust_but.
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.