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Channel

Deepseek直装

@HQSWMOD

On this record: Topic · Observations · Channels linked by matching posts · Growth · Engagement · What this channel posts · Reactions · Stars · Posts · Posts recorded as deleted · Polls · Citations · Handles named that no longer answer · Cite this entry

82,279subscribers

-29,658 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of 31,623–100,000.

Register entry

Telegram ID-1003988244011
TypeChannel
Username@HQSWMOD
Created7 May 2026 — measured — dated from the channel’s first post
First recorded6 August 2026
Last confirmed live11 November 2026
Measurements held63
Confirmed unchanged1 time, most recently 11 November 2026
On Telegramt.me/HQSWMOD

Topic

Software piracy — 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 9 August 2026 and assigned it the closest of 31 fixed categories, at 96% 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 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
@MoseDust/67559 Aug 2026, 05:35 UTC@HQSWMOD/11048 · this entry9 Aug 2026, 08:10 UTC1.002.6 hours
@HQSWMOD/11167 · this entry11 Aug 2026, 00:06 UTC@MoseDust/692611 Aug 2026, 00:08 UTC1.002 minutes
@HQSWMOD/11382 · this entry14 Aug 2026, 10:00 UTC@MoseDust/720414 Aug 2026, 11:04 UTC1.0064 minutes
@MoseDust/722014 Aug 2026, 13:14 UTC@HQSWMOD/11417 · this entry14 Aug 2026, 14:20 UTC1.0066 minutes
@HQSWMOD/11445 · this entry14 Aug 2026, 18:35 UTC@MoseDust/726014 Aug 2026, 18:35 UTC1.00under a minute
@HQSWMOD/11465 · this entry14 Aug 2026, 21:42 UTC@MoseDust/728214 Aug 2026, 21:43 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
@MoseDust7 (6/7 hand-verifiable sample passed)1.0064 minutesthis entry (5–2)

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. 2 of the 2 matches recorded here fall after that date and carried no header when we read them. The rest predate reliable capture and are not evidence either way.

“Published first” means first in this corpus. We hold 99 comparable posts for this entry, running 5 August 2026 to 14 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).

Of the group of 4 channels, the one whose matching posts we hold earliest is @MoseDust. That is a statement about our reading window, not a claim of authorship.

Recorded under the key 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

82,279111,93797,1086 August 202611 November 2026
63 measurements spanning 96 days, net -29,658. 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 77,830–116,386 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 63
Measured (UTC)SubscribersChange
11 Nov 2026, 06:4682,279-211
9 Nov 2026, 14:4882,490-488
8 Nov 2026, 04:1982,978-239
6 Nov 2026, 23:3183,217-196
5 Nov 2026, 23:5083,413-210
4 Nov 2026, 21:3883,623-277
3 Nov 2026, 18:5983,900-578
2 Nov 2026, 19:4584,478-181
1 Nov 2026, 16:2784,659-217
31 Oct 2026, 18:0084,876-357
30 Oct 2026, 15:5485,233-259
29 Oct 2026, 13:1085,492-218
28 Oct 2026, 10:0485,710-132
27 Oct 2026, 10:1585,842-127
26 Oct 2026, 11:3685,969-146
25 Oct 2026, 11:4686,115-86
24 Oct 2026, 13:5586,201-648
23 Oct 2026, 15:3686,849-299
22 Oct 2026, 12:3887,148-223
21 Oct 2026, 03:4887,371first reading

Engagement

170 posts held, back to 7 May 2026 — the reader has reached the start of this channel’s public history, so this is the full archive Telegram still exposes. Read across 26 pages 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 170 posts for this entry, the most recent from 14 August 2026. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Video runtime
16s
Average length
16s

Measured directly from 1 video 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

16,012 reactions across 155 posts, in 19 distinct kinds. The most used accounts for 14.7% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
👍2,35714.7%
🤩1,88811.8%
😍1,74010.9%
❤1,73410.8%
🔥1,72710.8%
💯1,66110.4%
🎉1,63010.2%
❤‍🔥1,61010.1%
🥰1,60210.0%
🤔280.175%
🤨120.075%
😱60.037%
🤓50.031%
👏40.025%
💔20.012%
😭20.012%
🤪20.012%
👀10.006%
🤬10.006%

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 159 of the 170 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 16,012 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 170 most recent posts we hold, published 7 May 2026 to 14 August 2026, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.

Telegram Stars

Stars received
16
across the posts below
Posts paid on
1
of 169 we hold a reading for · 0.6%
Most on one post
16
single highest reading

A paid reaction is a reader spending Telegram Stars — bought with money — on a post by @HQSWMOD. Telegram publishes the count on the public post preview alongside ordinary reactions, and this register reads it there. It is the only figure on this site that measures money moving rather than attention.

Stars are not reactions, and the two are never added. They are rendered in the same strip on Telegram and counted in the same shape, but one is a tap and the other is a purchase. The reaction totals and the engagement rate elsewhere on this page exclude every figure in this section, and no rate here is computed against a reaction count.

This is not revenue, and we publish no currency figure. What a Star costs a reader and what it pays a channel are different numbers, Telegram takes a share we cannot observe, and the terms have changed. Converting a Star count into money would be an estimate dressed as a measurement, so the count is where we stop.

Counted over the 170 most recent posts we hold for this entry, published 7 May 2026 to 14 August 2026. Star counts above 1,000 reach us in Telegram’s short form and carry the same three-significant-figure rounding as everything else on this page.

Recent posts

14 Aug 2026, 21:42 UTC4 views1 reactionsread 14 August 2026

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👍1

14 Aug 2026, 21:34 UTC1 views4 reactionsread 14 August 2026
Photo

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👍4

14 Aug 2026, 21:25 UTC5 views4 reactionsread 14 August 2026
Photo

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👍4

14 Aug 2026, 18:35 UTC36 views2 reactionsread 14 August 2026

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👍2

14 Aug 2026, 17:29 UTC35 views6 reactionsread 14 August 2026
Forwarded from @mengshen123

😙还在当直装仔被嘲笑吗 别人已经找教父来买Root机当大牛了 点击蓝色自己查看图片😙 🔤🔤🔤🔤机剩余库存 购买联系😁@www83611😁 点击蓝色自己查看图片 1️⃣iqoo neo7 价格98¥ ⭐️库存有限⭐️ 2️⃣红米k40已刷root 价格88¥ ⭐️库存拉满⭐️ 3️⃣红米k70 价格158¥ ⭐️库存有限⭐️ 4️⃣小米pad 6pro 价格388¥ ⭐️库存1台⭐️ 5️⃣小米8 已刷Root 价格68¥ 库存拉满 6️⃣vivo Y200 价格288¥ 库存3台 7️⃣联想拯救者Y700四代价格588¥ 点击上面的蓝字看图 8️⃣一加ace5 价格168 9️⃣小米pad7 pro 价格788 购买更多ROOT机找 😙 @www83611 😙只问不买(🙈)死全家 双向 @www83611bot 😙主频道 @mengshen123 ⚠️点击查看到货反馈 😙收广告位 @ww83611 永远把你们安全放在第…

👍5❤1

14 Aug 2026, 14:20 UTC101 views4 reactionsread 14 August 2026

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👍4

14 Aug 2026, 13:41 UTC106 views17 reactionsread 14 August 2026

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👍11❤3😱2💯1

14 Aug 2026, 10:00 UTC15 views6 reactionsread 14 August 2026

💬快进来看 telegram官方最新通知 ⚙️今天我整合了TG挂圈各大热门频道! ✅以下频道是挂圈热门频道大合集 1️⃣TG创始人频道[Mr Durov] 2️⃣全国身份地址信息(全国) 3️⃣河北全市入口信息(稀缺地) 4️⃣三角洲公益解密(长期更新) 5️⃣PUBG/和平最强改文件 6️⃣免费领取奖金抽奖(TG领钱) 7️⃣免费领快手/抖音号(公益活动) ‼️互推日进百人 参加互推 💻参加互推要求:频道1k+日浏览100 ------------------------------------- 点我一键加入全部频道👻 点我一键加入全部频道📆 点我一键加入全部频道🤖 🫥🫥🫥🫥🫥🫥🫥🫥🫥🫥 ‼️互推日进500+用户 ❗️给大家一个更全面的选择 ❗️帮助每一位频道主提高频道活跃度 (偷消息全家立马出门被🐶操死)

👍5❤1

14 Aug 2026, 09:38 UTC10 views3 reactionsread 14 August 2026
Forwarded from @mengshen123

😙还在当直装仔被嘲笑吗 别人已经找教父来买Root机当大牛了 点击蓝色自己查看图片😙 🔤🔤🔤🔤机剩余库存 购买联系😁@www83611😁 点击蓝色自己查看图片 1️⃣iqoo neo7 价格98¥ ⭐️库存有限⭐️ 2️⃣红米k40已刷root 价格88¥ ⭐️库存拉满⭐️ 3️⃣红米k70 价格158¥ ⭐️库存有限⭐️ 4️⃣小米pad 6pro 价格388¥ ⭐️库存1台⭐️ 5️⃣小米8 已刷Root 价格68¥ 库存拉满 6️⃣vivo Y200 价格288¥ 库存3台 7️⃣联想拯救者Y700四代价格588¥ 点击上面的蓝字看图 8️⃣一加ace5 价格168 9️⃣小米pad7 pro 价格788 购买更多ROOT机找 😙 @www83611 😙只问不买(🙈)死全家 双向 @www83611bot 😙主频道 @mengshen123 ⚠️点击查看到货反馈 😙收广告位 @ww83611 永远把你们安全放在第…

👍2❤1

14 Aug 2026, 09:34 UTC17 views3 reactionsread 14 August 2026
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👍2❤1

14 Aug 2026, 05:21 UTC256 views9 reactionsread 14 August 2026

如果你还是存在禁令 尝试不开启美化功能

👍9

14 Aug 2026, 05:21 UTC203 views11 reactionsread 14 August 2026
Forwarded from @HeSuXunZiFile

和粟熏子更新1.4版本 1⃣修复已知禁令与追封七天问题 2⃣修复梅花无法隐藏护甲bug 3⃣修复加载配置无效问题 4⃣开启验证功能 🔑卡密 HeSuXunZi 🏪八级号 https://4xg.66url.cn/qhN ◼安装包频道 @HeXuSunZiAPK 反馈联系 @a687v @a687e @sad1881 ✈️官方频道 @HeXuSunZi

👍8❤3

Showing the 12 most recent of 170 posts we hold for @HQSWMOD. 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.

Posts recorded as deleted after publishing

We recorded 4 posts on @HQSWMOD as deleted — posts this register held that were missing from the channel’s public page on two separate reads, taken from different network addresses at least an hour apart.

A deletion is not wrongdoing. This register can see that a post it held is no longer on the channel’s public page, and when — not why. Expired ad placements, reposts, rotating links and corrections all look the same. This is a count of recorded detections, not an exact total: it misses deletions we could not see, because only a post we held and later re-read inside the page can be seen to go, and it may include a small number of wrong records. How this is measured.

First seen missing
8 August 2026
Most recent seen missing
13 August 2026
Median time before seen missing
19 hours
Seen missing in the last 30 days
0

Polls

The poll we hold for this entry, as Telegram rendered it when we read the post. A poll’s figures keep moving after that, so each one is dated.

8 Aug 2026, 10:11 UTCAnonymous Poll46 voters

这个频道做什么

  1. 公益项目分享48%
  2. 更新PUBG直装59%
  3. 啥也不做7%

The shares total 114%, above 100: this poll accepts more than one answer per voter. No per-option vote count is published, so the number of voters who chose each option is not derivable and is not 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 170 most recent posts we hold, published 7 May 2026 to 14 August 2026. 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

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 37 registered channels — 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. The 16 listed below are the most frequent namers; the rest are counted above but not each listed.

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

“Deepseek直装” (@HQSWMOD), 82,279 subscribers as measured 11 November 2026. Telegram Register, tgregister.com/channel/HQSWMOD.

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.