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Channel

V2EX 最热主题

@v2ex_hot

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

5,581subscribers

+796 since we began measuring on 7 August 2026

Risers and fallers across the register · movement among entries of 3,162–10,000.

Register entry

Telegram ID-1002047040985
TypeChannel
Username@v2ex_hot
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 live12 November 2026
Measurements held27
Confirmed unchanged1 time, most recently 12 November 2026
On Telegramt.me/v2ex_hot

Topic

Technology — 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 13 September 2026 and assigned it the closest of 31 fixed categories, at 52% 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 forms a group of 2 channels linked by matching posts. 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 (5 of the pairs behind the counts below)
Posted firstThenOverlapGap
@v2ex_hot/16707 · this entry8 Aug 2026, 02:08 UTC@zyksj/100468 Aug 2026, 02:10 UTC1.002 minutes
@v2ex_hot/16706 · this entry8 Aug 2026, 01:58 UTC@zyksj/100478 Aug 2026, 02:10 UTC1.0012 minutes
@v2ex_hot/16713 · this entry8 Aug 2026, 02:39 UTC@zyksj/100518 Aug 2026, 02:40 UTC1.0072 seconds
@v2ex_hot/16715 · this entry8 Aug 2026, 03:09 UTC@zyksj/100588 Aug 2026, 03:10 UTC1.002 minutes
@v2ex_hot/16717 · this entry8 Aug 2026, 04:04 UTC@zyksj/100618 Aug 2026, 04:10 UTC1.007 minutes
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
@zyksj5 (5/5 hand-verifiable sample passed)1.002 minutesthis entry (5–0)

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 0 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 36 comparable posts for this entry, running 7 August 2026 to 12 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 2 channels, the one whose matching posts we hold earliest is @v2ex_hot — which is this entry. 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 2 registered channels linked by matching posts. 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

4,7855,5815,1837 August 2026 — 4,785 subscribers7 August 2026 — 4,789 subscribers11 August 2026 — 4,822 subscribers14 August 2026 — 4,847 subscribers17 August 2026 — 4,881 subscribers20 August 2026 — 4,905 subscribers24 August 2026 — 4,946 subscribers27 August 2026 — 4,969 subscribers30 August 2026 — 5,003 subscribers2 September 2026 — 5,032 subscribers7 September 2026 — 5,067 subscribers11 September 2026 — 5,104 subscribers15 September 2026 — 5,156 subscribers19 September 2026 — 5,179 subscribers30 September 2026 — 5,247 subscribers7 October 2026 — 5,304 subscribers13 October 2026 — 5,339 subscribers16 October 2026 — 5,371 subscribers20 October 2026 — 5,402 subscribers23 October 2026 — 5,414 subscribers25 October 2026 — 5,436 subscribers28 October 2026 — 5,457 subscribers31 October 2026 — 5,472 subscribers2 November 2026 — 5,494 subscribers5 November 2026 — 5,525 subscribers8 November 2026 — 5,552 subscribers12 November 2026 — 5,581 subscribers7 August 202612 November 2026
27 measurements spanning 97 days, net +796. 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 4,666–5,700 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 27
Measured (UTC)SubscribersChange
12 Nov 2026, 06:395,581+29
8 Nov 2026, 10:555,552+27
5 Nov 2026, 11:285,525+31
2 Nov 2026, 21:555,494+22
31 Oct 2026, 03:115,472+15
28 Oct 2026, 11:555,457+21
25 Oct 2026, 17:215,436+22
23 Oct 2026, 00:375,414+12
20 Oct 2026, 01:065,402+31
16 Oct 2026, 17:565,371+32
13 Oct 2026, 14:375,339+35
7 Oct 2026, 15:005,304+57
30 Sept 2026, 11:385,247+68
19 Sept 2026, 16:385,179+23
15 Sept 2026, 13:595,156+52
11 Sept 2026, 12:185,104+37
7 Sept 2026, 01:205,067+35
2 Sept 2026, 12:335,032+29
30 Aug 2026, 03:385,003+34
27 Aug 2026, 01:134,969first reading

Engagement

72 posts held, back to 7 August 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 7 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 72 posts for this entry, the most recent from 12 August 2026. An engagement rate over an empty window would be a number about nothing.

Reaction mix

1 reaction across 1 post, in 1 kind.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
❤1100.0%

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 3 of the 72 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 1 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 72 most recent posts we hold, published 7 August 2026 to 12 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.

Recent posts

12 Aug 2026, 03:54 UTC48 viewsread 12 August 2026

V2EX-最热主题 闲聊,感觉 MacbookPro M1Pro 还是很能打,这都过去 5 年了 kylebing: 2021 年 10 月发售的,也是当时入的,没想到过去这么多年了还是很能打。比公司的电脑快多了。 记得当时是从 MacbookPro 2017 过渡过来的,刚买来的时候,最明显的感觉就是脑子跟不上电脑的响应速度了,让我有点慌。以前都是脑子快于电脑反应,每次都要等它。 好像还能用很久的感觉,下次换大存储的,至少 1T ,512 不够用。 source (author: kylebing)

12 Aug 2026, 03:08 UTC62 viewsread 12 August 2026

V2EX-最热主题 其实减肥真的没有那么难,能量守恒是肯定的 Telegraph | source (author: LuoboLau)

12 Aug 2026, 02:49 UTC67 viewsread 12 August 2026

V2EX-最热主题 底层人为什么完不成原始资本积累? jerry933900: 根据我自己身边好多农村出来的孩子挣 1 万就要换个手机,挣 5 万就要买个车,挣 10 万 20 万就想贷款买房。当时我不以为然,最近留意了一下,还真是这么回事,有没有对此有一些其他的看法? source (author: jerry933900)

12 Aug 2026, 02:24 UTC73 viewsread 12 August 2026

V2EX-最热主题 上个月迟到被扣了 950 Telegraph | source (author: ch0sen)

12 Aug 2026, 02:14 UTC73 viewsread 12 August 2026

V2EX-最热主题 GPT5.6Pro 一直被路由到 5.5mini ChopperLin: 最近 GPT5.6Pro 一直被路由到 5.5mini 电脑端 ip 从日本切到美国新加披台湾都不行 手机 APP 也是这么操作,也都不行 我是 GPT20xPro 订阅,不至于这么快就到 Pro 使用上限了吧?总共也不会问超过 50 个问题到现在为止 有懂的老哥知道怎么回事吗?还能怎么操作试试? source (author: ChopperLin)

12 Aug 2026, 02:09 UTC63 viewsread 12 August 2026

V2EX-最热主题 [Air Router] Claude Max 缓存读取 5 折的中转站! GPT Plus 0.1, Pro 0.2, Grok 0.1, 留言 ID 得 10$额度 Telegraph | source (author: violin84)

12 Aug 2026, 01:58 UTC65 viewsread 12 August 2026

V2EX-最热主题 现在有什么靠谱的渠道购买短位 QQ 号的吗? libasten: 不知道还有没有 5-6 位的可以正儿八经“过户”的? 或者 8 位的也行。 目前很多人都在说不用 QQ 了,不知道这种“靓号”价格是不是便宜了呢? source (author: libasten)

12 Aug 2026, 01:18 UTC80 viewsread 12 August 2026

V2EX-最热主题 lyvv: 吃了 5 6 7 次饭了,还没有牵上手,继续吗 都是离异的 source (author: lyvv)

12 Aug 2026, 01:04 UTC82 viewsread 12 August 2026

V2EX-最热主题 我从 157.3kg 减到 67.5kg,减肥其实就是戒🐷瘾,看站里好多减肥的帖子有感 Telegraph | source (author: Rliey)

12 Aug 2026, 00:48 UTC85 viewsread 12 August 2026

V2EX-最热主题 想买 watch 的心达到了顶峰 miusmile: 原来想法是:买新不买旧,直接上 ultra 3 不知道什么时候出新款,现在买是不是最好的时机,买过的 v 友有吗 source (author: miusmile)

12 Aug 2026, 00:48 UTC90 viewsread 12 August 2026

V2EX-最热主题 感觉长沙几乎没有岗位了啊 Freeppp: 1.从去年 vibe coding 这个词出现,就一直在研究 Ai 相关得知识,给公司搭建内部 mcp 平台,skill 平台,把公司各种内部系统都接入了,然后给研发弄各种研发工作流给研发提效,内部论坛也输出很多 AI 相关得文档,甚至手把手教他们,在公司内部群活跃分享,但是公司内部领导层好像看不到。说好得调薪,也没有消息,可能我自我感觉良好,感觉我比大部分人都强,现在是外部没机会,内部不调薪,感觉有点不得劲啊。 source (author: Freeppp)

12 Aug 2026, 00:28 UTC91 viewsread 12 August 2026

V2EX-最热主题 AI 现在智力的上限 Rrrrrr: 大模型都是靠训练,所以现在的 AI 智力就等于最聪明那一群人了吧,应该不太可能会比训练它的人还强? 它学了几千万本书,但是这书也只是人类写的。 source (author: Rrrrrr)

Showing the 12 most recent of 72 posts we hold for @v2ex_hot. 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 12 November 2026 — this entry's latest reading, not the date you are reading this.

“V2EX 最热主题” (@v2ex_hot), 5,581 subscribers as measured 12 November 2026. Telegram Register, tgregister.com/channel/v2ex_hot.

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.