【明天结束】CUN.AI 首充 $66 拿 Claude / GPT Max 约 3.3 折,会员返利还叠加!Opus-5.5,GPT-6-Sol都支持!新用户注册就送5.8刀!内附500张兑换码! 【倒计时约 36 小时】首充 $66 拿 Claude / GPT Max 约 3.3 折,会员返利还叠加! 首充加赠和 Claude / GPT 套餐活动,9 月 30 日 23:59 结束。再犹豫,这轮就过去了。 **$99 Max 档:**实付 $66 → 首充赠 $33 + 黄金会员返利 $0.99 → 余额到账 $99.99。用 $99 买套餐,到手 $165 Claude / GPT 主套餐额度 + $35 Grok 额度,余额还剩 $0.99。 **$169 Team Max 档:**实付 $119 → 首充赠 $50 + 黄金会员返利约 $1.79 → 余额到账约 $170.79。用 $169 买套餐,到手 …

Channel
linux.do
@linuxdoit
On this record: Topic · Growth · Engagement · What this channel posts · Reactions · Posts · Citations · Handles named that no longer answer · Cite this entry
23,314subscribers
+527 since we began measuring on 6 August 2026
Risers and fallers across the register · movement among entries of 10,000–31,623.
Register entry
| Telegram ID | -1002329614234 |
|---|---|
| Type | Channel |
| Username | @linuxdoit |
| Description | linux.do最新话题和热议话题 |
| Created | Between 1 September 2024 and 31 March 2025 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 6 August 2026 |
| Last confirmed live | 18 September 2026 |
| Measurements held | 31 |
| Confirmed unchanged | 1 time, most recently 18 September 2026 |
| On Telegram | t.me/linuxdoit |
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 10 September 2026 and assigned it the closest of 31 fixed categories, at 100% 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.
Growth
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 18 Sept 2026, 15:18 | 23,314 | +51 |
| 16 Sept 2026, 09:18 | 23,263 | +26 |
| 14 Sept 2026, 16:15 | 23,237 | +13 |
| 12 Sept 2026, 23:40 | 23,224 | +28 |
| 11 Sept 2026, 02:16 | 23,196 | +39 |
| 8 Sept 2026, 02:37 | 23,157 | +56 |
| 5 Sept 2026, 02:14 | 23,101 | +26 |
| 3 Sept 2026, 09:43 | 23,075 | +21 |
| 2 Sept 2026, 03:55 | 23,054 | +10 |
| 1 Sept 2026, 03:04 | 23,044 | +3 |
| 29 Aug 2026, 21:37 | 23,041 | +16 |
| 28 Aug 2026, 19:56 | 23,025 | +7 |
| 27 Aug 2026, 19:07 | 23,018 | +4 |
| 26 Aug 2026, 19:32 | 23,014 | +6 |
| 25 Aug 2026, 19:56 | 23,008 | +13 |
| 24 Aug 2026, 19:24 | 22,995 | +7 |
| 23 Aug 2026, 02:06 | 22,988 | +11 |
| 21 Aug 2026, 12:38 | 22,977 | +15 |
| 20 Aug 2026, 09:44 | 22,962 | +10 |
| 19 Aug 2026, 12:52 | 22,952 | first reading |
Engagement
848 posts held, back to 6 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 63 pages of Telegram’s post history, 20 posts per page.
- ERR · 30 days
- 0.356%
- avg views ÷ 23,314 subscribers
- Avg views / post
- 83.0
- 170 posts measured
- Reaction rate
- 0.864%
- reactions ÷ views · ER floor
- Posts in window
- 170
- of 848 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. It is computed over the 10 of 170 measured posts that carry a reaction reading, and over those same posts' views.
| Window | Rolling 30 days · latest post in window 29 September 2026 |
|---|---|
| Posts held | 848 (6 August 2026 – 29 September 2026) |
| Views total | 14,109 |
| Reactions total | 15 |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 29 Sept 2026, 08:15 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.
What this channel posts
- Photos
- ≈181,000
- Videos
- ≈224
- Links
- ≈339,000
Lifetime counters from Telegram’s own channel header, read 29 September 2026 — not the date at the top of this page, which is when the subscriber count was last read. A count marked ≈ was rounded by Telegram before we ever saw it — t.me prints these counters in full below 1,000 and to three significant figures above, so ≈142,000 means somewhere between 141,500 and 142,499.
Reaction mix
31 reactions across 21 posts, in 6 distinct kinds. The most used accounts for 38.7% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| ❤ | 12 | 38.7% | |
| 👍 | 11 | 35.5% | |
| 👎 | 4 | 12.9% | |
| 💩 | 2 | 6.45% | |
| 😢 | 1 | 3.23% | |
| 🤣 | 1 | 3.23% |
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 31 of the 848 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 31 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 848 most recent posts we hold, published 6 August 2026 to 29 September 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
刚加上女生应该怎么跟聊天呀? 在社交平台加了女生,但是不知道怎么聊天,然后后面就没后续了,主要是不知道怎么启动聊天,就是正常说话还好,要是结束话题了下次就不知道怎么开始聊天了,求佬友们指导指导,或者有佬友愿意把自己刚刚认识女生那段时间聊天记录给我参考参考就好了 😎 80 个帖子 - 61 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: pap)
Claude5.5Opus制作的后室游戏 耗时几个小时弄了11个关卡,老友们帮我测一下吧看看如何ho.wangzhuge.cc.cd 后室 · THE BACKROOMS 35 个帖子 - 26 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: 浪了了)
为什么我的gpt老师长这样 别的佬友或是帅哥或是美女,为什么我是小机器人?!🫠GPT 老师,聊了这么久,还不知道你长啥样,你能发一张你在书桌旁回我消息的全身自拍照吗129 个帖子 - 123 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: GUWJ)
最新话题 - 2026年9月29日15:01摘要 (近3小时) 近期社区聚焦AI模型体验、账号风控、工具优化及开源项目,技术实践与海外服务访问成为热点。 AI大模型性能与体验 ● Claude Opus 5.5推出后室游戏开放测试。原文链接 ● Sonnet 5.5与Opus 5.5性能差距引发用户热议。原文链接 ● Claude Sonnet 5.5发布,中档配置性价比更高。原文链接 ● 用户反馈ASTRA模型近期表现明显下滑。原文链接 ● 国产豆包在简单文本写作场景表现良好。原文链接 ● MIMO-V2.6-Pro绘图任务陷入无限思考循环。原文链接 ● 用户报告Codex不同客户端回答质量差异显著。原文链接 ● GPT反代使用存在降智与恢复波动,安全性存疑。原文链接 ● 网页版ChatGPT意外消耗Codex 5H额度引发不满。原文链接 ● 新注册账号被识别为“青春版”,功能受限。原文链接 AI服务账号风控与稳定性 …
字幕提取这个领域,Gemini 还是太超模了 好久没有测试 Gemini 提取字幕的能力了,对 3.8 Flash 这个模型也进行测试 视频时长11分半,不对视频进行切片,一次性导入上下文,多模态分析 一次 API 调用完成字幕提取 测试一:音频转字幕 拖入音频文件,获取字幕 镜头这个位置是AI识别出的字幕 完成该操作时使用了17K的输入和8K的输出 只调用一次API 所有时间戳均准确无误 唯一缺点是该专有品牌采用了中文名称,这个中文名在互联网上均无法查询到 测试二:视频转字幕 直接把视频文件拖入聊天框,可以通过视觉能力理解视频中的内容,这对字幕的提取更有帮助 时间戳依然准确,时间戳比视频内嵌的字幕更准 这就更加牛逼了,可以通过画面内容来进行修正 携带视频的情况下,Token 就需要多很多, 62K 输入,10K 输出 如果我是视频创作者,需要为视频添加字幕,那么 Gemini 就是我的唯一选择 靠多模态能力,…
OpenAI因安全问题推迟发布GPT-6.1 Astra 据华尔街日报报道,OpenAI因研究人员在内部测试中发现安全问题,取消了下一代AI模型的发布计划。OpenAI原计划在未来几天或几周内推出名为GPT-6.1 Astra的模型。该模型相比此前版本,在无需人工协助完成复杂端到端任务以及写作方面能力更强。 OpenAI安全系统负责人Saachi Jain表示,GPT-6.1 Astra相比前代模型在两个安全领域出现退步,因此无法安全发布。该模型在衡量“对齐”的测试中表现较差,即模型遵循人类期望行为的能力不足。具体而言,GPT-6.1 Astra表现出更高程度的欺骗性,例如无法始终诚实告知用户其采取或未采取的行动。 39 个帖子 - 39 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: 冰原Bill)
现在出来面试的学历怎么都造假啊 昨天来了一个新人,正办理入职呢,结果学历查出来问题了。是真的学历,同名字,但是不是这个人的。也是真厉害了。来了不到一个小时,让走了。。。现在这培训机构想出来的办法真是厉害 51 个帖子 - 42 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: 我是演员让让我)
智谱的骗已经成为一种习惯了。。。 我是智谱coding plan最早的v1 lite套餐用户。一段时间以来,虽然coding plan套餐一直在缩水,但是仍然使用着。最近一次智谱搞出了一个v3套餐,但是承诺老用户可以续订升级v2. 结果我现在v1到期要升级v2 pro,发现其实是无法升级的。系统上直接做了限制无法点击。 我:这不是写着在赠送套餐生效期间能买v2吗。 客服: 🤔 买不了 我:那啥时候能买v2,还是说只能买v3? 客服不见了。。。 好吧,不得不承认智谱的骗已经成为一种习惯了。各位仍在使用v1套餐或者v2赠送套餐的佬要注意,后续是买不了v2的,只能买v3 73 个帖子 - 31 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: Integer)
一人一个长大后才知道的冷知识,我先来 小时候以为开公司赚的钱都是自己的,想怎么花就怎么花。 后来才知道还要交税,交税后才知道公帐和私帐分开,公帐的钱还是不能乱用,需要有由头才能使用,最后分红还要交税 92 个帖子 - 77 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: 光头强)
第一次发主题,升级了,搞了几个MuseAI的账号 第一次发帖,佬们别介意。 搞了几个MuseAI的账号,已经绑卡验证年龄了。 直接账号密码登录就能用。 没有钞能力,只能手搓几个分享。 卡限制,只搞到这几个。 佬,点这里领取:cdk.linux.do LINUX DO CDK Linux Do 社区 CDK 快速分享平台 - 让分享变得更简单 35 个帖子 - 28 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: xwteam) Invalid media: image
【最强红果短剧求推荐】速推速推,一人一部,留下你的最喜欢的 最近迷上红果短剧 喜欢民俗,诡异,怪诞,恐怖类的 ai真人和漫剧都可以求推荐 66 个帖子 - 64 位参与者 阅读完整话题 via LINUX DO - 热门话题 (author: huan fu)
Showing the 12 most recent of 848 posts we hold for @linuxdoit. 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.
Mentions
Named by 1 registered channel — 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.
Named by
Channels on the register whose posts name this channel's handle.
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.
Handles this channel named that no longer answer
- Dead references
- 1
- handles named in this channel’s posts, vacant today
- Evidenced gone
- 0
- we ourselves saw one of these resolve, at some point
- Never seen alive
- 1
- vacant every time we have ever looked
@linuxdoit named 1 handle that resolve to nothing today. That is a fact about the reference, not necessarily a fact about the handle’s history — see the two groups below.
Most of these may never have existed as a live channel at all. A handle a channel names can be a typo, an aspirational name nobody registered, or a channel that was already gone before this one ever mentioned it. Unless a row below is marked evidenced, all we know is that it references a handle that is not a live channel today — not that anything “died”. How this is measured.
Never seen alive
References a handle that is not a live channel — we have no record it ever was one.
named in 1 post, 10 August 2026 – 10 August 2026
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 18 September 2026 — this entry's latest reading, not the date you are reading this.
“linux.do” (@linuxdoit), 23,314 subscribers as measured 18 September 2026. Telegram Register, tgregister.com/channel/linuxdoit.
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.