从闭源 LLM API 中窃取推理追踪 原文:https://stolen-thoughts.com/ 阅读时间:12 分钟 分数:200

Channel
今天abc看了啥🤔
@abcthoughts
On this record: Growth · Engagement · Reactions · Posts · Citations · Telegram's recommendations · Cite this entry
6,802subscribers
+40 since we began measuring on 6 August 2026
Risers and fallers across the register · movement among entries of 3,162–10,000.
Register entry
| Telegram ID | -1001374920454 |
|---|---|
| Type | Channel |
| Username | @abcthoughts |
| Created | 11 October 2019 — measured — cross-checked against a third-party dataset (TGDataset) |
| First recorded | 6 August 2026 |
| Last confirmed live | 16 August 2026 |
| Measurements held | 5 |
| Confirmed unchanged | 1 time, most recently 16 August 2026 |
| On Telegram | t.me/abcthoughts |
Growth
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 16 Aug 2026, 07:04 | 6,802 | +13 |
| 12 Aug 2026, 19:13 | 6,789 | +13 |
| 10 Aug 2026, 00:02 | 6,776 | +11 |
| 6 Aug 2026, 18:26 | 6,765 | +3 |
| 6 Aug 2026, 12:45 | 6,762 | first reading |
Engagement
28 posts held, back to 30 July 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 10 pagesof Telegram’s post history, 20 posts per page.
- ERR · 30 days
- 20.1%
- avg views ÷ 6,802 subscribers
- Avg views / post
- 1,360
- 28 posts measured
- Reaction rate
- 1.36%
- reactions ÷ views · ER floor
- Posts in window
- 28
- of 28 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 25 of 28 measured posts that carry a reaction reading, and over those same posts' views.
| Window | Rolling 30 days · latest post in window 11 August 2026 |
|---|---|
| Posts held | 28 (30 July 2026 – 11 August 2026) |
| Views total | 38,217 |
| Reactions total | 478 |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 12 Aug 2026, 02:46 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.
Reaction mix
478 reactions across 24 posts, in 23 distinct kinds. The most used accounts for 20.1% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| 🤣 | 96 | 20.1% | |
| 😁 | 87 | 18.2% | |
| 🕊 | 54 | 11.3% | |
| ❤ | 47 | 9.83% | |
| 🔥 | 38 | 7.95% | |
| 😭 | 33 | 6.90% | |
| 💩 | 22 | 4.60% | |
| 😎 | 19 | 3.97% | |
| 👀 | 15 | 3.14% | |
| 🥰 | 15 | 3.14% | |
| 😨 | 11 | 2.30% | |
| 👍 | 9 | 1.88% | |
| 👎 | 9 | 1.88% | |
| 🫡 | 7 | 1.46% | |
| 🤡 | 5 | 1.05% | |
| 🍓 | 4 | 0.837% | |
| 💔 | 1 | 0.209% | |
| 💯 | 1 | 0.209% | |
| 😇 | 1 | 0.209% | |
| 😱 | 1 | 0.209% | |
| 3 further kinds | 3 | 0.628% |
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 25 of the 28 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 478reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 28 most recent posts we hold, published 30 July 2026 to 11 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
为纪念全党全军全国各族人民公认的享有崇高威望的卓越领导人,伟大的马克思主义者,伟大的无产阶级革命家、政治家、军事家、外交家,久经考验的共产主义战士,中国特色社会主义伟大事业的杰出领导者,党的第三代中央领导集体的核心,“三个代表”重要思想的主要创立者江泽民主席诞辰一百周年,中央电视台将从今日起,连续六天播出文献纪录片《江泽民》。
🔥19😎19🫡7💔1🤓1
清华大学开源软件镜像站移除若干软件镜像 近日,清华大学开源软件镜像站发布关于移除若干软件镜像的通知,通知称由于存储资源严重受限,为保证服务正常运行,TUNA 镜像站已经移除了如下镜像:Anaconda、OpenWrt、Flutter( flutter-sdk.git 依旧保留)、GitLab EE 。通知还写道:这些镜像的 rsync 服务已经停止提供。为了避免影响用户,对 HTTP(S)路径的访问将被跳转至教育网联合镜像站或各软件对应的上游。我们推荐下游用户及时切换镜像站,以免给您的使用带来不便。TUNA 镜像站将不定期检视空间利用情况,并可能在未来继续不加通知地移除任何内容。 —— 清华大学开源软件镜像站
😭28🤯1
https://www.v2ex.com/t/1233104
😨11🥰2
https://status.moonshot.cn/
Kimi 部分推理引擎今日发生严重故障,具体表现在主站和 Kimi Code 出现大范围输出乱码。至今官方仍未修复以及提出解决方案(如补偿推理异常时扣除的总额度)。 图源:小红书、Kimi Code 飞书用户群、我
🔥19
https://fixupx.com/ClaudeDevs/status/2085817074816070014
👀4
东航:国内客票可提前14天免费退改 记者8月7日从中国东航获悉,东航近日发布新版国内客票自愿退票和自愿变更实施细则,明确对于8月6日(含)以后销售的国内客票,所有舱位可提前14天办理免费自愿变更或退票。其中,“提前14天”指航班规定离站时间前14×24小时,即336小时,具体规则以东航官网发布为准。 https://www.xinhuanet.com/fortune/20260807/0ce5ee8282084cbf90a0f867769ee14a/c.html
❤22
更新 openssh 后 sshd 需要手动重启 由于打包变化叠加上游变化,openssh 更新到 10.4p1-3 后有可能不会自动重启、并且无法接受新的连接。请最近更新服务器时记得手动重启 sshd 服务。
❤2😱1
🔴 Linux 内核 sctp 模块本地提权漏洞 SCTPhantom。 - 腾讯朱雀实验室利用 AI 辅助发现了一个于 2008 年引入的 sctp 模块的漏洞。 - Kernel 上游和 Debian Sid 已经发布修复版本。 CVE: CVE-2026-64564 CVSS: 8.5 (作者自评) Fixed-In: 6.6.148, 6.12.101, 6.18.42, 7.1.6, 7.2-rc5 matrix.tencent.com/~ [感谢一位匿名订户提供信息。] #SCTPhantom #Kernel
👀2
严查梁____是否安装了滑动变祖器
🤣45
DeepSeek宣布:计划大幅涨价 ========== 梁哥👉牢梁!你干嘛 https://www.nbd.com.cn/~
Showing the 12 most recent of 28 posts we hold for @abcthoughts. 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 — 119,266 of 1,548,671entries 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.
@acgdaily · 16,2542 postsPortal[abc1763613206]
@abc1763613206 · 201 post关注郑雅贤Ahyeon谢谢喵
@AHYEONNNNNNNNNNNNNNNNNNNNNNNNNNN · 731 post鸥 Billchan 鸥 🍟 大薯 | 去码头整点薯条
@billchenla · 3,1171 post酷安 ℂ𝕠𝕠𝕝𝕒𝕡𝕜 ℂ𝕙𝕒𝕟𝕟𝕖𝕝
@CoolapkChannel · 3,1991 post💙💛 Quantumalgorithm SIGSLEEP Collection 💙💛
@Genius_Lab_Collection · 1351 postyihong0618 和朋友们的频道
@hyi0618 · 9,1761 postKimmy's 公开备忘录
@KimmyXYC_Soliloquize · 1,5131 postLink's Channel
@Link_Hyrule_Channel · 2301 post乱七八糟の日常
@lufsxdaily · 381 postPiggy's Recyclable Bin
@piggy_bin · 1821 post肾小管
@shengxiaoguan · 591 post/var/log/ciel
@var_log_ciel · 1,1121 post/dev/null [SFW]
@webpack_exports_undefined · 241 post娱乐迷因
@yulemiyin42 · 41 postZohar的黑板报
@ZoharBlackboard · 5591 post
Republishes
Channels on the register whose posts this channel has forwarded.
@zrj96 · 16,8164 postsHAT's Public Channel |
@hatschannel · 2,5103 postsAKILE NOTICE
@akile_notice · 18,3281 postArch Linux Chinese Messages
@archlinuxcn · 11,1621 post每日消费电子观察
@CE_Observe · 73,2021 postencmasuta
@encmasuta · 9,7861 postHacker News 摘要
@hacker_news_zh · 2,1081 postjackshen
@jackshenhws · 271 post蓝点网订阅频道
@landiansub · 43,5511 postManjusaka 的碎碎念(以及摇曳露营 S4 2027 放送予定)
@ManjusakaH · 1,6011 post橘橘橘子汁 & 🍊
@microblock_pub · 14,8811 post层叠 - The Cascading
@outvivid · 8,8541 post如有乐享
@ruyoblog · 23,8031 post&'a ::rynco::UntitledChannel
@rynif · 4,3881 post苍穹の下 @blueskyxnblog· SKY的🤡💦日常😅😅😅
@sky66666666666666666666666666666 · 5,2741 post竹新社
@tnews365 · 156,7261 post风向旗参考快讯
@xhqcankao · 158,9461 post新蛤社
@XinHaNewsAgency · 8,0321 post
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 3 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.
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.
Appears in Telegram’s recommendations for other channels
The reverse of the list above, and a different kind of signal. This does not require this channel to have ever been asked about directly — each row below is a channel we DID ask Telegram about, whose Telegram-generated list happened to include this one. A channel can appear here with an empty list above it, because being named by someone else’s query is independent of having been queried itself.
@xhqcankao · 158,946
Telegram ranks this channel #32 of 45 here — alongside 44 others — read 12 August 2026
@zaihuapd · 276,656
Telegram ranks this channel #33 of 40 here — alongside 39 others — read 12 August 2026
@tnews365 · 156,726
Telegram ranks this channel #36 of 59 here — alongside 58 others — read 12 August 2026
@qunyouwen · 89,547
Telegram ranks this channel #39 of 67 here — alongside 66 others — read 17 August 2026
This channel appears in 4 seed channels' Telegram-generated recommendation lists in total. Each is Telegram’s list for THAT channel, not this one — see how this is measured.
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 16 August 2026 — this entry's latest reading, not the date you are reading this.
“今天abc看了啥🤔” (@abcthoughts), 6,802 subscribers as measured 16 August 2026. Telegram Register, tgregister.com/channel/abcthoughts.
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.