Telegram RegisterThe public register of Telegram

Channel

DBin_K 🤯 Tingle 灵光一闪 💡

@DBinKBB

On this record: Growth · Engagement · Reactions · Posts · Citations · Cite this entry

2,190subscribers

+6 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of 1,000–3,162.

Register entry

Telegram ID-1001139852797
TypeChannel
Username@DBinKBB
Created25 June 2018measured — cross-checked against a third-party dataset (TGDataset)
First recorded6 August 2026
Last confirmed live10 August 2026
Measurements held4
Confirmed unchanged1 time, most recently 10 August 2026
On Telegramt.me/DBinKBB

Growth

2,1842,1902,1876 August 2026 — 2,184 subscribers6 August 2026 — 2,184 subscribers7 August 2026 — 2,185 subscribers10 August 2026 — 2,190 subscribers6 August 202610 August 2026
4 measurements spanning 4 days, net +6. 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 2,183–2,191 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
10 Aug 2026, 20:462,190+5
7 Aug 2026, 19:522,185+1
6 Aug 2026, 23:462,184no change
6 Aug 2026, 23:332,184first reading

Engagement

17 posts held, back to 1 June 2026the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 2 pagesof Telegram’s post history, 20 posts per page.

ERR · 30 days
33.1%
avg views ÷ 2,190 subscribers
Avg views / post
724
3 posts measured
Reaction rate
this channel exposes no reaction counts
Posts in window
3
of 17 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
WindowRolling 30 days · latest post in window 25 July 2026
Posts held17 (1 June 202625 July 2026)
Views total2,172
Reactions total
Forwards / commentsnot exposed by the public surface — not measured, not estimated
Readings taken7 Aug 2026, 16:52 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

23 reactions across 6 posts, in 5 distinct kinds. The most used accounts for 34.8% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
😁834.8%
🤡730.4%
313.0%
🤯313.0%
👍28.70%

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 7 of the 17 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 23reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 17 most recent posts we hold, published 1 June 2026 to 25 July 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

25 Jul 2026, 02:06 UTC643 viewsread 7 August 2026
Forwarded from @MlgmXyysd_bibilailai

翻译:想解锁的等新机发布第二个月再买

Signed DBin_K ∣ 闷声摸大鱼🐳

25 Jul 2026, 02:06 UTC680 viewsread 7 August 2026
Forwarded from @LetITFlyW

https://t.me/OnePlusRes/180 去年说温水煮青蛙,还有好多人当鸵鸟,说滑坡论断。 现在这一套,基本就是原本真我的那套规则,还加上了绑定人脸的强实名。 论为什么国产品牌手机买不得(

Signed DBin_K ∣ 闷声摸大鱼🐳

21 Jul 2026, 03:21 UTC849 viewsread 7 August 2026
Forwarded from @gaojiriji

受这件事情,最近一个月喜欢用小模型干活,V4 Flash类型的那种,什么国产模型匿名模型都在用。只有复杂的嵌套任务才会用 GLM 5.2( K3 出来后GLM都显得慢了)。 比较有意思,我发现小模型在目前普遍的harness下基本都能乖乖老实干活,只是偶尔会犯蠢——不知道怎么做傻在原地思考打转、自作主张用自己的方法尝试忽略原文档等等。这时候只要插嘴一句就能让它继续做下去。这已经不是实习生了,更像是班主任去差使高中生干杂活。 我觉得大部分人想让模型完成的就是这些脏活累活。如果这个提点的动作不是人来完成,而是让更聪明、更大参数量的模型来扮演班主任,会更加无感。

Signed DBin_K ∣ 闷声摸大鱼🐳

13 Jul 2026, 18:37 UTC923 viewsread 7 August 2026
Forwarded from @zhangyiyuan7

一个观察: 众所周知,AI 写出来的东西没人味儿。但—— 文字功底越好,越有能力把 AI 写得东西改得像人写的,而且乐于主动声明自己的文章哪些是人写的,哪些是代笔; 文字功底越差,越爱用 AI 代写。这类人不仅没能力分辨 AI 写出来的东西好不好,而且很喜欢沉浸在「我靠这都能写出来也太屌了吧」的情绪里。

Signed DBin_K ∣ 闷声摸大鱼🐳

24 Jun 2026, 11:12 UTC≈1,220 views2 reactionsread 7 August 2026

非常好的回答,给 #Vibe Coding 做了非常好的分类 #LLM #Agent #编程 https://www.fxzhihu.com/question/2051267421386937558/answer/2052180772967257348

👍2

Signed DBin_K ∣ 闷声摸大鱼🐳

24 Jun 2026, 11:11 UTC967 views0 reactionsread 7 August 2026
Photo

Photo, posted without a caption

Signed DBin_K ∣ 闷声摸大鱼🐳

22 Jun 2026, 00:37 UTC761 views2 reactionsread 7 August 2026
Forwarded from @MlgmXyysd_bibilailai

各 Android 手机厂商 Bootloader 解锁 / 内核开源 / 解锁后保修情况 目前已启用 GitHub Pages: https://mlgmxyysd.github.io/android-bootloader-kernel-source/ Repo 地址 (如有错漏欢迎提交 PR): https://github.com/MlgmXyysd/android-bootloader-kernel-source (原文档停止维护,本人已接手) 注:本文档仅收录厂商官方 BootLoader 解锁方式,不收录任何三方的付费解锁渠道

🤡2

Signed DBin_K ∣ 闷声摸大鱼🐳

20 Jun 2026, 09:40 UTC789 views3 reactionsread 7 August 2026
Forwarded from @ziyao233channelPhoto

在可能有人在意的角落, CPython 的解释器在测试集上又比 JIT 快了. https://www.doesjitgobrrr.com/run/2026-06-03

🤯3

Signed DBin_K ∣ 闷声摸大鱼🐳

17 Jun 2026, 01:09 UTC731 viewsread 7 August 2026
Photo

Android 17 正式发布:应用须自适应大屏,新增 AI 集成功能 Android 17 已正式推送至支持的 Pixel 设备,源代码同步开放。该版本开始向智能系统转型,通过 AppFunctions 等接口让 Google Gemini 等 AI 助手直接调用应用内功能。同时,Android 17 将自适应大屏作为强制要求,移除开发者对大屏设备方向与尺寸锁定的规避选项,要求应用原生支持自由窗口和多种设备形态。 隐私方面,新增临时权限和联系人选择器,限制应用获取完整通讯录;本地网络通信需用户授权或使用系统级设备选择器。性能上,系统将根据设备总内存强制执行严格的内存上限,并优化了垃圾回收和消息队列。此外,官方宣布 Android 开发全面转向 Jetpack Compose,传统 View 组件进入维护模式。 Android Developers Blog 🌸 在花频道 · 备用频道 · 投稿通道

Signed DBin_K ∣ 闷声摸大鱼🐳

13 Jun 2026, 15:51 UTC692 viewsread 7 August 2026
Forwarded from @wxbyg

黄振天自述(原名:狗崽子求学记) | 原文

Signed DBin_K ∣ 闷声摸大鱼🐳

9 Jun 2026, 00:48 UTC783 viewsread 7 August 2026

世界模型 赛博版.jpg

Signed DBin_K ∣ 闷声摸大鱼🐳

9 Jun 2026, 00:48 UTC661 views1 reactionsread 7 August 2026
Forwarded from @LinsBookAPhoto

【Zev.3R】全幻觉操作系统 VibeOS 震撼登场 这是一个非常颠覆认知的操作系统。视频作者展示了世界上第一个完全基于 AI 幻觉生成的操作系统 VibeOS。它不仅仅是一个概念动画,而是一个拥有 1.3GB 大小并可以通过虚拟机真正启动运行的系统。这个系统最核心也最不可思议的地方在于,它的内部没有任何按钮事件处理、没有任何业务逻辑代码,所有呈现出来的软件和用户界面,全都是由底层的 AI 在运行时实时幻觉并渲染出来的。 在演示过程中,作者运行了记事本、计算器以及旧版本的浏览器。比如在计算器中输入除法,系统会实时反馈出正确答案,但背后根本没有计算代码。在浏览器中搜索特定的名人维基百科或者想要运行任何经典的旧软件,AI 都会根据你的输入,在没有任何代码支持的情况下,凭空实时生成出带有复古质感且符合上下文的交互界面和内容。甚至还能根据用户的需求,生成出对用户态度很不客气的定制化命令行。 #人工智能 #操作系统 #AI幻觉 #

1

Signed DBin_K ∣ 闷声摸大鱼🐳

Showing the 12 most recent of 17 posts we hold for @DBinKBB. 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 — 264,290 of 1,160,990entries 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

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.

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 10 August 2026 — this entry's latest reading, not the date you are reading this.

“DBin_K 🤯 Tingle 灵光一闪 💡” (@DBinKBB), 2,190 subscribers as measured 10 August 2026. Telegram Register, tgregister.com/channel/DBinKBB.

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.