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Channel

软件架构与工程深度|系统设计·数据库调优·SRE运维实战

@DeepReadCN

On this record: Topic · Growth · Engagement · What this channel posts · Posts · Citations · Handles named that no longer answer · Cite this entry

26subscribers

+5 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of Under 1,000.

Register entry

Telegram ID-1004484356512
TypeChannel
Username@DeepReadCN
CreatedBetween 1 June 2026 and 8 August 2026 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded11 August 2026
Last confirmed live31 October 2026
Measurements held10
Confirmed unchanged1 time, most recently 31 October 2026
On Telegramt.me/DeepReadCN

Topic

Marketing & affiliate — 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 30 September 2026 and assigned it the closest of 31 fixed categories, at 51% 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.

Growth

2133276 August 2026 — 21 subscribers11 August 2026 — 21 subscribers16 August 2026 — 25 subscribers29 August 2026 — 27 subscribers7 September 2026 — 32 subscribers14 September 2026 — 33 subscribers27 September 2026 — 29 subscribers9 October 2026 — 28 subscribers17 October 2026 — 27 subscribers31 October 2026 — 26 subscribers266 August 202631 October 2026
10 measurements spanning 85 days, net +5. 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 19–35 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
31 Oct 2026, 06:5426-1
17 Oct 2026, 03:1527-1
9 Oct 2026, 02:5828-1
27 Sept 2026, 18:3829-4
14 Sept 2026, 19:3733+1
7 Sept 2026, 20:1632+5
29 Aug 2026, 19:3727+2
16 Aug 2026, 04:2825+4
11 Aug 2026, 14:3121no change
6 Aug 2026, 19:5221first reading

Engagement

19 posts held, back to 8 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 1 page 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 19 posts for this entry, the most recent from 11 August 2026. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Video runtime
9s
Average length
9s

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.

Recent posts

11 Aug 2026, 07:21 UTC1 viewsread 11 August 2026
Photo

《捞偏门》:揭秘快速赚钱项目与灰色产业链内幕 本书系统梳理了各类快速赚钱方法与新兴项目,深入剖析灰色产业链的运作内幕,同时帮助读者识别常见骗局,避免成为被收割的韭菜。内容涵盖实操案例与风险提示,适合对副业、创业及网络项目感兴趣的读者参考。 @DeepReadCN

11 Aug 2026, 05:00 UTC1 viewsread 11 August 2026

📢 优质频道推荐 1. 加密交易学堂|合约·现货·K线教学 2. 缅甸一线 仰光 曼德勒 妙瓦底 3. 德国新闻(柏林 慕尼黑) 4. 美国晨报 纽约 加州 5. 巴黎信箱 · 法国新闻 6. 东京视线|日本新闻 7. 落地加拿大|加拿大新闻 8. 远程项目库|兼职·外包·接单 9. 狮城日报(新加坡新闻) 10. 东盟商情(越南 泰国 印尼) 想让你的频道出现在这里?私聊 @pindaotuijianbot 提交申请(免费)

11 Aug 2026, 03:50 UTC1 viewsread 11 August 2026

老师说的这几点,值得家长和关注教育的人认真琢磨: 1. 给孩子用工具,要用就用顶级大模型。垃圾模型浪费的是孩子的时间,而时间是最贵的成本。 2. 让孩子用费曼学习法,走输出型学习的路子。能讲给别人听、能写出来,才是真学会。 3. 现在的课程体系还是旧工业时代的产物。以后不再分文理科,程序员也能搞艺术,跨界是常态。 4. 未来的人才模型,是艺术型工程师——既懂技术,又有审美和创造力。 @DeepReadCN

11 Aug 2026, 00:05 UTC1 viewsread 11 August 2026
Photo

雪峰资料合集,目前最全版本,大佬一路走好🙏 包括志愿填报课程、升学规划宝典、张雪峰演讲等 @DeepReadCN

10 Aug 2026, 17:00 UTC2 viewsread 11 August 2026

📢 优质频道推荐 1. 俄乌战争·战报地图分析🗺️|前线·军情·战场地图 2. 科技热点局|科技新闻·数码·前沿 3. 4K高清影院🎬|高清电影·院线大片·蓝光资源 4. 副业变现情报|副业·创业·赚钱思路 5. Bitcoin & Macro — 英文频道·BTC 行情·ETF 流向·宏观 6. 亚美尼亚中文新闻|埃里温·高加索·时事 7. 东南亚新闻 · 东盟十国 8. 柬埔寨快报 金边 西港 暹粒 9. 斯里兰卡中文新闻|科伦坡·南亚·时事 10. 东南亚大事件 想让你的频道出现在这里?私聊 @pindaotuijianbot 提交申请(免费)

10 Aug 2026, 07:20 UTC2 viewsread 11 August 2026
Photo

谷歌正在为 Chrome 引入动态更新机制,今后大量安全补丁将无需重启浏览器即可完成安装。这一变化旨在减少用户因更新而中断工作流程的频次,同时提升漏洞修复的响应速度。目前该功能正处于内部测试阶段,未来版本将逐步向稳定版用户推送。 @DeepReadCN

10 Aug 2026, 05:00 UTC3 viewsread 11 August 2026

📢 优质频道推荐 1. DevOps 实战|K8s·CI/CD·可观测·SRE 2. 中东战场·前线实拍🔥|以巴冲突·战况·前线视频 3. 东南亚反诈预警|防骗·杀猪盘·缅北预警 4. 吃瓜社🌸|猎奇·热搜·八卦·爆料 5. DeFi & Yield — 英文频道·DeFi 质押与收益策略 6. Crypto Daily — 英文频道·BTC 与 ETH 每日要闻 7. 软件工具库|软件推荐·效率工具·实用App 8. Web3 & Protocol Tech — 英文频道·Web3 与智能合约技术 9. AI自动化前线|AI工具·自动化·效率 10. Crypto Markets & Analysis — 英文频道·行情与交易分析 想让你的频道出现在这里?私聊 @pindaotuijianbot 提交申请(免费)

10 Aug 2026, 03:56 UTC3 viewsread 11 August 2026
Photo

AI 聊天超级缝合怪,口号是“把所有 AI 都塞进你的 Mac 里,大力出奇迹”。 Chorus 是一款 macOS 原生应用,将多个主流 AI 聊天服务整合进一个统一界面,支持同时与不同模型对话、对比回答,并内置本地历史记录与搜索功能。项目开源,仓库地址:https://github.com/meltylabs/chorus @DeepReadCN

10 Aug 2026, 00:09 UTC2 viewsread 11 August 2026
Video

还记得你人生中第一部手机吗?无论是小灵通、诺基亚还是初代智能机,它不只藏着你的青春记忆,更悄悄印着时代的年轮。 @DeepReadCN

9 Aug 2026, 17:01 UTC3 viewsread 11 August 2026

📢 优质频道推荐 1. 网络安全·黑客攻防|渗透·CTF·安全资讯 2. GitHub开源观察|开源项目·热门仓库·开发者 3. 开发者工具箱|编程·开发工具·资源 4. 安全内参|漏洞·渗透·攻防 5. Hacker News 中文|科技头条 6. Web3链上职位|区块链招聘·远程·Crypto Jobs 7. 加密财经观察|比特币·以太坊·行情 8. 莫斯科来信 · 俄罗斯新闻 9. 空投情报站|空投·测试网·撸毛教程 10. 新西兰生活报 想让你的频道出现在这里?私聊 @pindaotuijianbot 提交申请(免费)

9 Aug 2026, 07:09 UTC4 viewsread 11 August 2026

频繁到 80% 并不是什么大问题,compact 并不会频繁执行。执行太多一方面会影响正在执行任务的上下文准确性(也许压缩后需要重新补充上下文),另一方面也不能充分利用 Prompt Caching。 并不用太担心上下文 80% 影响性能的问题,因为现在模型处理长上下文的能力已经很强,Harness 层也会补充一些提示信息。最新要做的事都在 prompt 最后的位置,能保证模型执行当前任务的注意力,所以对任务执行影响不大。 Handoff 并不能解决这种问题,只能适当缓解,因为新开 session 也会很快因为补充上下文又满。你不可能一直盯着它,也没必要。 最佳方式就是相信它能自己处理好,设置好如何验证,让它少走弯路、少人工干预,才是最佳使用方式。 @DeepReadCN

9 Aug 2026, 05:24 UTC3 viewsread 11 August 2026
Photo

25本财富自由必读,搞钱先搞脑,电子版PDF合集。 @DeepReadCN

Showing the 12 most recent of 19 posts we hold for @DeepReadCN. 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.

Mentions

Named by 27 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 23 listed below are the most frequent namers; the rest are counted above but not each listed.

Named by

Channels on the register whose posts name this channel's handle.

空频道
@CryptoTradeEdu · 79
3 posts
开发者工具箱|编程·开发工具·资源
@DevToolboxHub · 133
3 posts
空频道
@BitcoinMacroCN · 105
2 posts
全球远程职场与数字游民指南|远程求职·跨境收款·自由职业实战
@CareerPathCN · 94
2 posts
空频道
@iOSSideloadCN · 24
2 posts
空频道
@SecTalkCN · 29
2 posts
AI自动化前线|AI工具·自动化·效率
@AIAutoFrontline · 159
1 post
AI前沿情报|AI新闻·大模型·ChatGPT
@AIDailyCN · 151
1 post
AI工程与大模型实测|Agent·推理·研究评测
@AIPaperCN · 29
1 post
BBC中文|国际新闻·深度·时政
@BBCChineseDaily · 191
1 post
链上数据与机构研报|ETF资金流·巨鲸异动·DeFi收益与矿企动态
@CryptoMktLens · 779
1 post
Web3空投打新与链上生息|零撸交互·稳定币高息·Launchpool·新矿池教程
@DeFiYieldChannel · 762
1 post
新酷产品与数字生活|ShowHN·数码应用·效率黑客
@DigitalLifeToolsCN · 134
1 post
国际经济贸易|国际贸易·跨境·经济
@EconTradeCN · 109
1 post
游戏产业与独立游戏|新游·开发·主机PC
@GameDailyCN · 56
1 post
Hacker News中文|科技头条·创业·编程
@HNChineseDaily · 96
1 post
独立开发与一人公司|独立开发·一人公司·出海
@IndieHackerCN · 172
1 post
空频道
@MideastWatchCN · 70
1 post
空频道
@NYTChineseDaily · 76
1 post
空频道
@NZChineseHub · 65
1 post
海外远程岗位总站|远程工作·海外招聘·数字游民
@RemoteJobsHubCN · 204
1 post
空频道
@Web3ProtocolDaily · 66
1 post
空频道
@YijingDailyCN · 110
1 post

Names

Channels on the register whose handles appear in this channel's posts.

频道互推
@pindaotuijianbot
7 posts
亚美尼亚中文新闻|埃里温·高加索·时事
@ArmeniaChineseHub · 148
2 posts
AI产品经理与大模型落地|AI应用拆解·Agent工作流·大厂AI动态
@BigTechWatchCN · 126
2 posts
空频道
@BitcoinMacroCN · 105
2 posts
吃瓜社🌸|猎奇·热搜·八卦·爆料
@ChiguaSheCN · 239
2 posts
链上数据与机构研报|ETF资金流·巨鲸异动·DeFi收益与矿企动态
@CryptoMktLens · 779
2 posts
空频道
@CryptoTradeEdu · 79
2 posts
德国与欧陆华人圈|柏林慕尼黑·欧盟蓝卡·留德与欧洲生活
@GermanyChineseHub · 104
2 posts
空频道
@LankaChineseHub · 119
2 posts
空频道
@MideastWarCN · 102
2 posts
缅甸一线|仰光·曼德勒·妙瓦底
@MyanmarChineseCN · 122
2 posts
空频道
@SEABizIntel · 94
2 posts
东南亚华人通|泰马生活·签证政策·华人动态
@SEAChineseHub · 173
2 posts
东南亚安全与华人避坑预警|治安通报·签证黑名单·防诈实录
@SEAScamAlert · 105
2 posts
副业搞钱|远程兼职·居家办公
@SideHustleCN · 109
2 posts
新加坡与东南亚商业|创投·金融科技·狮城资讯
@SingaporeChineseCN · 199
2 posts
软件工具库|软件推荐·效率工具·实用App
@SoftwareToolboxCN · 127
2 posts
空频道
@WarMapCN · 97
2 posts
空频道
@Web3ProtocolDaily · 66
2 posts
Web3空投打新与链上生息|零撸交互·稳定币高息·Launchpool·新矿池教程
@DeFiYieldChannel · 762
1 post
开发者工具箱|编程·开发工具·资源
@DevToolboxHub · 133
1 post
东京视线|日本新闻·时政·在日生活
@JapanChineseHub · 158
1 post
空频道
@NatureWonderCN · 51
1 post
空频道
@ThailandChineseCN · 96
1 post

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 31 October 2026 — this entry's latest reading, not the date you are reading this.

“软件架构与工程深度|系统设计·数据库调优·SRE运维实战” (@DeepReadCN), 26 subscribers as measured 31 October 2026. Telegram Register, tgregister.com/channel/DeepReadCN.

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.