项目调整复盘 原文记录了一次可复核的项目调整,并给出了实际运行结果。作者同时说明了实现路径和边界,读者可按原文步骤复现并核对数据。 先复现原文改动,再用自己的监控数据核对结果。 #产品验证

Channel
副业
@sidehustleus
On this record: Topic · Growth · Engagement · Posts · Citations · Cite this entry
922subscribers
+50 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
Register entry
| Telegram ID | -1003888488197 |
|---|---|
| Type | Channel |
| Username | @sidehustleus |
| Created | Between 1 February 2026 and 30 June 2026 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 8 August 2026 |
| Last confirmed live | 3 October 2026 |
| Measurements held | 9 |
| Confirmed unchanged | 1 time, most recently 3 October 2026 |
| On Telegram | t.me/sidehustleus |
Topic
Other / unclassifiable — 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 19 September 2026 and assigned it the closest of 31 fixed categories, at 41% 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 |
|---|---|---|
| 3 Oct 2026, 08:17 | 922 | -6 |
| 18 Sept 2026, 13:56 | 928 | +5 |
| 11 Sept 2026, 05:40 | 923 | +6 |
| 1 Sept 2026, 12:53 | 917 | +12 |
| 24 Aug 2026, 14:46 | 905 | +15 |
| 16 Aug 2026, 04:16 | 890 | +15 |
| 8 Aug 2026, 15:14 | 875 | +3 |
| 8 Aug 2026, 01:16 | 872 | no change |
| 7 Aug 2026, 23:30 | 872 | first reading |
Engagement
20 posts held, back to 10 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 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 20 posts for this entry, the most recent from 8 August 2026. An engagement rate over an empty window would be a number about nothing.
Recent posts
项目调整复盘 原文记录了一次可复核的项目调整,并给出了实际运行结果。作者同时说明了实现路径和边界,读者可按原文步骤复现并核对数据。 先复现原文改动,再用自己的监控数据核对结果。 #产品验证
项目调整复盘 原文记录了一次可复核的项目调整,并给出了实际运行结果。作者同时说明了实现路径和边界,读者可按原文步骤复现并核对数据。 先复现原文改动,再用自己的监控数据核对结果。 #获客增长
轮询间隔调整复盘 原文记录了轮询间隔从30秒改为15分钟,用于减少无效唤醒。作者称计算成本下降约80%,并保留了代码改动路径,结果仍应按自己的监控数据复核。 先复现原文改动,再用自己的监控数据核对结果。 #失败复盘
营销页六处谎言被查实 把营销页每句可验证的陈述都对代码库核对,发现六处不符。最可能察觉的人,正是我们最需要说服的开发者。 把首页每条可验证的句子和代码库逐条比对,确保表述与实现一致 #产品验证
没投广告,ATLOCK拿到497次下载 ATLOCK没有投资人,也没投广告;作者只靠持续迭代和社区反馈,最终达到497次下载。项目仍由独立开发者推进,一版版改产品,也一版版听反馈。 把反馈按安全场景分类,先处理反复出现的问题,再决定下一版功能顺序。 #产品验证
PM要懂三层控Agent成本 某电商团队上线客服Agent后,日均API费用从800元升至8000元,业务量仅增长2倍。问题源于产品设计从未将成本纳入考量,导致上下文消耗激增。 💡 在设计阶段明确设定上下文token上限,并对每轮对话的上下文内容进行拆分和压缩 #成本控制
【真实验证】我用Next.js搭建AI视频生成器内获得首个付费用户 结果:Last week, I got my first paid order. 路径:I wanted to ship fast and keep costs low. 下一步验证:先做一份可检查的小样,收集真实反馈,再根据证据决定是否继续扩大验证范围,并保留每次反馈的原始记录便于复盘。复盘时只区分已证实、未证实和原文未披露的信息;证据不足就暂停扩大投入。 #产品验证 👍 有启发|🔥 想照着验证|🤔 还需核实
【失败复盘】AI招聘SaaS迭代失败复盘 结果:Google Play approved v0.1.0 成本与边界:Pivoted away from a CRM SaaS after 2 months 下一步验证:先缩小问题范围并记录失败条件,修正最关键环节后再做一次小规模验证,并保留失败前后的原始记录。复盘时只区分已证实、未证实和原文未披露的信息;证据不足就暂停扩大投入。 #失败复盘 👍 有启发|🔥 想照着验证|🤔 还需核实
【真实验证】过度设计未产生收入 结果:zero revenue 成本与边界:it took eight weeks 下一步验证:先做一份可检查的小样,收集真实反馈,再根据证据决定是否继续扩大验证范围,并保留每次反馈的原始记录便于复盘。复盘时只区分已证实、未证实和原文未披露的信息;证据不足就暂停扩大投入。 #产品验证 👍 有启发|🔥 想照着验证|🤔 还需核实
【真实验证】因为没时间给女儿讲睡前故事,他做了一款 App 结果:产品目前上线不到 1 个月,仍处于起步期,不过我很看好这款产品,相信它会逐步增长。 路径:后来因为我是跨国远程上班,公司调整了上班时候,晚上 9 点到 12 点这个期间属于上班期间,有时候需要开发,我慢慢的就没有办法给女儿讲绘本了。 下一步验证:先做一份可检查的小样,收集真实反馈,再根据证据决定是否继续扩大验证范围,并保留每次反馈的原始记录便于复盘。复盘时只区分已证实、未证实和原文未披露的信息;证据不足就暂停扩大投入。 #产品验证 👍 有启发|🔥 想照着验证|🤔 还需核实
【真实验证】一个人做 SaaS 产品后对架构复杂度的真实感受 结果:约 1300 名注册用户 累计完成约 61000+ 个下载任务(视频和音频都有) 路径:我一个人在开发,维护过程里,真切的感受到了不少和之前在公司里做项目很不一样的点 成本与边界:维护成本会在产品功能基本完成上线后,迅速超过开发成本 可以抄:先做一份可检查的小样,收集真实反馈,再根据证据决定是否继续扩大验证范围,并保留每次反馈的原始记录便于复盘。复盘时只区分已证实、未证实和原文未披露的信息;证据不足就暂停扩大投入。 #产品验证
Showing the 12 most recent of 20 posts we hold for @sidehustleus. 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
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.
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 3 October 2026 — this entry's latest reading, not the date you are reading this.
“副业” (@sidehustleus), 922 subscribers as measured 3 October 2026. Telegram Register, tgregister.com/channel/sidehustleus.
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.