GitHub is for non-coders too. Today, I'll share how I use GitHub for AI-native workflows and vibe-coded projects, even with zero coding experience. Join me as I demo how to sync and build your workspaces from zero. See you in 1 hour (10pm, GMT +8): https://youtube.com/live/127u1eJVc_I?feature=share

Channel
Signal Compounders
@signalcompounders
On this record: Topic · Growth · Engagement · Reactions · Posts · Cite this entry
85subscribers
-9 since we began measuring on 8 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
Register entry
| Telegram ID | -1003531005217 |
|---|---|
| Type | Channel |
| Username | @signalcompounders |
| Created | Between 1 December 2025 and 14 March 2026 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 9 August 2026 |
| Last confirmed live | 8 October 2026 |
| Measurements held | 7 |
| Confirmed unchanged | 1 time, most recently 8 October 2026 |
| On Telegram | t.me/signalcompounders |
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 27 September 2026 and assigned it the closest of 31 fixed categories, at 53% 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 |
|---|---|---|
| 8 Oct 2026, 05:20 | 85 | -1 |
| 26 Sept 2026, 21:40 | 86 | -2 |
| 13 Sept 2026, 23:57 | 88 | -1 |
| 29 Aug 2026, 05:13 | 89 | -2 |
| 22 Aug 2026, 21:45 | 91 | -3 |
| 9 Aug 2026, 13:00 | 94 | no change |
| 8 Aug 2026, 02:47 | 94 | first reading |
Engagement
20 posts held, back to 14 March 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 23 June 2026. An engagement rate over an empty window would be a number about nothing.
Reaction mix
1 reaction across 1 post, in 1 kind.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| 🔥 | 1 | 100.0% |
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 1 of the 20 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 1 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 20 most recent posts we hold, published 14 March 2026 to 23 June 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
Want to become AI-native, even as a complete beginner? I'll share the 5-step roadmap that turned me from an AI skeptic with zero coding experience into a workflow builder. Watch me build a Skill live, and see you in 6.5 hours: https://youtube.com/live/tBtE5LWt3hU
Want to become AI-native, but are completely overwhelmed with all the advice online? I'll be going live on 5 June, 15:30 UTC to share everything I've learnt and done as a non-coder to get good at AI. If you have any questions that you want me to answer live, fill out the form below: gideonfip.com/questions
Why I stopped listening to AI gurus (Naval was right) https://x.com/gideonfip/status/2060008322305241266
You're not 'lower-value human capital https://x.com/gideonfip/status/2057116265152754121
The only reason you should be scared of the AI layoffs: https://signal.gideonfip.com/p/the-only-reason-you-should-be-scared
If you want to get good at AI, don’t fall for the AI Tool Trap: https://open.substack.com/pub/gideonfip/p/if-you-want-to-get-good-at-ai-dont
Free web search API https://x.com/Tiny_Fish/status/2051337399465332950
Over the past 2 months of being unemployed, my only goal was to get better at AI. At the start, I focused on the wrong things: • What model is the best • Which tools should I use • What agents should I build I soon realised that none of that mattered. Instead, I should have focused on getting real outputs from my AI system and iterating from there. That's why I built out the Portable AI System with the sole conc…
https://x.com/alibaba_qwen/status/2042551216769765449?s=46&t=Too4VrCX0Xdtj2pmf21YtA Qwen Code with 1,000 free requests from Qwen 3.6 #ai
Token plans will get more and more expensive as more users start using AI tools. The cost of simple tasks can go up to a few cents, and we'll hit our rate limits more quickly. The simplest way to overcome this is through model routing: How can you outsource the simplest tasks to a cheap (or even free) model? I share how I'm doing this with OpenRouter's free models here: https://x.com/gideonfip/status/20386360414…
Free MiMo for another week on OpenCode, I'm starting to like this CLI a lot https://x.com/opencode/status/2037041322029195722 #ai
Showing the 12 most recent of 20 posts we hold for @signalcompounders. 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.
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 8 October 2026 — this entry's latest reading, not the date you are reading this.
“Signal Compounders” (@signalcompounders), 85 subscribers as measured 8 October 2026. Telegram Register, tgregister.com/channel/signalcompounders.
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.