Channel
@aicontentum
On this record: Growth · Engagement · What this channel posts · Posts · Telegram's recommendations · Cite this entry
1,869subscribers
+27 since we began measuring on 1 October 2026
Risers and fallers across the register · movement among entries of 1,000–3,162.
| Telegram ID | -1002116737074 |
|---|---|
| Type | Channel |
| Username | @aicontentum |
| Created | Between 1 November 2023 and 31 May 2024 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 1 October 2026 |
| Last confirmed live | 6 October 2026 |
| Measurements held | 3 |
| Confirmed unchanged | 1 time, most recently 6 October 2026 |
| On Telegram | t.me/aicontentum |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 6 Oct 2026, 05:02 | 1,869 | +27 |
| 1 Oct 2026, 11:22 | 1,842 | no change |
| 1 Oct 2026, 10:47 | 1,842 | first reading |
20 posts held, back to 12 September 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.
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.
| Window | Rolling 30 days · latest post in window 29 September 2026 |
|---|---|
| Posts held | 20 (12 September 2026 – 29 September 2026) |
| Views total | 3,322 |
| Reactions total | — |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 1 Oct 2026, 11:22 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.
Measured directly from 4 videos 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.
Meta wants its AI agent to understand what you’re looking at. The company says Muse is coming to its AI glasses in the next few months. In Meta’s demo, you can look at a product or a flyer and ask the agent to help without describing everything in words first. That could make AI assistance much more natural in everyday life. For now, it’s an announced feature—not something already available on the glasses. Source:…
Gemini is getting more useful inside the apps you already use. Google is rolling out new connections for tools including Linear, Airtable, monday.com, Adobe and Webflow. You can connect an app in Gemini settings, then mention it in a chat or ask Gemini to use it. The rollout is gradual, so availability may differ by account. If the connection is there, try one small task before giving it a larger workflow. Source:…
🎬 Google Vids now lets anyone with a Google Account create AI videos for free. Open vids.new on desktop and choose “Create AI videos.” Gemini Omni 1.1 Flash can generate 1080p clips, extend scenes and let you set a specific clip duration. It’s a useful way to make a short product demo or social video without starting in a traditional editor. Paid Google AI plans offer more generation capacity. Source: https://blog…
🚗 GPT-6 Astra drove a real Toyota Corolla around a closed cone course. DrivingBench gave four general-purpose AI models control of steering, throttle and brakes. Astra finished the 134.7 m route on its second attempt in 5:22; the other three did not finish. This was a low-speed test in an empty parking lot, with a human ready to brake. Source: https://drivingbench.com/ AI News · @aicontentum
🪄 A sticker with no background to remove Qwen-Image-2.1 can generate images with a transparent background and edit them while keeping the transparency. Useful for sticker concepts, icons, and product graphics. Try the live demo: https://huggingface.co/spaces/Qwen/Qwen-Image-2.1 Prompt: This is an RGBA image with transparency. Cute capybara working on a laptop, Telegram sticker, clean outline, no text. The image ha…
🎯 Turn a job description into interview practice Paste a vacancy and a short, accurate summary of your experience. Use this prompt: “Act as an interviewer for this role. Ask one relevant question at a time and wait for my answer. After each response, explain what was clear, what was vague and what evidence would strengthen it. Never invent experience or achievements for me.” Start with 5 questions. Rewrite your weake…
🧠 Learn it. Explain it back. Find the gaps. Reading an AI explanation can feel like understanding. Explaining it yourself is a better test. Copy this prompt: “Teach me [topic] at [my level] using one simple example. Then ask me to explain it back in my own words. Wait for my response. Identify misunderstandings and ask one follow-up question at a time. Don’t give me the answer before I try.” When you get it right, as…
🛒 Before you buy it, ask AI these 5 questions Paste the specs and current prices of two products, plus your budget and main use. Then ask: 1. Which differences would I actually notice? 2. What am I paying extra for? 3. What accessories or recurring costs are missing? 4. What is the biggest compromise with each option? 5. What information is still missing before I choose? Finish with: “Use only the information I suppl…
🥕 A fridge photo → 3 dinner ideas Before ordering takeout, upload a photo to an AI assistant that accepts images. Copy this prompt: “List only the ingredients you can clearly identify. Ask about anything uncertain. After I confirm the list, suggest 3 simple dinners for [number] people. I have [time] minutes and these dietary restrictions: [details].” Add pantry basics yourself: oil, rice, pasta and spices. Choose one…
✍️ Stop asking AI to “make it better.” Tell it what better means. Try one of these: 1. Shorter “Cut this to half its length. Keep the key facts and the request.” 2. Clearer “Rewrite this for a beginner. Replace jargon with everyday language.” 3. More natural “Remove clichés and corporate language. Keep my tone.” 4. Easier to act on “Make the next step explicit. Don’t invent commitments.” Add this to any version: “Pre…
📸 Don’t explain the error. Show it. A confusing setting or error message? Upload a screenshot to an AI assistant that accepts images. Copy this prompt: “Explain this screenshot in plain English. I’m trying to [goal]. Suggest the next step. If something is unreadable or missing, ask me instead of guessing.” Include the app name and what happened before the error. Crop out personal details. Save this for your next “why…
🚩 5 things to check before you copy an AI answer 1. The links Open them. A citation can look convincing and still fail to support the claim. 2. The date Is this information current — or an old answer dressed up as today’s news? 3. The numbers Check totals, percentages and comparisons. Especially when money is involved. 4. The missing context Does the answer fit your country, budget and actual situation? 5. The p…
Showing the 12 most recent of 20 posts we hold for @aicontentum. 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.
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.
This channel appears in 1 seed channel's Telegram-generated recommendation list in total. Each is Telegram’s list for THAT channel, not this one — see how this is measured.
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 6 October 2026 — this entry's latest reading, not the date you are reading this.
“AI News | Tools, Trends & Use Cases” (@aicontentum), 1,869 subscribers as measured 6 October 2026. Telegram Register, tgregister.com/channel/aicontentum.
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.