Channel
@mf0_ai
On this record: Growth · Engagement · Reactions · Posts · Citations · Handles named that no longer answer · Cite this entry
149subscribers
+2 since we began measuring on 6 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
| Telegram ID | -1004304662089 |
|---|---|
| Type | Channel |
| Username | @mf0_ai |
| Created | Between 1 June 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 | 14 August 2026 |
| Measurements held | 3 |
| Confirmed unchanged | 1 time, most recently 14 August 2026 |
| On Telegram | t.me/mf0_ai |
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 14 Aug 2026, 13:53 | 149 | +2 |
| 8 Aug 2026, 20:32 | 147 | no change |
| 6 Aug 2026, 03:51 | 147 | first reading |
20 posts held, back to 30 June 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 pageof 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. It is computed over the 7 of 9 measured posts that carry a reaction reading, and over those same posts' views.
| Window | Rolling 30 days · latest post in window 7 August 2026 |
|---|---|
| Posts held | 20 (30 June 2026 – 7 August 2026) |
| Views total | 970 |
| Reactions total | 10 |
| Forwards / comments | not exposed by the public surface — not measured, not estimated |
| Readings taken | 8 Aug 2026, 20:32 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.
40 reactions across 18 posts, in 4 distinct kinds. The most used accounts for 77.5% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| ❤ | 31 | 77.5% | |
| 👍 | 7 | 17.5% | |
| 🔥 | 1 | 2.50% | |
| 🙏 | 1 | 2.50% |
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 18 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 40reactions 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 30 June 2026 to 7 August 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.
⚠️⚠️⚠️ 🕶 Incognito runs each model at its most permissive setting — generations started from Incognito now ask every model for the least restrictive moderation it actually offers (some have no off-switch, so this is their floor, not none). And as always in Incognito, nothing is saved. 💰 A paid result is always yours to pick up — even if a heavy generation pushed your balance below zero, you can still check the task…
👍1
⭐⭐⭐ 🌐 Research answers now end with their sources — replies from Web search and Deep research finish with a numbered list of every source, each a clickable link. No more hunting for what [7] in the text actually referred to. 📤 Image-heavy chats open light — a chat now shows a compact preview of each generated picture (about 44 KB) and fetches the full file only when you open or download it. Threads full of 4K image…
😍😍😍😍 🔐 Lock a private chat with a PIN — any chat with a friend can now be closed with a 6-digit PIN: chat menu → Lock. A locked chat shows a padlock in the list and nothing but a lock screen until the code is entered, the same way My Intro and My Rules already work. Handy for the moment you hand someone your phone. 🧠 Your Memory Tree now learns from any chat — facts you mention in ordinary conversations — family, p…
❤1
✅ Find anything you ever wrote — a new magnifier next to New chat opens search across all your conversations: a couple of characters in, and matching chats appear with a highlighted snippet and date. Four tabs — everything, just chat titles, just message texts, or chats with generated images. Click a result and you land on that exact message, not just the chat. Friend chats and Incognito stay private and out of searc…
❤1
✅ Run several generations at once — starting an image or a video no longer takes over the composer. Fire off one picture, then a video, then another angle — in the same chat, all at the same time. Each one lands in place when it's ready, wherever you've wandered meanwhile, and your balance is the only limit. One thing worth knowing: because these now run on their own, Stop no longer applies to them — an image or vide…
❤1
✅ Two models just got a lot cheaper — GPT-5.6 Luna now costs five times less than it did, and GPT-5.6 Terra 20% less. Both new rates are already in the Pricing panel and every new request is billed at them. Nothing to switch on: if Luna or Terra is your pick, your balance simply lasts much longer now. ✅ Refunds now mirror in your balance — if a card top-up is refunded or reversed by the bank, the credited amount lea…
❤1
✅ A declined image now explains itself — when a safety filter turns down an image or a video, the reply says so in your language and tells you the part you can act on: whether rewording the prompt or swapping the picture will help, or whether that request will always come back the same way. Ask for something that refers to a file you didn't attach, and it says exactly that instead of failing vaguely. A generation tha…
❤1👍1
✅ A new chat knows you from the very first message. Open a fresh chat and it already has what your Memory Tree holds — your projects, your city, your interests — with no reintroduction. Ask "what do you know about me?" and you get your profile back, in whatever language you asked in. ✅ Memory now works by meaning, and costs about a quarter of what it did. Asking "what stories do I write?" finds a memory you filed un…
❤2👍1
✅ Export any chat to a Markdown file — every chat's menu (the ⋯ button, right after Share) now has "Export to .md". One click downloads the whole conversation as a clean Markdown file — your questions and the AI's replies in order, each tagged with the model name and time — ready to keep, edit, or open in any notes app. Shown in your language. ✅ Tidier "+" menu that never hides options — the "+" (attach) menu is now…
✅ Attach files and images to Fusion and Ultra — you can now add documents (PDF, text, code) and images to a Fusion or Ultra request, and every model in the run actually reads them. Attach a report and have Fusion analyse it from several angles at once, or drop a chart, diagram or screenshot into Ultra and let it break the picture down into subtasks. Your attachments stay pinned to the message even after a page reload…
👍1
🔥 New "Ultra" mode — for big, multi-part tasks — pick Ultra from the "+" menu and MF0 breaks your task into independent subtasks, researches each one in parallel with a different model, and combines everything into one comprehensive answer. Great for things like "compare these options across several criteria and build a table". You watch the real progress — planning, then each subtask, then the final synthesis — and …
👍2
✅ Unread badges for friend chats — when a friend messages you, a small count badge now appears on the "Chats with friends" folder (your total unread) and on each individual chat when you open the folder. Open a chat and its messages are marked read, so the badge clears and the folder total drops automatically — you can tell at a glance where you have new messages. Prefer quiet? The folder menu has a Mute notification…
❤3🔥1
Showing the 12 most recent of 20 posts we hold for @mf0_ai. 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 — 529,194 of 1,478,351entries 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.
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.
@mf0_ai named 1 handle that resolve to nothing today. That is a fact about the reference, not necessarily a fact about the handle’s history — see the two groups below.
Most of these may never have existed as a live channel at all.A handle a channel names can be a typo, an aspirational name nobody registered, or a channel that was already gone before this one ever mentioned it. Unless a row below is marked evidenced, all we know is that it references a handle that is not a live channel today — not that anything “died”. How this is measured.
References a handle that is not a live channel — we have no record it ever was one.
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 14 August 2026 — this entry's latest reading, not the date you are reading this.
“MF0.ai updates” (@mf0_ai), 149 subscribers as measured 14 August 2026. Telegram Register, tgregister.com/channel/mf0_ai.
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.