A model trained in one clean room is not ready for the world. The world has clutter. And clutter changes everything. Objects move. Lighting changes. People interrupt. Backgrounds vary. Rooms are small. Angles are imperfect. Tasks are not performed the same way twice. For Physical AI, this is not “noise.” This is the dataset. Real-world task data needs variation across: homes warehouses workplaces factories offices re…

Channel
AIxBlock
@AIxBlock
On this record: Topic · Growth · Engagement · What this channel posts · Reactions · Posts · Cite this entry
1,530subscribers
-574 since we began measuring on 7 August 2026
Risers and fallers across the register · movement among entries of 1,000–3,162.
Register entry
| Telegram ID | -1002106130997 |
|---|---|
| Type | Channel |
| Username | @AIxBlock |
| Created | Between 1 November 2023 and 31 May 2024 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 7 August 2026 |
| Last confirmed live | 18 September 2026 |
| Measurements held | 14 |
| Confirmed unchanged | 1 time, most recently 18 September 2026 |
| On Telegram | t.me/AIxBlock |
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 17 September 2026 and assigned it the closest of 31 fixed categories, at 99% 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 |
|---|---|---|
| 18 Sept 2026, 16:15 | 1,530 | -8 |
| 14 Sept 2026, 17:18 | 1,538 | -3 |
| 11 Sept 2026, 14:22 | 1,541 | -10 |
| 7 Sept 2026, 09:18 | 1,551 | -7 |
| 2 Sept 2026, 04:44 | 1,558 | -10 |
| 30 Aug 2026, 07:54 | 1,568 | -4 |
| 27 Aug 2026, 04:57 | 1,572 | -1 |
| 24 Aug 2026, 10:04 | 1,573 | -4 |
| 20 Aug 2026, 15:05 | 1,577 | -239 |
| 17 Aug 2026, 20:56 | 1,816 | -97 |
| 14 Aug 2026, 20:35 | 1,913 | -79 |
| 11 Aug 2026, 14:32 | 1,992 | -109 |
| 8 Aug 2026, 13:48 | 2,101 | -3 |
| 7 Aug 2026, 16:48 | 2,104 | first reading |
Engagement
19 posts held, back to 17 April 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 7 August 2026. An engagement rate over an empty window would be a number about nothing.
What this channel posts
- Video runtime
- 18s
- Average length
- 18s
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.
Reaction mix
11 reactions across 5 posts, in 1 kind.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| ❤ | 11 | 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 5 of the 19 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 11 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 19 most recent posts we hold, published 17 April 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.
Recent posts
Healthcare AI needs more than public text. It needs data with context, structure, and clear usage boundaries. AIxBlock’s OTS and private data coverage can include 𝟏𝟎𝐌+ 𝐦𝐞𝐝𝐢𝐜𝐚𝐥 𝐫𝐞𝐜𝐨𝐫𝐝𝐬 𝐰𝐢𝐭𝐡 𝐜𝐨𝐫𝐫𝐞𝐬𝐩𝐨𝐧𝐝𝐢𝐧𝐠 𝐫𝐚𝐝𝐢𝐨𝐥𝐨𝐠𝐲 𝐫𝐞𝐩𝐨𝐫𝐭𝐬, depending on availability, licensing terms, and permitted use cases. For healthcare AI, the question is not only: “Can we access the data?” It is: “Can we use it responsibly?” #HealthcareAI #Medical
𝐂𝐨𝐦𝐩𝐥𝐢𝐚𝐧𝐜𝐞 𝐨𝐧 𝐩𝐚𝐩𝐞𝐫 𝐢𝐬 𝐞𝐚𝐬𝐲. Compliance in the pipeline is hard. That is where enterprise AI data breaks. A PDF can say: data is secure contributors are verified quality is checked rights are clear copies are deleted But enterprise buyers need more than claims. They need systems that prove: where data came from who touched it how it was validated where it was stored what was accepted what was rejected what changed ov…
𝐘𝐨𝐮𝐫 𝐦𝐨𝐝𝐞𝐥 𝐢𝐬 𝐨𝐧𝐥𝐲 𝐚𝐬 𝐭𝐫𝐮𝐬𝐭𝐞𝐝 𝐚𝐬 𝐲𝐨𝐮𝐫 𝐝𝐚𝐭𝐚 𝐩𝐢𝐩𝐞𝐥𝐢𝐧𝐞. Who sourced the data? Who accessed it? Where was it stored? Was a copy retained? Can the workflow be audited? These questions are no longer secondary. They are enterprise AI requirements. — AIxBlock helps teams source and deliver real-world data with sovereignty, validation, and control. #SovereignData #EnterpriseAI #AIData #DataQuality
𝐄𝐧𝐭𝐞𝐫𝐩𝐫𝐢𝐬𝐞 𝐀𝐈 𝐧𝐞𝐞𝐝𝐬 𝐬𝐨𝐯𝐞𝐫𝐞𝐢𝐠𝐧 𝐝𝐚𝐭𝐚 𝐢𝐧𝐟𝐫𝐚𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞. Not just powerful models. Not just more datasets. But control over: where data lives how data flows who can access it whether copies are retained how delivery is audited For enterprise AI, 𝐝𝐚𝐭𝐚 𝐬𝐨𝐯𝐞𝐫𝐞𝐢𝐠𝐧𝐭𝐲 𝐢𝐬 𝐧𝐨𝐭 𝐨𝐩𝐭𝐢𝐨𝐧𝐚𝐥. It is the foundation for trust. — AIxBlock helps enterprise teams collect and deliver real-world data through self-hosted workflows. #SovereignDat
“𝐓𝐫𝐮𝐬𝐭 𝐮𝐬” 𝐢𝐬 𝐧𝐨𝐭 𝐚 𝐝𝐚𝐭𝐚 𝐬𝐭𝐫𝐚𝐭𝐞𝐠𝐲. Enterprise AI teams need infrastructure that reduces risk by design. That means: client-owned storage controlled access secure delivery workflows clear data paths no unnecessary vendor-side copies The strongest protection is not a promise. It is architecture. — AIxBlock supports self-hosted data delivery for enterprise AI teams. #SovereignData #DataSecurity #EnterpriseAI #PrivacyByD
AIxBlock is not a “label anything” platform. We focus on 𝐩𝐫𝐢𝐯𝐚𝐭𝐞 𝐚𝐧𝐝 𝐫𝐞𝐚𝐥-𝐰𝐨𝐫𝐥𝐝 𝐝𝐚𝐭𝐚 𝐟𝐨𝐫 𝐞𝐧𝐭𝐞𝐫𝐩𝐫𝐢𝐬𝐞 𝐀𝐈. Speech. Text. Audio. Video. Healthcare. Physical AI. Custom collection. OTS datasets. The goal is not more data. The goal is usable data.
🎆 𝐇𝐚𝐩𝐩𝐲 𝟒𝐭𝐡 𝐨𝐟 𝐉𝐮𝐥𝐲 𝐟𝐫𝐨𝐦 𝐀𝐈𝐱𝐁𝐥𝐨𝐜𝐤 🇺🇸 Today, we celebrate independence, freedom, and the spirit of innovation that continues to move the world forward. At AIxBlock, we’re proud to support enterprise AI teams with a trusted, real-world data platform built around 𝐝𝐚𝐭𝐚 𝐬𝐨𝐯𝐞𝐫𝐞𝐢𝐠𝐧𝐭𝐲. Wishing everyone a safe, joyful, and meaningful Independence Day. 𝐇𝐚𝐩𝐩𝐲 𝟒𝐭𝐡 𝐨𝐟 𝐉𝐮𝐥𝐲! #FourthOfJuly #IndependenceDay #AIxBlock #EnterpriseAI #
We’re especially looking for contributors based in 𝐈𝐧𝐝𝐢𝐚 as we expand our collection there. Other eligible countries are listed in the job post. 🔗 Apply here: https://aixblock.io/jobs/42 #Hiring #IndiaJobs #RemoteWork #Freelance #AIData
📣 𝐖𝐞’𝐫𝐞 𝐞𝐱𝐩𝐚𝐧𝐝𝐢𝐧𝐠 𝐭𝐨 𝐈𝐧𝐝𝐢𝐚 🇮🇳 - 𝐅𝐚𝐜𝐞 𝐌𝐨𝐭𝐢𝐨𝐧 𝐕𝐢𝐝𝐞𝐨 𝐏𝐫𝐨𝐣𝐞𝐜𝐭 | 𝐎𝐂𝟎𝟑 AIxBlock is recruiting 𝐟𝐫𝐞𝐞𝐥𝐚𝐧𝐜𝐞𝐫𝐬 𝐢𝐧 𝐈𝐧𝐝𝐢𝐚 to join a global 𝐅𝐚𝐜𝐞 𝐌𝐨𝐭𝐢𝐨𝐧 𝐕𝐢𝐝𝐞𝐨 collection project for a tech-giant enterprise client. This is a one-time remote task: a few minutes of setup + a 𝟏𝟎–𝟐𝟎 𝐬𝐞𝐜𝐨𝐧𝐝 𝐫𝐞𝐜𝐨𝐫𝐝𝐢𝐧𝐠. 𝐖𝐡𝐚𝐭 𝐲𝐨𝐮’𝐥𝐥 𝐝𝐨 📱 Record using a 𝐥𝐚𝐩𝐭𝐨𝐩, 𝐩𝐡𝐨𝐧𝐞, 𝐨𝐫 𝐭𝐚𝐛𝐥𝐞𝐭 𝐜𝐚𝐦𝐞𝐫𝐚 👃 Move your head as if touching 𝟕–𝟖 𝐢𝐦𝐚𝐠𝐢𝐧𝐚𝐫𝐲 𝐝𝐨𝐭𝐬 on the screen with your…
We’re hiring: 𝐔𝐒-𝐁𝐚𝐬𝐞𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐞𝐝 𝐇𝐂𝐂 𝐑𝐢𝐬𝐤 𝐀𝐝𝐣𝐮𝐬𝐭𝐦𝐞𝐧𝐭 𝐂𝐨𝐝𝐞𝐫𝐬 AIxBlock is building a contractor network of experienced 𝐇𝐂𝐂 𝐫𝐢𝐬𝐤 𝐚𝐝𝐣𝐮𝐬𝐭𝐦𝐞𝐧𝐭 𝐜𝐨𝐝𝐞𝐫𝐬 for upcoming healthcare AI data projects. 𝐑𝐨𝐥𝐞 𝐭𝐲𝐩𝐞: Remote contract 𝐑𝐞𝐪𝐮𝐢𝐫𝐞𝐝: Active AAPC CRC credential 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞: 2+ years in HCC risk adjustment coders 𝐑𝐚𝐭𝐞: Around $𝟑𝟎–$𝟑𝟓/𝐡𝐨𝐮𝐫, depending on experience Coders will review medical records, validate AI-suggested diagnose…
📣 𝐔𝐒 𝐄𝐧𝐠𝐥𝐢𝐬𝐡 𝐒𝐩𝐞𝐚𝐤𝐞𝐫𝐬 𝐍𝐞𝐞𝐝𝐞𝐝 (𝐑𝐞𝐦𝐨𝐭𝐞) — 𝐎𝐂𝟎𝟓 𝐀𝐮𝐝𝐢𝐨 𝐑𝐞𝐜𝐨𝐫𝐝𝐢𝐧𝐠 𝐏𝐫𝐨𝐣𝐞𝐜𝐭 🇺🇸🎙 AIxBlock is inviting a small group of 𝐔.𝐒.-𝐛𝐚𝐬𝐞𝐝 𝐄𝐧𝐠𝐥𝐢𝐬𝐡 𝐬𝐩𝐞𝐚𝐤𝐞𝐫𝐬 to join 𝐎𝐂𝟎𝟓. ✅𝐎𝐧𝐞-𝐭𝐢𝐦𝐞 𝐫𝐞𝐦𝐨𝐭𝐞 𝐭𝐚𝐬𝐤 📱 Record ~𝟑𝟎𝟎 𝐬𝐡𝐨𝐫𝐭 𝐄𝐧𝐠𝐥𝐢𝐬𝐡 𝐬𝐞𝐧𝐭𝐞𝐧𝐜𝐞𝐬 using your smartphone ⏱️ Takes about 𝟓𝟎–𝟔𝟎 𝐦𝐢𝐧𝐮𝐭𝐞𝐬 💵 $𝟔𝟎 for an approved submission Requirements (pl…
Showing the 12 most recent of 19 posts we hold for @AIxBlock. 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 18 September 2026 — this entry's latest reading, not the date you are reading this.
“AIxBlock” (@AIxBlock), 1,530 subscribers as measured 18 September 2026. Telegram Register, tgregister.com/channel/AIxBlock.
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.