The AI engine self-learns attack models Continuously optimizes the defense mechanism, making each defense smarter and more accurate. @Vaultsecurs_ #machineherald https://x.com/Vaultsecurs_/status/1913987247441064319
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Channel
@VSTtoken
On this record: Topic · Growth · Engagement · Reactions · Posts · Handles named that no longer answer · Cite this entry
20subscribers
-1 since we began measuring on 8 August 2026
Risers and fallers across the register · movement among entries of Under 1,000.
| Telegram ID | -1002465655583 |
|---|---|
| Type | Channel |
| Username | @VSTtoken |
| Created | Between 1 September 2024 and 25 February 2025 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 11 August 2026 |
| Last confirmed live | 8 October 2026 |
| Measurements held | 3 |
| Confirmed unchanged | 2 times, most recently 8 October 2026 |
| On Telegram | t.me/VSTtoken |
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 1 October 2026 and assigned it the closest of 31 fixed categories, at 65% 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.
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 28 Sept 2026, 19:15 | 20 | -1 |
| 11 Aug 2026, 14:46 | 21 | no change |
| 8 Aug 2026, 00:11 | 21 | first reading |
20 posts held, back to 25 February 2025 — 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 21 April 2025. An engagement rate over an empty window would be a number about nothing.
2,527 reactions across 20 posts, in 13 distinct kinds. The most used accounts for 17.7% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| 🔥 | 448 | 17.7% | |
| 👍 | 402 | 15.9% | |
| ❤ | 379 | 15.0% | |
| 🥰 | 288 | 11.4% | |
| 👌 | 230 | 9.10% | |
| 💯 | 169 | 6.69% | |
| 🐳 | 120 | 4.75% | |
| 😁 | 111 | 4.39% | |
| 🎉 | 105 | 4.16% | |
| ❤🔥 | 95 | 3.76% | |
| 👏 | 95 | 3.76% | |
| 🤩 | 83 | 3.28% | |
| 💩 | 2 | 0.079% |
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 20 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 2,527 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 25 February 2025 to 21 April 2025, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.
The AI engine self-learns attack models Continuously optimizes the defense mechanism, making each defense smarter and more accurate. @Vaultsecurs_ #machineherald https://x.com/Vaultsecurs_/status/1913987247441064319
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In the future, VaultSecure will deploy AI collaboration nodes to realize a decentralized intelligent defense network and build a global data firewall. @Vaultsecurs_ #AINetworkSecurity 🔗 X(Twitter) Link https://x.com/Vaultsecurs_/status/1912536352123719759?t=19
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📡VaultSecure integrates AI anomaly detection system, 📡Scanning data behavior around the clock, real-time warning of potential threats, and blocking risks in advance. @Vaultsecurs_ #AI https://x.com/Vaultsecurs_/status/1910968281311437097
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🔒VaultSecure is developing IoT data access and big data analysis platforms, 🔒 realizing real-time monitoring and privacy protection in all scenarios, and creating an intelligent security protection system. @Vaultsecurs_ #IntelligentSecurity https://x.com/Vaultsecurs_/status/1908413481923002629?t=19
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Through dynamic key management and zero-trust security mechanisms VaultSecure achieves end-to-end encryption protection, and will integrate edge computing in the future to further improve storage efficiency. @Vaultsecurs_ #FutureLayout https://x.com/Vaultsecurs_/status/1906702728719692204?t=19
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VaultSecure uses quantum-level encryption and self-learning AI models to monitor network risks in real time. In the future, it plans to expand cross-chain data sharing and build a global security ecosystem. @Vaultsecurs_ #TechnologyPlanning https://x.com/Vaultsecurs_/status/1905970298371117119
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🌐 Towards a global data security ecosystem! VaultSecure will introduce a decentralized AI collaboration network in the future to achieve global data sharing and secure storage, and promote data governance and privacy protection into a new era! @Vaultsecurs_ #GlobalDataSecur https://x.com/Vaultsecurs_/status/1905379717739635068?t=19
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⚡ The future is here! VaultSecure is developing a dynamic key management system to implement a zero-trust security model for user data access. Even if the node is compromised, the data cannot be deciphered, and security is taken to a higher level! @Vaultsecurs_ #Bitcoin https://x.com/Vaultsecurs_/status/1904189174162550873
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🤖 Deep integration of AI and blockchain VaultSecure will deploy AI-driven self-learning systems in the future to improve the ability to detect abnormal behavior, further strengthen the defense against potential threats, and create a smarter data security system! @Vaultsecurs_ https://x.com/Vaultsecurs_/status/1903468641745551391?t=19
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🚀 Scalability upgrade! VaultSecure plans to launch a cross-chain data storage protocol to connect different blockchain ecosystems, achieve data interoperability and sharing, ensure data security and improve system compatibility! @Vaultsecurs_ #CrosschainInnovation https://x.com/Vaultsecurs_/status/1902708067235659951?t=19
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🌟 The future of cryptocurrency is inseparable from privac VaultSecure provides you with the most powerful privacy protection! @Vaultsecurs_ #VST #PrivacyMatters https://x.com/Vaultsecurs_/status/1902009977839214932
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🧑💻 In the VaultSecure (VST) world data privacy is no longer a luxury, it's a necessity! @Vaultsecurs_ #Privacy #VST https://x.com/Vaultsecurs_/status/1901262449476833325
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Showing the 12 most recent of 20 posts we hold for @VSTtoken. 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.
@VSTtoken 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 28 September 2026 — this entry's latest reading, not the date you are reading this.
“VST” (@VSTtoken), 20 subscribers as measured 28 September 2026. Telegram Register, tgregister.com/channel/VSTtoken.
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.