Telegram RegisterThe public register of Telegram

Channel

T2 Calls - Channel

@T2callschannel

On this record: Topic · Observations · Also posting the same content · Growth · Engagement · Reactions · Posts · Citations · Handles named that no longer answer · Cite this entry

1,434subscribers

-19 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-1002088437428
TypeChannel
Username@T2callschannel
CreatedBetween 1 November 2023 and 31 May 2024— estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded7 August 2026
Last confirmed live14 August 2026
Measurements held5
Confirmed unchanged1 time, most recently 14 August 2026
On Telegramt.me/T2callschannel

Topic

Crypto & trading — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-UD-Q6_K_XL, prompt version 1) read this channel’s own recent posts on 11 August 2026 and assigned it the closest of 31 fixed categories, at 100% 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.

Observations

These are measurements, not verdicts. Each one below states something we counted, alongside the evidence it was counted from, so you can check it rather than take it. None of them is graded: every observation this register holds is recorded at severity 0, because the precision of the detectors behind them has not been measured yet, and a rating we cannot support is worse than none. Read each as a fact about the data, not as a judgement about the channel. How we measure.

Content that also appears on other registered channels

Posts published here appear word for word on 1 other registered channel. The matching is on the text itself, not on Telegram’s forward marker, so it finds a copy whether or not it was labelled as one.

Matching posts — open both and compare (6 of the pairs behind the counts below)
Posted firstThenOverlapGap
@T2callschannel/672 · this entry15 Sept 2025, 10:34 UTC@CCTradingAnn/30015 Sept 2025, 10:34 UTC1.00under a minute
@T2callschannel/673 · this entry19 Sept 2025, 12:20 UTC@CCTradingAnn/30119 Sept 2025, 12:20 UTC1.00under a minute
@T2callschannel/681 · this entry17 Oct 2025, 12:01 UTC@CCTradingAnn/30717 Oct 2025, 12:01 UTC1.00under a minute
@T2callschannel/683 · this entry20 Oct 2025, 08:03 UTC@CCTradingAnn/30820 Oct 2025, 08:03 UTC1.00under a minute
@T2callschannel/684 · this entry25 Oct 2025, 09:51 UTC@CCTradingAnn/30925 Oct 2025, 09:59 UTC1.007 minutes
@T2callschannel/685 · this entry25 Oct 2025, 11:02 UTC@CCTradingAnn/31025 Oct 2025, 11:02 UTC1.00under a minute
Every channel this entry shares post bodies with
ChannelMatching postsText overlapTypical gapPublished first
@CCTradingAnn14 (8/8 hand-verifiable sample passed)1.00under a minutethis entry (140)

Text overlap is the Jaccard coefficient over the set of distinct three-word phrases in the two bodies: 1.00 is identical wording, and the threshold for counting a pair at all is 0.70. Candidates are generated by simhash LSH (4 x 16-bit bands, exact Hamming <= 3) verified against the bodies with Jaccard over the SET of distinct 3-word shingles. Published first counts which side of each matching pair carries the earlier timestamp — in this corpus, which is the limitation directly below.

What this cannot establish

MEASURED, DOMINANT ERROR SOURCE: a post ingested before 2026-08-06 may have carried a forward header that was not recorded. A 45-pair hand-check against live t.me pages found 14 (31%) where the live page shows a forward header naming the other channel and the database has none, plus 4 more (9%) naming a third party. The text match itself was wrong 0 times out of 45. Read attribution_capture.items_in_trusted_window before treating the unattributed count as a claim.

Telegram lets a channel forward a post with a header naming the source, and we only began reliably recording that header on 2026-08-06. None of the 0 matches recorded here fall after that date, so for this entry we cannot say whether any of them carried a credit. The duplication is measured; the absence of attribution is not.

“Published first” means first in this corpus. We hold 17 comparable posts for this entry, running 11 September 2025 to 16 December 2025. A channel we have read one page deep will look younger than a neighbour we have read in full, and the order would flip with no change in the underlying facts.

The detector’s own notes on this observation, as it recorded them. Names in this_style are fields of the underlying evidence record, which the plain-English paragraphs above read out for this entry.

  • Verbatim republication has three causes and the text separates only two: a clone/mirror, unattributed copy-paste, or BOTH channels copying a common third source that neither attributes. The spread filter (content held by at most 8 channels) reduces the third and does not remove it.
  • 'Earliest' means earliest IN THIS CORPUS. A channel ingested one page deep will look younger than a neighbour ingested in full; corpus_coverage above is there to be checked before the direction is believed.
  • shared_verified_est extrapolates the sampled pass rate over the full narrow match count; sampled/passed are the numbers actually measured.
  • Absence of a forward header is not proof of intent: Telegram lets a channel disable forward attribution, and a credit written in the body is not parsed as attribution here (mention_edge_either_way above is the closest available signal).

Across the whole group of 2, the earliest publisher we hold is @T2callschannel — which is this entry. That is a statement about our reading window, not a claim of authorship.

Recorded under the key clone_source, last confirmed 8 August 2026. An observation that a later pass no longer finds is cleared, and a cleared observation is removed from this page rather than being shown struck through — we do not keep publishing a claim we have withdrawn. Dispute an observation.

Also posting the same content

This channel’s posts match, word for word or near enough, posts on 1 other registered channel, found by comparing text fingerprints across every channel on the register. That matching has been checked by hand against the live Telegram pages and found reliable — 0 wrong of 45 pairs re-read.

Which channel, if either, published first is deliberately not shown. The same hand-check found that reading wrong 18 of 45 times — 60%, no better than a coin flip — because it depends on how deep our own crawl happened to reach into each channel’s history, not on when the content was actually first posted. This list is ordered by subscriber count, the same as every other listing on this site, never by which channel we think came first. Word-for-word matching has several ordinary explanations besides copying — a channel mirroring itself, an unattributed repost, or two channels independently repeating the same wire story — and this measurement cannot tell those apart. How this is measured.

Growth

1,4341,4531,443.57 August 2026 — 1,453 subscribers7 August 2026 — 1,453 subscribers8 August 2026 — 1,450 subscribers11 August 2026 — 1,445 subscribers14 August 2026 — 1,434 subscribers7 August 202614 August 2026
5 measurements spanning 7 days, net -19. Dots are measurements; the straight line between them is drawn to join them, not to claim we know the path taken in between — snapshots are recorded only when a count changes, so gaps mean “no change observed”, never “interpolated”. The vertical axis spans 1,431–1,456 and does not start at zero.
Measurement log — every subscribers count we have recorded
Measured (UTC)SubscribersChange
14 Aug 2026, 21:361,434-11
11 Aug 2026, 08:031,445-5
8 Aug 2026, 02:011,450-3
7 Aug 2026, 12:021,453no change
7 Aug 2026, 11:581,453first reading

Engagement

20 posts held, back to 11 September 2025the 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.

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 16 December 2025. An engagement rate over an empty window would be a number about nothing.

Reaction mix

10 reactions across 2 posts, in 2 distinct kinds. The most used accounts for 50.0% of them.

Every reaction kind recorded on the sample, most used first
ReactionCountShareShare, drawn
550.0%
😁550.0%

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 2 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 10reactions 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 11 September 2025 to 16 December 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.

Recent posts

16 Dec 2025, 07:00 UTC717 views9 reactionsread 7 August 2026
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Tài khoản mình làm thử thách trade từ 1k lên 10k bằng cách đánh kỷ luật, cực kỳ an toàn SL 1%/lệnh Anh em nào muốn đồng hành thì Copytrade thử nhé ————————— Thử thách x10 tài khoản 1k$ ⬆️ 10k$ Link Ref: https://www.bitunix.com/register?vipCode=9IUU Profile CopyTrade: https://www.bitunix.com/copy-trading/profile/351286147

😁54

15 Dec 2025, 09:01 UTC929 viewsread 7 August 2026
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🚀 RAMM.ai — $RAMM To Be Officially Live Today 💥 Start trading $RAMM, the token driving the future of AI-powered e-commerce! 🛍 💎 TGE & Claim Information - Listing Venue: aerodrome.finance - Listing Time: Dec 15, 16:00 UTC - Claim Time: Dec 15, 17:00 UTC - Claim Portal: https://launchpad.trustfi.org/projects/Ramm?poolId=3047 📊 $RAMM Token Info - IDO Price: $0.037 - Blockchain: Base - Vesting: 25% at TGE, 1-month cli

11 Dec 2025, 10:10 UTC767 viewsread 7 August 2026
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RAMM's IDO is LIVE on TrustFi 🚀 The future of e-commerce powered by AI and blockchain is here! Join Ramm AI in revolutionizing the digital marketplace! 💡 💵 Send USDT to 0x51438F17Be38d246fC1BCBb408F101DE244aa306 OR Join via website: https://launchpad.trustfi.org/projects/Ramm?poolId=3047 🗓 IDO & Listing Details: - IDO Start: Dec 11, 11:00 AM UTC - IDO End: Dec 13, 11:00 AM UTC - Listing Date: Dec 15 (Tentativel

28 Nov 2025, 23:33 UTC867 viewsread 7 August 2026
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🔈 Ramm AI Tổng Quan Dự Án 💥 Ramm AI là một marketplace Web3 ứng dụng AI, biến các sản phẩm luxury, thời trang, beauty và lifestyle thành tài sản số được xác thực và giao dịch minh bạch trên blockchain. 💡 Điểm Nổi Bật ✔️ Kết hợp AI + Blockchain + RWA tạo nên mô hình thương mại minh bạch và tự động hóa. ✔️ Product Voucher Token (PVT) giúp xác thực sản phẩm on-chain, giao dịch và quy đổi dễ dàng. ✔️ AI agents tự động

29 Oct 2025, 15:27 UTC842 viewsread 7 August 2026
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$MWXT Chart vẫn cứng, dev lái ác quá. Kèo launchpad bao refund - sure win mà vẫn hơn x2, chơi vậy sao thua https://dexscreener.com/base/0x70b7627d02a08b51eed51c3b5dd722a3a7db7bc6

28 Oct 2025, 11:22 UTC779 viewsread 7 August 2026
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🚀 @mwx_ai — $MWXT Is Officially Live Today 💥 Get ready for trading $MWXT on AerodromeFi 📊 💎 TGE & Claim Information - Trade On: aerodrome.finance/swap - Listing Time: Oct 28, 11:00 AM UTC - Claim Time: Oct 28, 11:30 AM UTC ℹ️ MWX's Token Info - Ticker: $MWXT - IDO Price: $0.08 - Blockchain: Base 💰 - Vesting: 25% at TGE, then linear vesting over 3 months 🔐 Refund Mechanism: TrustFi Safeguard Rule #MWX #TrustFi #T

25 Oct 2025, 11:02 UTC616 viewsread 7 August 2026
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🔊 @mwx_ai IDO is LIVE on TrustFi 🔊 The world’s first AI marketplace for SMEs is open — empowering millions of businesses with ready-to-use AI solutions. 💼 💵 Send USDT to 0xF9aE513Ed06d5710A654D6d03F876c4e487B71eB OR Join via website: https://launchpad.trustfi.org/projects/MWX?poolId=3046 🗓 IDO & Listing Details: - IDO Start: Oct 25, 11:00 AM UTC - IDO End: Oct 26, 11:00 AM UTC - Listing Date: Oct 28 (Tentative)

25 Oct 2025, 09:51 UTC425 views1 reactionsread 7 August 2026
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🔈🔈 MWX Project Overview 💥 MWX is the world’s first decentralized AI App Store, empowering over 400 million small businesses (SMEs) with instant access to plug-and-play AI tools they could never afford to build in-house. ⭐️ Built on Base Chain and powered by 15+ years of AI expertise from MediaWave, MWX integrates autonomous AI agents with Web3 infrastructure to enable transparent payments, staking, and token-based

1

20 Oct 2025, 08:03 UTC534 viewsread 7 August 2026
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🚀 $LERN Listing Today on Coinstore Exchange Get ready to trade $LERN — the token driving the future of learning in Web3. 🕒 TGE Time: 09:00 AM UTC, Oct 20 $LERN Tokens Info: - Ticker: $LERN - Chain: BNB Chain 🤑 - IDO Price: $0.20 - Vesting: 40% unlocked at TGE, no cliff, vested linearly in 6 months. - Initial Marketcap: $400,000 More Details: https://support.coinstore.vip/hc/en-us/articles/51611399748505-Coinstore-

19 Oct 2025, 17:53 UTC351 viewsread 7 August 2026

Năm 2026 khi đã có luật thì: - Trade ngắn theo trend - Hold thì tập trung BTC vs Coin Top) ( $BTC $ETH $SOL $LINK $SUI…) còn lại né hết.

17 Oct 2025, 12:01 UTC≈2,360 viewsread 7 August 2026
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🔈 @Lern360 IDO is LIVE 🚀 The future of blockchain-powered education starts now! Join the $LERN public sale and be part of the Learn-to-Earn revolution — where knowledge truly pays.💡 💵 Send USDT to 0xd2481B9374b18dCFCa377283C9f2574ae6f272de OR Join via website: https://launchpad.trustfi.org/projects/Lern360?poolId=3045 🗓 IDO & Listing Info: - IDO Start: Oct 17, 11 AM UTC - IDO End: Oct 18, 11 AM UTC - Listing Dat

Showing the 12 most recent of 20 posts we hold for @T2callschannel. 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

Citation-graph rank — 766,017 of 1,350,102entries 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.

Forward network

Republished by

Channels on the register that have forwarded this channel's posts into their own feed.

Built only from forwarded posts we have actually read, on both sides. Coverage is early and deliberately incomplete: a missing link means we have not read the post that would prove it, never that the relationship does not exist. Counts are distinct forwarded posts observed, so they only ever go up as we read more.

Mentions

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.

Names

Channels on the register whose handles appear in this channel's posts.

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.

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 14 August 2026 — this entry's latest reading, not the date you are reading this.

“T2 Calls - Channel” (@T2callschannel), 1,434 subscribers as measured 14 August 2026. Telegram Register, tgregister.com/channel/T2callschannel.

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.