๐ผ ๐๐ฒ๐น๐ผ๐ถ๐๐๐ฒ ๐๐ถ๐ฟ๐ถ๐ป๐ด ๐ค ๐ฅ๐ผ๐น๐ฒ: ๐๐๐๐ผ๐ฐ๐ถ๐ฎ๐๐ฒ ๐๐ป๐ฎ๐น๐๐๐ โ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐ฑ๐บ๐ถ๐ป ๐ ๐๐ผ๐ฐ๐ฎ๐๐ถ๐ผ๐ป: ๐๐๐ฑ๐ฒ๐ฟ๐ฎ๐ฏ๐ฎ๐ฑ ๐ ๐ค๐๐ฎ๐น๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป: ๐๐ป๐ ๐๐ฟ๐ฎ๐ฑ๐๐ฎ๐๐ฒ ๐ ๐๐ ๐ฝ๐ฒ๐ฟ๐ถ๐ฒ๐ป๐ฐ๐ฒ: ๐ฌโ๐ญ ๐ฌ๐ฒ๐ฎ๐ฟ ๐ก ๐๐ฒ๐ ๐ฆ๐ธ๐ถ๐น๐น๐: ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐ฑ๐บ๐ถ๐ป | ๐๐ฎ๐๐ฎ ๐ ๐ฎ๐ป๐ฎ๐ด๐ฒ๐บ๐ฒ๐ป๐ | ๐ ๐ฆ ๐ข๐ณ๐ณ๐ถ๐ฐ๐ฒ | ๐๐๐๐๐ผ๐บ๐ฒ๐ฟ ๐ฆ๐๐ฝ๐ฝ๐ผ๐ฟ๐ ๐ ๐ฆ๐ต๐ถ๐ณ๐ ๐ง๐ถ๐บ๐ถ๐ป๐ด: ๐ฎ ๐ฃ๐ โ ๐ญ๐ญ ๐ฃ๐ ๐ ๐๐ฝ๐ฝ๐น๐ ๐ก๐ผ๐: https://seanomos.com/
Content that also appears on other registered channels
Posts published here appear word for word on 1 other registered channel. They sit inside a group of 3 channels that share the same post bodies with each other. The matching is on the text itself, not on Telegramโs forward marker, so it finds a copy whether or not it was labelled as one.
| Posted first | Then | Overlap | Gap |
|---|---|---|---|
| @webdevgirl/1545 ยท this entry26 Jul 2026, 14:17 UTC | @indiaeducationtak/866626 Jul 2026, 14:19 UTC | 1.00 | 72 seconds |
| Channel | Matching posts | Text overlap | Typical gap | Published first |
|---|---|---|---|---|
| @indiaeducationtak | 19 (8/8 hand-verifiable sample passed) | 1.00 | under a minute | @indiaeducationtak (13โ6) |
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 โ 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.
โPublished firstโ means first in this corpus. We hold 19 comparable posts for this entry, running 26 July 2026 to 7 August 2026. 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 detectorโs 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 3, the earliest publisher we hold is @webdevgirl โ which is this entry. That is a statement about our reading window, not a claim of authorship.