National news — 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 10 September 2026 and assigned it the closest of 31 fixed categories, at 54% 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 the other topics.
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 in near-verbatim form on 2 other registered channels. 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 (2 of the pairs behind the counts below)
Channels this entry shares post bodies with, where at least one matching post pair has no forward credit between the two channels, or to a common source, recorded in our data
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 131 comparable posts for this entry, running 5 August 2026 to 10 November 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 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).
Recorded under the key clone_mutual, last confirmed 11 November 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.
Growth
61 measurements spanning 95 days, net +319. 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 14,035–14,474 and does not start at zero.
Measurement log — every subscribers count we have recorded, most recent 20 of 61
Measured (UTC)
Subscribers
Change
10 Nov 2026, 02:50
14,423
+36
7 Nov 2026, 13:17
14,387
+5
6 Nov 2026, 16:16
14,382
+51
5 Nov 2026, 14:34
14,331
-3
4 Nov 2026, 13:31
14,334
-14
3 Nov 2026, 13:36
14,348
+10
2 Nov 2026, 12:21
14,338
+4
1 Nov 2026, 14:18
14,334
+3
31 Oct 2026, 12:48
14,331
+5
30 Oct 2026, 14:36
14,326
-9
29 Oct 2026, 15:29
14,335
-2
28 Oct 2026, 13:54
14,337
+6
27 Oct 2026, 11:06
14,331
-2
26 Oct 2026, 08:06
14,333
+2
25 Oct 2026, 05:47
14,331
+5
24 Oct 2026, 07:25
14,326
+1
23 Oct 2026, 04:50
14,325
+27
22 Oct 2026, 02:30
14,298
+9
20 Oct 2026, 21:05
14,289
+21
19 Oct 2026, 20:09
14,268
first reading
Engagement
245 posts held, back to 4 August 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 68 pages of Telegram’s post history, 20 posts per page.
ERR · 30 days
27.0%
avg views ÷ 14,423 subscribers
Avg views / post
3,900
74 posts measured
Reaction rate
—
this channel exposes no reaction counts
Posts in window
74
of 245 held
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.
What these figures were computed from
Window
Rolling 30 days · latest post in window 11 November 2026
Posts held
245 (4 August 2026 – 11 November 2026)
Views total
288,361
Reactions total
—
Forwards / comments
not exposed by the public surface — not measured, not estimated
Readings taken
11 Nov 2026, 07:17 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.
What this channel posts
Photos
≈3,230
Videos
≈230
Links
≈5,050
Lifetime counters from Telegram’s own channel header, read 11 November 2026 — not the date at the top of this page, which is when the subscriber count was last read. A count marked ≈ was rounded by Telegram before we ever saw it — t.me prints these counters in full below 1,000 and to three significant figures above, so ≈142,000 means somewhere between 141,500 and 142,499.
Video runtime
3m 23s
Average length
51s
Measured directly from 4 videos 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.
Recent posts
Telegram’s own ‘edited’ marker: 3 of 74 posts held from the last 30 days (4.05%) carried it when this register last read them. The marker says a post was changed after publishing, not what it said before — this register holds the earlier wording only where an edit fell between two of its own reads (see the edit ledger and how it is measured).
🔹생성형 AI 웹사이트 트래픽 점유율: ChatGPT 1위 유지, Claude 점진적 확장
» 10월 기준 점유율
- ChatGPT: 55.7%
- Gemini: 24.2%
- Claude: 11.5%
- DeepSeek: 3.4%
- Grok: 2.2%
- Copilot: 1.1%
- Perplexity: 0.8%
» 10월 기준 ChatGPT의 세계 생성형 AI 웹사이트 트래픽 점유율은 55.7%로 1위를 유지. Gemini가 24.2%, Claude가 11.5%로 3위
» ChatGPT의 점유율은 전월 대비 0.7%p 하락. 2025년 11월 69.5%와 비교하면 13.8%p 낮아졌으나, 여전히 50% 이상의 점유율을 차지
» Gemini는 전월대비 0.8%p 하락. 다만 2025년 11월 15.9%와 비교하면 8.3%p 상승하며…
앤트로픽 IPO 기업가치 1조달러
앤트로픽이 주당 70~78달러에 IPO를 추진, 최대 644억달러를 공모할 계획. Reuters가 공시상 주식 수를 바탕으로 산출한 기업가치는 최대 1조200억달러로, 당초 시장에서 거론됐던 최대 2조달러 기대치의 절반 수준.
별도로 구글·엔비디아·AMD 등이 참여하는 260억달러 규모 사모투자까지 합산하면 총 조달 규모는 최대 904억달러. 지난 6월 스페이스X의 IPO 조달액 750억달러를 웃도는 규모.
3분기 매출은 169.6억달러로 전분기 대비 47% 증가했으나, 성장률은 직전 분기 144%에서 둔화. 아마존·구글 등과의 컴퓨팅 관련 약정은 약 9,000억달러에 달함.
※ 2조달러는 과거 시장에서 거론된 기대치이며, 1.02조달러는 Reuters의 공시 기반 산출치
출처: Reuters
😿 혼자가 아닙니다!
우리는 1+1입니다!
계좌는 괴로워도
우리는 외롭지 않다!
이선엽 대표가 예정에 없던 특강을
한번 더 들고 옵니다!
🎁 1+1 특별 강의
지금 신청하면 11월, 12월 연속 수강!
📅 11/14(토) + 12/12(토)
온라인 생중계 & 다시보기
🧭신청 링크 👉 https://vo.la/ACTyb1E
*나는 완전 반드시 절대로 꼭
오프라인 현장에
참석하고 싶다는 분 있으면
1:1 문의에 글 남겨주세요!
👉 http://wise-club.co.kr
(특강홈페이지 로그인 - 마이페이지 - 고객센터1:1문의)
개미 울린 폭락 끝나나 삼성전자 20년 통계 보니
-과거 20년간 주가가 고점 대비 40% 이상 하락한 뒤 60일 후 상승한 비율이 97%를 웃돌았다는 분석이다.
https://magazine.hankyung.com/business/article/202611094677b
제가 유니트리 4족보행 로봇 보고
진짜 놀랐던게
발에 바퀴를 붙인 아이디어.
속도가 훨씬 빠르고
에너지 효율도 높일 수 있는 방법.
한 가지 생각 덧붙이자면
아틀라스 무릎에 바퀴 하나 더 달면
어떨까 합니다
그럼 무릎만 꿇으면
바로 4족 보행 로봇이 되는.
마치 켄타우로스처럼.
그럼 이동 속도와
에너지 효율 좋아지는 건 물론이고
군사 용도로도 더 무섭게 쓸 수 있을.
위 이미지는 AI가 발로 그려준... ㅋ
SK하이닉스 DRAM 영업이익률 60% → 32% 반토막 전망
- 모건스탠리 숀킴이 10일에 발간한 메모리 리포트에 따르면 SK하이닉스의 29~35년 D램 영업이익률(OPM) 가정을 60% → 32%로 낮췄음
- 삼성전자도 29~35년 같은 기간 DRAM OPM 전망을 60% → 39% 하향했음
치킨게임이 시작된다
Showing the 12 most recent of 245 posts we hold for @knowledge_to_wealth. 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.
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
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.
Appears in Telegram’s recommendations for other channels
The reverse of the list above, and a different kind of signal. This does not require this channel to have ever been asked about directly — each row below is a channel we DID ask Telegram about, whose Telegram-generated list happened to include this one. A channel can appear here with an empty list above it, because being named by someone else’s query is independent of having been queried itself.
천지일보 독자알림창 @cheonjiilbo · 19,694 Telegram ranks this channel #12 of 65 here — alongside 64 others — read 30 September 2026
HS아카데미 대표 이효석 @HS_academy · 36,220 Telegram ranks this channel #14 of 90 here — alongside 89 others — read 8 September 2026
재야의 고수들 @gaoshoukorea · 41,200 Telegram ranks this channel #15 of 90 here — alongside 89 others — read 2 September 2026
습관이 부자를 만든다. 🧘 @habit4117 · 28,313 Telegram ranks this channel #16 of 87 here — alongside 86 others — read 10 September 2026
유진투자증권 코스닥벤처팀 @SmallCap · 22,994 Telegram ranks this channel #17 of 96 here — alongside 95 others — read 19 September 2026
YM리서치 @ym_research · 39,821 Telegram ranks this channel #19 of 89 here — alongside 88 others — read 2 September 2026
하나 중국/신흥국 전략 김경환 @HANAchina · 35,273 Telegram ranks this channel #22 of 92 here — alongside 91 others — read 2 September 2026
그로쓰리서치(Growth Research) [독립리서치] @growthresearch · 40,090 Telegram ranks this channel #22 of 90 here — alongside 89 others — read 2 September 2026
AWAKE - 실시간 주식 공시 정리채널 @darthacking · 65,571 Telegram ranks this channel #22 of 91 here — alongside 90 others — read 2 September 2026
기술적 분석으로 보는 주식시장 (by 소라게아빠) @hermitcrab41_1 · 21,453 Telegram ranks this channel #26 of 81 here — alongside 80 others — read 28 September 2026
제약/바이오/미용 원리버 Oneriver @pharmbiohana · 29,789 Telegram ranks this channel #26 of 89 here — alongside 88 others — read 7 September 2026
회색인간의 매크로 + 투자 @mistergray_11 · 19,792 Telegram ranks this channel #27 of 78 here — alongside 77 others — read 1 October 2026
스탁이지 - AI 투자 어시스턴트 @maddingStock · 20,884 Telegram ranks this channel #27 of 87 here — alongside 86 others — read 27 September 2026
루팡 @bornlupin · 49,242 Telegram ranks this channel #28 of 91 here — alongside 90 others — read 2 September 2026
가치투자클럽 @corevalue · 67,126 Telegram ranks this channel #30 of 93 here — alongside 92 others — read 2 September 2026
Rafiki research @rafikiresearch · 20,654 Telegram ranks this channel #35 of 88 here — alongside 87 others — read 26 September 2026
Yeouido Lab_여의도 톺아보기 @Yeouido_Lab · 43,456 Telegram ranks this channel #36 of 90 here — alongside 89 others — read 2 September 2026
키움증권 미국주식 톡톡 @kwusa · 36,213 Telegram ranks this channel #45 of 92 here — alongside 91 others — read 2 September 2026
시장 이야기 by 제이슨 @bumgore · 35,370 Telegram ranks this channel #47 of 89 here — alongside 88 others — read 2 September 2026
여의도스토리 Ver2.0-习近平是个狗东西 @YeouidoStory2 · 57,966 Telegram ranks this channel #48 of 92 here — alongside 91 others — read 2 September 2026
타점 읽어주는 여자(타자) @tazastock · 40,945 Telegram ranks this channel #50 of 89 here — alongside 88 others — read 2 September 2026
선진짱 주식공부방 @sunstudy1111 · 55,188 Telegram ranks this channel #51 of 89 here — alongside 88 others — read 2 September 2026
실시간 주식 뉴스 @realtime_stock_news · 36,958 Telegram ranks this channel #67 of 93 here — alongside 92 others — read 2 September 2026
This channel appears in 24 seed channels' Telegram-generated recommendation lists in total, of which the 23 where it ranks highest are shown above. Each is Telegram’s list for THAT channel, not this one — see how this is measured.
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 10 November 2026 — this
entry's latest reading, not the date you are reading this.
“지식 책꽂이 (이대호 기자)” (@knowledge_to_wealth), 14,423 subscribers as measured 10 November 2026. Telegram Register, tgregister.com/channel/knowledge_to_wealth.
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.
