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๐•๐• ๐•ฆ๐•‹๐•ฆ๐•“๐•–ใซใ€– Misskey.ioใฎๆญŒ ใ€—ใฎใ‚ทใƒงใƒผใƒˆๅ‹•็”ปใ‚’ๆŠ•็จฟใ—ใพใ—ใŸ๐Ÿ“บ
ๆ‘ไธŠใ•ใ‚“ๅคงๅฅฝใโ™ก

https://youtube.com/shorts/RBK8-Q-J4l8

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์•ˆํฌ์ • ์ „ ์ถฉ๋‚จ๋„์ง€์‚ฌ์˜ ์„ฑํญ๋ ฅ ์‚ฌ๊ฑด์˜ ํ”ผํ•ด์ž์ธ ๊น€์ง€์€์”จ๊ฐ€ '์˜ค์„ธํ˜„ ์•„์‚ฐ์‹œ์žฅ์ด ์ตœ๊ทผ ์„ฑํญ๋ ฅ 2์ฐจ ๊ฐ€ํ•ด์ž๋ฅผ ์ •์ฑ… ๋ณด์ขŒ๊ด€์œผ๋กœ ์ž„๋ช…ํ–ˆ๋‹ค'๊ณ  ์ „ํ•˜๋ฉฐ, ์ง์œ„ํ•ด์ œ๋ฅผ ์š”์ฒญํ–ˆ๋‹ค. ์ด์— ํ•ด๋‹น ์ •์ฑ… ๋ณด์ขŒ๊ด€์€ "์ œ ๊ณผ์˜ค์— ๋Œ€ํ•ด ์ผ์ฒด์˜ ๋ณ€๋ช…์„ ํ•  ์˜์‚ฌ๋Š” ์—†๋‹ค"๋ฉฐ ์‚ฌ์ง์„œ๋ฅผ ์ œ์ถœํ–ˆ๋‹ค๊ณ  ๋ฐํ˜”๋‹ค. n.news.naver.com/article/047/... ๊ฐ€ํ•ด์ž๊ฐ€ ์‚ฌ์ ์ œ์žฌ, ์ง์—… ์„ ํƒ์˜ ์ž์œ  ์นจํ•ด๋ผ๊ณ  ์ฃผ์žฅํ•˜๋ฉฐ ์†Œ์†กํ•  ๊ฒƒ์œผ๋กœ ๋ณด์ธ๋‹ค.

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์‚ฌ์ด๋ฒ„๊ตฌ๊ฑธ ํ•˜๊ณ ์žˆ์Šต๋‹ˆ๋‹ค ๊ทธ๋ฆผ์„ ๋ค์œผ๋กœ ๋“œ๋ฆฝ๋‹ˆ๋‹ค....

RE: https://bsky.app/profile/did:plc:mk3k3q4ahz2coieim7s44ceb/post/3maxnyujoj22b

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skebใ‚ขใƒ”ใƒผใƒซใงๆใ‹ใ›ใฆใ„ใŸใ ใ„ใŸใ‚คใƒฉใ‚นใƒˆใงใ™๏ผ็‘›ใ•ใพใฎใ‚ชใƒชใ‚ธใƒŠใƒซใ‚ญใƒฃใƒฉใ‚ฏใ‚ฟใƒผใงใ™ใ€‚ใจใฃใฆใ‚‚ๅฏๆ„›ใใฆๆ›ธใ‹ใ›ใฆใ„ใŸใ ใ‘ใฆใƒใƒƒใƒ”ใƒผใงใ—ใŸใ€‚็ฉใ‚„ใ‹ใชๆ—ฅใ€…ใŒๅ‡บใ›ใฆใŸใ‚‰ใ„ใ„ใช

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When ChatGPT was released 3 years ago I never anticipated how it could become a source of tensions with people in my life.

So to add to its many damages, it's a source of:

- environmental catastrophe
- economic bubble
- monumental job losses with bosses leaning into AI and laying off workers
- loss of critical thinking
- destruction of higher ED methods
- further isolation with people using AI characters as "romantic partners"
- dangerous medical advice (especially with reliance on it for mental health support)

(I'm probably forgetting other important things)

AND:

source of tensions inside homes and with friends when you have a person critical of AI (๐Ÿ™‹โ€โ™€๏ธโ€‹) attempting to reason with a person whose default setting is: "I'll ask ChatGPT". Pointing out flagrant mistakes by AI seems to make their heads explode and get angry at the messenger. Ouf.

Sorry for the downer but I'm sure this is a pretty common problem...

Anyway, this morning I was given hope by a toot from @jwildeboerJan Wildeboer ๐Ÿ˜ท:krulorange: and I should just keep focusing on that. And make sure my own child doesn't buy into the BS of AI... https://mastodon.social/@jwildeboer@social.wildeboer.net/115799050671506747

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๊ณ ์งˆ์ ์ธ ์ผ์† ๋ถ€์กฑ์— ์‹œ๋‹ฌ๋ฆฌ๋Š” ์ผ๋ณธ์—์„œ ์˜ฌํ•ด ๋…ธ๋™์‹œ์žฅ์— ์ฐธ์—ฌํ•˜๋Š” ์ธ๊ตฌ(๊ฒฝ์ œํ™œ๋™์ธ๊ตฌ)๊ฐ€ ์‚ฌ์ƒ ์ฒ˜์Œ ์—ฐํ‰๊ท  7์ฒœ๋งŒ๋ช…์„ ๋„˜์–ด์„ค ์ˆ˜ ์žˆ๋‹ค๋Š” ์ „๋ง์ด ๋‚˜์™”์Šต๋‹ˆ๋‹ค. ํ‚ค์›Œ๋“œ๋Š” ์—ฌ์„ฑ, ๊ณ ๋ น์ž, ์™ธ๊ตญ์ธ์ด์—ˆ์Šต๋‹ˆ๋‹ค.

์ผ๋ณธ โ€˜์ผํ•˜๋Š” ์‚ฌ๋žŒ 7์ฒœ๋งŒ๋ช… ์‹œ๋Œ€โ€™ ๋ˆˆ์•žโ€ฆ์—ฌ์„ฑยท๊ณ ๋ น์žยท...

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ใชใ‚“ใ‹ๅคงๅ›ฝ็”บ้ง…ใซๅœฐไธ‹้‰„ใฎๆญดๅฒใฟใŸใ„ใชๅฑ•็คบใ‚นใƒšใƒผใ‚นใŒใงใใฆใ‚‹ใ‚„ใ‚“
้›ป่ปŠใฎๆจกๅž‹ใ‚‚ใ‚ใ‚‹

ๅคง้˜ชใƒกใƒˆใƒญใ€€ๅคงๅ›ฝ็”บ้ง…ใ€€ๅœฐไธ‹้‰„ใฎๆญดๅฒใ€ๆจกๅž‹ๅฑ•็คบ
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Xใƒฆใƒผใ‚ถใƒผใฎๅพๅฐๆ•™ใ•ใ‚“ x.com/daegyoseo/status/2005489
โ€œใ€ๆ‹กๆ•ฃๅธŒๆœ›ใ€‘ ไธ€ๅคงไบ‹ใงใ™ใ€‚ๅนณ็ด ใ€ๆœ‰็›Šใช่จ˜ไบ‹ใจๆƒ…ๅ ฑใ‚’้›†ๆ•ฃใ•ใ›ใ‚‹ใ€Œ่จ€่ซ–ใฎใƒใƒ–ใ€ๆฉŸ่ƒฝใ‚’ๆžœใŸใ—ใฆใ„ใŸใ€Œๅ…ฑๅŒ้€šไฟกใƒ˜ใ‚คใƒˆๅ•้กŒๅ–ๆ็ญใ€ใฎใ‚ขใ‚ซใ‚ฆใƒณใƒˆ@kyodonohateใŒใ€ๆ˜จๆ—ฅใ‹ใ‚‰ๅ‡็ตใ•ใ‚Œใฆใ„ใพใ™ใ€‚X็คพใซๆ—ฉๆœŸใฎๅ‡็ต่งฃ้™คใ‚’ๆฑ‚ใ‚ใพใ™ใ€‚X็คพใฎๅˆฉ็›Šใซใ‚‚ใใใ‚ใชใ„่กŒ็‚บใงใ™ใ€‚
โ€

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TIL, an open source internet search engine called MarginaliaSearch exists. It mainly for text-oriented websites, specifically indexing the 'small, old, and weird' web. You can even run it on your own server if you have 32GiB of RAM and plenty of fast SSD space for the index. This is perfect for those seeking an alt search engine, but more importantly, it teaches you how to build a search system and manage its dataset. Itโ€™s a fantastic CS learning experience to satisfy your itch.

A screenshot of Marginalia Search engine showing result for "Python for loop" search query.
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ใ€Œ้ข็™ฝใ„ใ‹ใฉใ†ใ‹ใฏใ€ใƒ†ใƒฌใƒ“ใ‹ใ‚‰ๅฎขๅธญใฎ็ฌ‘ใ„ๅฃฐใŒ่žใ“ใˆใฆใใ‚‹ใ‹ใฉใ†ใ‹ใงๆฑบใ‚ใ‚‹ใ€ไบบใŒใŸใใ•ใ‚“ใ„ใ‚‹ใ‹ใ‚‰ใƒ†ใƒฌใƒ“ใฏ็ฌ‘ใ„ๅฃฐใ‚’ใ‚ใ–ใ‚ใ–ๆตใ—ใฆใ„ใ‚‹ใ‚ใ‘ใงใ€ใ€Œๆ‚ฒๆƒจใ‹ใฉใ†ใ‹ใฏใƒ†ใƒฌใƒ“๏ผˆใ‚ใ‚‹ใ„ใฏใ‚คใƒณใƒ•ใƒซใ‚จใƒณใ‚ตใƒผ๏ผ‰ใŒใใ†่จ€ใฃใฆใ„ใ‚‹ใ‹ใฉใ†ใ‹ใงๆฑบใ‚ใ‚‹ใ€ใจ่€ƒใˆใฆใ‚‚ใŠใ‹ใ—ใใ‚ใ‚Šใพใ›ใ‚“ใ€‚

ใƒ†ใƒฌใƒ“ใŒใ€Œใฟใชใ•ใ‚“๏ผใ“ใ‚Œใฏ้ข็™ฝใ„ใงใ™๏ผใ€ใจ่จ€ใˆใฐ้ข็™ฝใ„ใจๆ€ใ„ใ€ใ€Œใฟใชใ•ใ‚“๏ผใ“ใ„ใคใฏๆ•ตใงใ™๏ผใ€ใจ่จ€ใˆใฐๆ•ตใ ใจๆ€ใ†โ€ฆโ€ฆใ‚ชใƒผใ‚ฆใ‚งใƒซใฎไบŒๅˆ†้–“ๆ†Žๆ‚ชใฟใŸใ„ใงใ™ใ€‚

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ใ€Œ้ข็™ฝใ„ใ‹ใฉใ†ใ‹ใฏใ€ใƒ†ใƒฌใƒ“ใ‹ใ‚‰ๅฎขๅธญใฎ็ฌ‘ใ„ๅฃฐใŒ่žใ“ใˆใฆใใ‚‹ใ‹ใฉใ†ใ‹ใงๆฑบใ‚ใ‚‹ใ€ไบบใŒใŸใใ•ใ‚“ใ„ใ‚‹ใ‹ใ‚‰ใƒ†ใƒฌใƒ“ใฏ็ฌ‘ใ„ๅฃฐใ‚’ใ‚ใ–ใ‚ใ–ๆตใ—ใฆใ„ใ‚‹ใ‚ใ‘ใงใ€ใ€Œๆ‚ฒๆƒจใ‹ใฉใ†ใ‹ใฏใƒ†ใƒฌใƒ“๏ผˆใ‚ใ‚‹ใ„ใฏใ‚คใƒณใƒ•ใƒซใ‚จใƒณใ‚ตใƒผ๏ผ‰ใŒใใ†่จ€ใฃใฆใ„ใ‚‹ใ‹ใฉใ†ใ‹ใงๆฑบใ‚ใ‚‹ใ€ใจ่€ƒใˆใฆใ‚‚ใŠใ‹ใ—ใใ‚ใ‚Šใพใ›ใ‚“ใ€‚

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ใ‚ฆใ‚ฉใƒณใ‚‚ไธญๅ›ฝใ‚ฒใƒผใƒ ใ‚ปใƒณใ‚ฟใƒผใฎใ‚ณใ‚คใƒณใ‚‚ใ€ใ“ใ‚Œใ‚’ไฝฟใˆใ‚‹ใฎใฏ้Ÿ“ๅ›ฝไบบ/ไธญๅ›ฝไบบ๏ผใฟใŸใ„ใฎๅทฎๅˆฅใƒ„ใ‚คใƒผใƒˆใŒ็ตๆง‹่ฆ‹ใŸใ‘ใฉใ€ๆญฃ็›ดไฝฟใˆใ‚‹ๅฅดใฏๅ›ฝๅˆฅ้–ขไฟ‚ใชใ—ๆ‚ชใ„ๅฅดใจๆ€ใ†
ใ‚ใ–ใ‚ใ–ๆ—…่ฒปใงๆ—ฅๆœฌใซๆฅใฆใ‚ณใƒŸใ‚ฑใ‚’ๅ‚ๅŠ ใ™ใ‚‹ใ‚ชใ‚ฟใ‚ฏใฏๆœฌใ‚’่ฒทใ†ใฎ้‡‘ใ‚’ใ‚ฑใƒใ™ใ‚‹ใ‚ใ‘ใญใˆใ‚ˆ
(ใ‚‚ใกใ‚ใ‚“ไธญใซใ“ใ†ใ„ใ†่กŒ็‚บใ™ใ‚‹ๅฅดใŒใ„ใ‚‹ใ‹ใ‚‚ใ—ใ‚Œใชใ„ใฎใง100%ใงใฏใชใ„ใญ)

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โ€‹:konnbannha:โ€‹โ€‹:blobhi:โ€‹
ใ‚ใŸใ‚‰ใ—ใ„ๆœฌใŒใงใใ€ไน…ใ—ใถใ‚ŠใซใŠๅบ—ใ‚’้–‹ใ‘ใŸใฎใงใŠ็Ÿฅใ‚‰ใ›ใงใ™
https://shirono-e.booth.pm/
ใŠๆš‡ใชๆ™‚ใซใงใ‚‚่ฆ—ใ„ใฆใ‚„ใฃใฆใใ ใ•ใ„ใชโ€‹:ablobcatpnd_ojigi:โ€‹
BOOTH้–‹ๅบ—ใฎใŠ็Ÿฅใ‚‰ใ›
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่‰ฒใ€…ๅซŒใซใชใฃใกใ‚ƒใฃใฆๅžขๅค‰ใˆใŸใ‚Šใ—ใŸใ‘ใฉใ€ใพใŸ็งใ‚’่ฆ‹ไป˜ใ‘ใฆใƒ•ใ‚ฉใƒญใƒผใ—ใฆใใ‚Œใฆใ‚ใ‚ŠใŒใจใ†โ€‹:meowpensivepray:โ€‹โ€‹:sparkles_rainbow:โ€‹

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ๆƒณ็•ถๅนดๅœจ็ด็ด„ๆญๅœฐ้ต่ฒท้Žๅฏฆ้ซ”็š„Metro็ฃๅก๏ผŒ็ด็ด„ๅœฐ้ต็พๅœจ็ต‚ๆ–ผ่ฆ้–‹ๅง‹ๆŽก็”จๆ„Ÿๆ‡‰ๆ”ฏไป˜้€ฒ็ซ™ไบ†๏ผŒ็ต‚ๆ–ผๅ•Š.....

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๋ญ”๊ฐ€ ์Šคํ”ผํ‚ค๋•์ธ์ง€ ์ด์˜ค ๋ฆญํŠธ์ปฌ ์ฑ„๋„์ด ํ™œ์„ฑํ™”๋˜์–ด์„œ ๊ฐ€๋ณ๊ฒŒ ์ธ์‚ฌ๋ฅผ ํ–ˆ๋Š”๋ฐ

'๋ฏธ๋ž˜์—์„œ ์‚ด๊ณ ์žˆ๋‹ค' ๋ฆฌ์•ก์…˜์ด ์ž”๋œฉ ๋‹ฌ๋ ค์„œ ์กธ์ง€์— ๋ฏธ๋ž˜์ธ์ด ๋˜์—ˆ๋‹คใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹ใ…‹

์•ˆ๋…•ํ•˜์„ธ์š” ๋ฏธ๋ž˜์—์„œ์˜จ ๊ต์ฃผ์ž…๋‹ˆ๋‹ค ์กฐ์™€์š” ์กฐ์™€์š”

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ใ€Œ้ข็™ฝใ„ใ‹ใฉใ†ใ‹ใฏใ€ใƒ†ใƒฌใƒ“ใ‹ใ‚‰ๅฎขๅธญใฎ็ฌ‘ใ„ๅฃฐใŒ่žใ“ใˆใฆใใ‚‹ใ‹ใฉใ†ใ‹ใงๆฑบใ‚ใ‚‹ใ€ไบบใŒใŸใใ•ใ‚“ใ„ใ‚‹ใ‹ใ‚‰ใƒ†ใƒฌใƒ“ใฏ็ฌ‘ใ„ๅฃฐใ‚’ใ‚ใ–ใ‚ใ–ๆตใ—ใฆใ„ใ‚‹ใ‚ใ‘ใงใ€ใ€Œๆ‚ฒๆƒจใ‹ใฉใ†ใ‹ใฏใƒ†ใƒฌใƒ“๏ผˆใ‚ใ‚‹ใ„ใฏใ‚คใƒณใƒ•ใƒซใ‚จใƒณใ‚ตใƒผ๏ผ‰ใŒใใ†่จ€ใฃใฆใ„ใ‚‹ใ‹ใฉใ†ใ‹ใงๆฑบใ‚ใ‚‹ใ€ใจ่€ƒใˆใฆใ‚‚ใŠใ‹ใ—ใใ‚ใ‚Šใพใ›ใ‚“ใ€‚

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KBS๋Š” ์ฟ ํŒก์ด ์ƒ๋‹ด์„ผํ„ฐ์— ๋‚ด๋ ค๋ณด๋‚ธ ๊ฐœ์ธ์ •๋ณด ์œ ์ถœ ๊ด€๋ จ ๊ตฌ๋งค ์ด์šฉ๊ถŒ ์‘๋Œ€ ๊ฐ€์ด๋“œ๋ฅผ ํ™•๋ณดํ–ˆ์Šต๋‹ˆ๋‹ค. ์•„๋ž˜์™€ ๊ฐ™์€ ๋‚ด์šฉ์ž…๋‹ˆ๋‹ค. news.kbs.co.kr/news/mobile/... ๋ณด์ƒ์ด๋‚˜ ํ”„๋กœ๋ชจ์…˜๊ณผ ๊ฐ™์€ ๋‹จ์–ด ์ ˆ๋Œ€ ์“ฐ์‹œ๋ฉด ์•ˆ ๋ฉ๋‹ˆ๋‹ค. "๊ตฌ๋งค ์ด์šฉ๊ถŒ" ์ง€๊ธ‰์ด๋ผ๊ณ ๋งŒ ์‚ฌ์šฉํ•˜์…”์•ผ ํ•ฉ๋‹ˆ๋‹ค.

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Vibe reasoning: Eliciting frontier AI mathematical capabilities (A case study on IMO 2025 Problem 6). ~ Jiaao Wu, Xian Zhang, Fan Yang, Yinpeng Dong. arxiv.org/abs/2512.19287v1

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Vibe Reasoning: Eliciting Frontier AI Mathematical Capabilities -- A Case Study on IMO 2025 Problem 6

We introduce Vibe Reasoning, a human-AI collaborative paradigm for solving complex mathematical problems. Our key insight is that frontier AI models already possess the knowledge required to solve challenging problems -- they simply do not know how, what, or when to apply it. Vibe Reasoning transforms AI's latent potential into manifested capability through generic meta-prompts, agentic grounding, and model orchestration. We demonstrate this paradigm through IMO 2025 Problem 6, a combinatorial optimization problem where autonomous AI systems publicly reported failures. Our solution combined GPT-5's exploratory capabilities with Gemini 3 Pro's proof strengths, leveraging agentic workflows with Python code execution and file-based memory, to derive both the correct answer (2112) and a rigorous mathematical proof. Through iterative refinement across multiple attempts, we discovered the necessity of agentic grounding and model orchestration, while human prompts evolved from problem-specific hints to generic, transferable meta-prompts. We analyze why capable AI fails autonomously, how each component addresses specific failure modes, and extract principles for effective vibe reasoning. Our findings suggest that lightweight human guidance can unlock frontier models' mathematical reasoning potential. This is ongoing work; we are developing automated frameworks and conducting broader evaluations to further validate Vibe Reasoning's generality and effectiveness.

arxiv.org ยท arXiv.org

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