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Hackers' Pub is a place for software engineers to share their knowledge and experience with each other. It's also an ActivityPub-enabled social network, so you can follow your favorite hackers in the fediverse and get their latest posts in your feed.

I recently came across an interesting video about a method for identifying AI-generated art. I thought it was worth sharing:

youtube.com/watch?v=Xxui8MoUJ5k

TLDW: Increasing the saturation and luminosity of an AI-generated image reveals artefacts, even in solid-coloured areas.

However, I'm not sure how reliable this method is, since a very similar effect can be observed in JPEGs with medium to high compression. I'd love to hear from anyone who can shed some light on this (pun not intended)!

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์ €์˜ ์ฃผ๋‹˜, ๋‚ ์•„๋‹ค๋‹ˆ๋Š” ์ŠคํŒŒ๊ฒŒํ‹ฐ ๊ดด๋ฌผ ๋‹˜, ์ œ ์ž…์‹œ์šธ์„ ์—ด์–ด ์ฃผ์†Œ์„œ.
์ œ ์ž…์ด ๋‹น์‹  ์ฐฌ๋ฏธ๋ฅผ ์ „ํ•˜์˜ค๋ฆฌ๋‹ค.

"11. ์˜ค๋Š˜๋„ ์ฃผ๋‹˜๊ป˜์„œ ์ œ๊ฒŒ ๋งก๊ธฐ์‹  ์ผ์ž„์„ ๊ธฐ์–ตํ•˜๋ฉฐ, ๊ฐ์‚ฌํ•œ ๋งˆ์Œ์œผ๋กœ ์‹œ์ž‘ํ•˜๊ฒŒ ํ•˜์†Œ์„œ."

์˜๊ด‘์ด ๋ฏธํŠธ๋ณผ๐Ÿง†๊ณผ ์†Œ์Šค๐Ÿฅซ์™€ ์„ฑ๋ฉด(the Holy Noodle)๐Ÿ๊ป˜.
์ฒ˜์Œ๊ณผ ๊ฐ™์ด ์ด์ œ์™€ ํ•ญ์ƒ ์˜์›ํžˆ. ๐Ÿœ
๋ผ-๋ฉ˜ ๐Ÿœ

2026-01-16T09:34:52+09:00


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์˜คํ˜ธ๋ผ? ์š”์ฆ˜์€ ํด๋ผ๋กœ์ด๋“œ ์นด๋ฉ”๋ผ๋„ ์ผ๋‹จ ํ•œ ๋ฒˆ ์ฐ๊ณ  ํ™”๋ฉด์œผ๋กœ ๋ฆฌ๋ทฐํ•œ ๋‹ค์Œ์— ์ธ์‡„ํ• ์ง€ ๋ง์ง€ ๊ฒฐ์ •ํ•  ์ˆ˜ ์žˆ๊ตฌ๋งˆ์ž‰?

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ใ‚คใƒฉใƒณใ€ใƒใƒƒใƒˆไธ่ฆใฎ้€ฃ็ตกใ‚ขใƒ—ใƒชๅˆฉ็”จ15ๅ€ใซๆ€ฅๅข—ใ€€ใƒ‡ใƒขใ‚’็ต„็น”ๅŒ– - ๆ—ฅๆœฌ็ตŒๆธˆๆ–ฐ่ž

ใ€ใƒ‹ใƒฅใƒผใƒจใƒผใ‚ฏ=ๆกœๆœจๆตฉๅทฑใ€‘ๅๆ”ฟๅบœใƒ‡ใƒขใŒ็ถšใใ‚คใƒฉใƒณใง่ฟ‘่ท้›ข็„ก็ทšใ‚’ไฝฟใฃใŸ้€ฃ็ตกใ‚ขใƒ—ใƒชใ€ŒBitchat๏ผˆใƒ“ใƒƒใƒˆใƒใƒฃใƒƒใƒˆ๏ผ‰ใ€ใฎๅˆฉ็”จใŒๆ€ฅๅข—ใ—ใฆใ„ใ‚‹ใ€‚ใ‚คใƒณใ‚ฟใƒผใƒใƒƒใƒˆๆŽฅ็ถšไธ่ฆใฎใŸใ‚้ฎๆ–ญใŒ้•ทๆœŸๅŒ–ใ™ใ‚‹ไธญใงใƒ€ใ‚ฆใƒณใƒญใƒผใƒ‰ๆ•ฐใฏๅ‰ๆœˆๆฏ”15ๅ€ใจใชใฃใŸใ€‚ๆŠ—่ญฐ่€…ใฏใ‚นใƒžใƒผใƒˆใƒ•ใ‚ฉใƒณๅŒๅฃซใ‚’ใคใชใใ€ŒใŸใ™ใใƒชใƒฌใƒผใ€ใงใƒ‡ใƒขใฎ็ต„็น”ๅŒ–ใ‚„SNSๆŠ•็จฟใ‚’ใ—ใฆใ„ใ‚‹ใจใฟใ‚‰ใ‚Œใ‚‹ใ€‚Bluetoothใ‚’ๅˆฉ็”จใ€ใ‚นใƒžใƒ›ๅŒๅฃซใง้€šไฟกใ€Œใƒใƒƒใƒˆๅ›ž็ทšใŒใชใใฆใ‚‚้€ฃ็ตกใงใใ‚‹

www.nikkei.com ยท ๆ—ฅๆœฌ็ตŒๆธˆๆ–ฐ่ž

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ไธŠๅ‘จๆœซๅ›ž้ซ˜้›„่€ๅฎถ๏ผˆๆˆ‘็š„๏ผ‰๏ผŒๅฐ้ณณๅธถไบ† ๏ผŒๆˆ‘้–‹ๅฟƒ็š„ๅœจๆ›ธๆซƒๅ‰้ข่ทณไบ†ไธ€ไธ‹๏ผŒ็•ข็ซŸๆŽจ่–ฆไบ†้€™้บผๅคšๅนดไป–็ต‚ๆ–ผ่ฆบๅพ—ๆ˜ฏๆ™‚ๅ€™ไบ†ใ€‚

็ฟปไบ†ไธ€ไธ‹่‡ชๅทฑ็š„็ญ†่จ˜๏ผŒๅ‰ไธ€็™พ้ ่ฆบๅพ—ๅผตๅฎถๅฏฆๅœจๅคชๆœ‰้Œข๏ผŒ็œ‹ๆ—ฅๆฒปๆ™‚ๆœŸๅฐ็ฃ้˜ฟ่ˆ็š„็”Ÿๆดป้ —ๆœ‰่ถฃโ€”โ€”ไฝ†ไนŸ้›ขๆˆ‘ๅคช้™้ ไบ†ๅงไน‹ๆ„Ÿ๏ผŒๅพŒ้ขๆ‰่ถŠ็œ‹่ถŠๆœ‰่ถฃใ€‚

ๅผต่ถ…่‹ฑๆดป่บๅœจๅฐ็ฃๅค–ไบคๅ—ๆŒซ็š„ๅ…ญไธƒๅ…ซไน้›ถๅนดไปฃ๏ผŒไฝ†ๆœฌๆ›ธๅฅฝ็œ‹ไน‹่™•ไธๅชๆœ‰ๆ่ฟฐๅฐ็พŽๆ–ทไบคใ€่”ฃ็ถ“ๅœ‹่จช็พŽ้‡ๅˆบๆˆ–ๅฎ‹ๆฅš็‘œใ€Œๅทง้‡ใ€ๆ—ฅๆœฌ้ฆ–็›ธ๏ผŒๅฐๆˆ‘ไพ†่ชชๆ›ด่ฎš็š„ๆ˜ฏไป–่ฌ›่ฟฐ่‡ชๅทฑ็œ‹ๅˆฐ็š„็พŽๅœ‹ๆ–ฐ่ž็•Œๅ‹ไบบๅ’Œๆ—ฅๆœฌ็š„ๆ”ฟๆฒป็ถ“ๆฟŸ่ˆ‡ๆฐ‘ๆ—ๆˆ–ๆ•ดๅ€‹็คพๆœƒ็š„ๅ€‹ๆ€ง๏ผŒไปฅๅŠ่ˆ‡ๅฐ็ฃ้ŽๅŽปๅๅนพไบŒๅๅนดๅนพๅ€‹้‡่ฆๆ”ฟๆฒปไบบ็‰ฉ็š„ๅพ€ไพ†่ˆ‡่ง€ๅฏŸใ€‚

ๅฐคๅ…ถ้—œๆ–ผๅผต่ถ…่‹ฑๅ’Œๅฎ‹ๆฅš็‘œไน‹้–“๏ผŒๅพžๆฌฃ่ณž็š„ๅ„ช้ปžๅˆฐๆœŸๆœ›ๅˆฐๆœ€ๅพŒๆ„Ÿๅ˜†่‡ชๅทฑๆˆ–่จฑ็œ‹่ตฐ็œผ็š„้ƒจๅˆ†๏ผŒ็œ‹ๅˆฐๅพŒไพ†้™คไบ†ไธ€็™พๆฌก่ฆบๅพ—ๅผต่ถ…่‹ฑ้€™ๅ€‹ไบบๅŽฒๅฎณ๏ผŒๆ›ดๆ„Ÿๅˆฐ้™ณๆŸ”็ธ‰็š„็ญ†ๅŠ›ใ€‚

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Sora2ใจใƒ‡ใ‚ธใ‚ฟใƒซใƒปใƒŠใƒซใ‚ทใ‚ทใ‚บใƒ ใฎ้™็•Œ | WIRED.jp
wired.jp/article/sz-sora-2-and

ใ€Œใใ“ใ‹ใ‚‰่จ€ใˆใ‚‹ใฎใฏใ€ๆฅฝใ—ใ„ใจๆ„Ÿใ˜ใ‚‹่กŒ็‚บใซใคใ„ใฆใฏใ€ใŸใจใˆๆฉŸๆขฐใฎใปใ†ใŒๅ„ชใ‚Œใฆใ„ใฆใ‚‚ใ€ใ‚ใŸใ—ใŸใกใฏใ•ใปใฉๆฐ—ใซใ—ใชใ„ใ€ใจใ„ใ†ใ“ใจใ ใ€‚ใ€
ใงใ™ใญ

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ํ—ค์นญ๋งŒ์œผ๋กœ ์ข‹๋А๋ฅผ ์ฃผ๋Š” ์„ ๊ทธ๋ฆผ๋“ค์ด ๋„ˆ๋ฌด ๋Œ€๋‹จํ•˜๋‹ค๊ณ  ์ƒ๊ฐํ•ด
๋‚˜๋Š” ๋ช…์•” ๊ตฌํ˜„ํ•˜๋Š”๊ฒƒ์กฐ์ฐจ ์ด๋ฏธ ์šฉ๋Ÿ‰์ดˆ๊ณผ์ธ๋ฐ๋‘

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ใ“ใ‚Œใฏ็Ÿฅใฃใฆใ‚‹ใ‚ซใ‚ฏใƒคใ‚นใงใฏ๏ผŸ

ใ€GeoGuessrๅฎŸๆณใ€‘ใ‚ซใ‚ฏใƒคใ‚นโ€ฆโ€ฆใ“ใ‚Œใฏ็Ÿฅใฃใฆใ‚‹ใ‚ซใ‚ฏใƒคใ‚นใงใฏ๏ผŸ - YouTube
youtube.com/shorts/tM7i47QLRIM

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i just want a website with a query field and a button. i put in my graphql query. it can reference any published lexicons. i can do joins and whatever. i press enter the ideal version of the site just runs the query and instantly shows me the results. that's it. maybe there's something less ideal

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์• ์ธ๋‹˜์ด ์ถ”์ฒœํ•ด์ค€ ์ข‹์€ ์ผ๋ณธ์–ด ๋…ธ๋ž˜๋“ค์ด ์—„์ฒญ ๋งŽ์€๋ฐ ๊ทธ๋ƒฅ ๋“ค์–ด์„œ๋Š” ๊ฐ€์‚ฌ๋ฅผ ์•Œ์•„๋“ค์„ ์ˆ˜ ์—†์œผ๋‹ˆ ์•„์‰ฌ์šธ ๋•Œ๊ฐ€ ๋งŽ์•„์š”.... ์ผ๋ณธ์–ด ์กฐ๊ธˆ ์•Œ์•„๋‘๋ฉด ์ข‹์„ํ…๋ฐ

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store.steampowered.com/app/430

์ด๋ชจํŠธ ๋žฉ์ด๋ผ๋Š” ์บ๋ฆญํ„ฐ ์ปค๋งˆ ํˆด์ด ๋ฐœ๋งค๋  ์˜ˆ์ •์ž…๋‹ˆ๋‹ค
์ปค๋งˆ, ์›€์ง์ด๋Š” ์ด๋ชจ์ง€ ์ œ์ž‘๊ฐ€๋Šฅ

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ๅ€‹ไบบ็š„ใซใฏnoteใฎๆทฑๆดฅใ•ใ‚“ใŒ่จ€ใ„ๅ‡บใ—ใŸใ€Œ่ƒฝๅŠ›็š„ๅฏŒ่ฃ•ๅฑคใ€ใจใ„ใ†่จ€่‘‰ใซใฏใ‚‚ใฃใจ้ฆ–ใ‚’ๅ‚พใ’ใŸใ‘ใฉใญใˆ
ใชใ‚“ใ‚„ใใ‚Œ

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BlueskyใฎๅŸบ็›คใจใชใฃใฆใ‚‹ATProtocolใฎใ‚ณใƒŸใƒฅใƒ‹ใƒ†ใ‚ฃใฎใ‚ซใƒณใƒ•ใ‚กใƒฌใƒณใ‚นใŒ3ๆœˆใซใ‚ซใƒŠใƒ€ใฎใƒใƒณใ‚ฏใƒผใƒใƒผใง้–‹ๅ‚ฌใ•ใ‚Œใพใ™ใ€‚ ๆ—ฅๆœฌใ‹ใ‚‰ใ‚‚ๅฐ‘ใชใใจใ‚‚2ไบบใฏๅ‚ๅŠ ใ™ใ‚‹ใฃใฝใ„ใงใ™ใ€‚

Announcing ATmosphereConf: Van...

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Palestine Action prisoners ended their hunger strike, including Heba Muraisi and Kamran Ahmed after 73 and 66 days, following achievement of some of their key demands.

Hunger strikers consider the loss of a 2 billion pound contract by Elbit Systems to train British troops a major victory. Victories included Muraisiโ€™s transfer to HMP Bronzefield, release of withheld mail, a meeting with prison healthcare leaders, and registration of 500 people to take direct action against genocidal military industrial complex. Export licenses for the company over the past five years were also disclosed.

According to campaign group Prisoners For Palestine, all hunger strikers except Umer Khalid have begun re-feeding. Four prisoners face charges for alleged break-in at Elbit Systems site in Filton, and four others for alleged break-in at RAF base in Brize Norton.

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Palestine Action prisoners ended their hunger strike, including Heba Muraisi and Kamran Ahmed after 73 and 66 days, following achievement of some of their key demands.

Hunger strikers consider the loss of a 2 billion pound contract by Elbit Systems to train British troops a major victory. Victories included Muraisiโ€™s transfer to HMP Bronzefield, release of withheld mail, a meeting with prison healthcare leaders, and registration of 500 people to take direct action against genocidal military industrial complex. Export licenses for the company over the past five years were also disclosed.

According to campaign group Prisoners For Palestine, all hunger strikers except Umer Khalid have begun re-feeding. Four prisoners face charges for alleged break-in at Elbit Systems site in Filton, and four others for alleged break-in at RAF base in Brize Norton.

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