What is Hackers' Pub?

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.

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ใ—ใ‚…ใ„ใ‚ใ•ใ‚“ใฎๆฌฒใ—ใ„ใ‚‚ใฎใƒชใ‚นใƒˆใฏโ€‹:koukyuu:โ€‹ๆฉŸๆใฐใ‹ใ‚Šใงใ•ใ™ใŒใซ็งใฎ่ฒกๅŠ›ใ˜ใ‚ƒ่ดˆใ‚Œใชใ„โ€ฆโ€ฆโ€‹:blobcat_aomuke:โ€‹

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ใ†ใ‚ใ€ไป•ไบ‹ใซ้…ๅˆปใ™ใ‚‹้€šใ‚Š่ถŠใ—ใฆไป•ไบ‹ใ‚’2ๆ—ฅ้–“ใ™ใฃใฝใ‹ใ—ใกใ‚ƒใฃใŸใ‹ใ‚‰ใฉใ†่จ€ใ„่จณใ™ใ‚Œใฐ่‰ฏใ„ใ‹่€ƒใˆใชใŒใ‚‰่ทๅ ดใซ้›ป่ฉฑใ™ใ‚‹ๅคข่ฆ‹ใŸใ€ๆœ€ๆ‚ช

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pxd story :: ๊ณต์ˆ˜์‚ฐ์ • ์Šคํ„ฐ๋””์—์„œ ์–ป์€ ์ธ์‚ฌ์ดํŠธ

๊ณต์ˆ˜์‚ฐ์ • ์‹œ IA์™€ ๋””์ž์ธ ์‹œ์•ˆ์ด ์—†์„ ๋•Œ ์–ด๋–ป๊ฒŒ ํ•ด์•ผ ํ•˜๋‚˜์š” ? ๋“ค์–ด๊ฐ€๋ฉฐ์ตœ๊ทผ ๊ทธ๋ฃน ๋‚ด ๊ณต์ˆ˜์‚ฐ์ • ์Šคํ„ฐ๋””์— ์ฐธ์—ฌํ•˜๋ฉด์„œ, ๊ณต์ˆ˜ ์‚ฐ์ •์— ๋Œ€ํ•œ ๋‹ค์–‘ํ•œ ๊ด€์ ๊ณผ ์‹ค์ œ ์ ์šฉ ๋ฐฉ์‹์„ ์ •๋ฆฌํ•  ๊ธฐํšŒ๊ฐ€ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.ํŠนํžˆ โ€œ์ž๋ฃŒ๊ฐ€ ์ถฉ๋ถ„ํ•˜์ง€ ์•Š์€ ์ƒํ™ฉ์—์„œ๋„ ์–ด๋–ป๊ฒŒ ์ดํ•ดํ•  ์ˆ˜ ์žˆ๋Š” ๊ณต์ˆ˜๋ฅผ ์‚ฐ์ •ํ•  ์ˆ˜ ์žˆ์„๊นŒโ€์— ๋Œ€ํ•ด ๋งŽ์€ ์ธ์‚ฌ์ดํŠธ๋ฅผ ์–ป์–ด ํšŒ๊ณ  ํ˜•ํƒœ๋กœ ์ •๋ฆฌํ•ด๋ณด์•˜์Šต๋‹ˆ๋‹ค. IA๊ฐ€ ์—†์„ ๋•Œ๋Š” โ€˜์œ ํ˜• ํŒจํ„ดโ€™์œผ๋กœ ํŽ˜์ด์ง€ ๋ณผ๋ฅจ ์˜ˆ์ธกํ•˜๊ธฐ๊ณต์ˆ˜ ์‚ฐ์ • ๋‹จ๊ณ„์—์„œ๋Š” IA๊ฐ€ ์ค€๋น„๋˜์ง€ ์•Š๋Š” ๊ฒƒ์ด ๋Œ€๋ถ€๋ถ„์ž…๋‹ˆ๋‹ค. ๋”ฐ๋ผ์„œ ์‚ฌ์ดํŠธ ์œ ํ˜•๋ณ„๋กœ ๋ฐ˜๋ณต๋˜๋Š” ํŒจํ„ด์„ ํŒŒ์•…ํ•˜์—ฌ ํŽ˜์ด์ง€ ์ˆ˜๋ฅผ ์ถ”์ •ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.์„œ๋น„์Šคํ˜• ์›น์‚ฌ์ดํŠธ (SaaSยทํ”Œ๋žซํผ ๋“ฑ)๋ฉ”์ธ 1p + 2Depth ๋ฉ”๋‰ด ์•ฝ 5 ~ 8๊ฐœ +ฮฑ(ํ•˜์œ„ ๋ฉ”๋‰ด ๋ฐ ํŒŒ์ƒ ํŽ˜์ด์ง€)pํ”„๋กœ๋ชจ์…˜/์บ ํŽ˜์ธ ํŽ˜์ด์ง€๋ฉ”์ธ 1p + ์ฐธ์—ฌ/๊ฒฐ๊ณผ/์ด๋ฒคํŠธ ..

story.pxd.co.kr ยท pxd story

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When Trump criticized a ruling from a so-called โ€œObama judgeโ€ in 2018,
Chief Justice John G. Roberts Jr. responded that โ€œwe do not have Obama judges or Trump judges, Bush judges or Clinton judges.โ€

But the data suggests that in the 13 appellate courts, there is increasingly such a thing as a Trump judge.

The presidentโ€™s appointees voted to allow his policies to take effect 133 times and voted against them only 12 times.

Ninety-two percent of their total votes were in favor of the administration.

That figure far outstrips support for Trumpโ€™s agenda from appeals court judges appointed by other Republican presidents,
and from Trumpโ€™s appointees to the district courts.
nytimes.com/2026/01/11/us/poli

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์ƒคํ”„๊ฐ€ ์ผ๋ณธ์–ด๋กœ ๋ญ”์ง€ ์•„์‹ญ๋‹ˆ๊นŒ? ์ƒคํ”„ํŽœ์Šฌ์ž…๋‹ˆ๋‹ค.
๋ณผํŽœ์€ ์ผ๋ณธ์–ด๋กœ ๋ญ”์ง€ ์•„์‹ญ๋‹ˆ๊นŒ? ๋ณผํŽœ์ž…๋‹ˆ๋‹ค.
์—ฐํ•„์€ ์ผ๋ณธ์–ด๋กœ ๋ญ”์ง€ ์•„์‹ญ๋‹ˆ๊นŒ? ์—”ํ”ผ์ธ 
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AIใฎใ›ใ„ใงAIใฎๅญฆ็ฟ’ใƒ‡ใƒผใ‚ฟใŒใชใใชใฃใฆใใฆใ„ใ‚‹โ•‘ใใ—ใ ใฎHatena
https://nowokay.hatenablog.com/entry/2026/01/10/174213

AIใฎใ›ใ„ใงAIใฎๅญฆ็ฟ’ใƒ‡ใƒผใ‚ฟใŒใชใใชใฃใฆใใฆใ„ใ‚‹ - ใใ—ใ ใฎHatena

AIใฎใ›ใ„ใงAIใฎๅญฆ็ฟ’ใƒ‡ใƒผใ‚ฟใŒใชใใชใฃใฆใใฆใ„ใ‚‹ - ใใ—ใ ใฎHatena

AIใฏWikipediaใ‚„ใƒ–ใƒญใ‚ฐใ‚„StackOverflowใ‚„OSSใฎใ‚ณใƒผใƒ‰ใงๅญฆ็ฟ’ใ—ใฆใพใ™ใญใ€‚ ใงใ‚‚ใใ†ใ„ใฃใŸๅญฆ็ฟ’ๆๆ–™ใŒใ€AIใฎใ›ใ„ใงๆ–ฐใ—ใๆ›ธใ‹ใ‚Œใชใใชใฃใฆใใฆใพใ™ใ€‚ WikipediaใŒๆ›ธใ‹ใ‚Œใชใ„ ใ‘ใฉใพใšใ€AIใŒใ„ใ‚ใ„ใ‚่ฉณใ—ใ่งฃ่ชฌใ—ใฆใใ‚Œใ‚‹ใฎใงใ€Wikipediaใ‚’่ฆ‹ใชใใชใ‚Šใพใ—ใŸใ€‚Googleๆคœ็ดขใงWikipediaใ‚’ๅ‡บใ—ใฆใใ‚Œใ‚‹ใฎใงWikipediaใฎใ‚ตใ‚คใƒˆใซ่กŒใ‹ใชใใชใฃใŸใจใ„ใ†ใฎใฏใ‚ใ‚Šใพใ™ใŒใ€AIใงใฏไบ‹ๅ‰ๅญฆ็ฟ’ใฎ็Ÿฅ่ญ˜ใ ใ‘ใงๆ›ธใ‹ใ‚ŒใŸใ‚‚ใฎใฏๆƒ…ๅ ฑใฎๅ‡บๆ‰€ใŒใ‚ใ‹ใ‚‰ใšใ€Wikipediaใ‚’ๆ„่ญ˜ใ—ใชใใชใ‚Šใพใ™ใ€‚ ใพใŸใ€ไปŠใพใงใ ใจไฝ•ใ‹ใซใคใ„ใฆ็Ÿฅใ‚ŠใŸใใฆใŒใ‚“ใฐใฃใฆ่ชฟในใŸใ‚‰ใ€ใใ‚Œใ‚’ใฉใ“ใ‹ใซใพใจใ‚ใฆใŠใใŸใโ€ฆ

nowokay.hatenablog.com ยท ใใ—ใ ใฎHatena

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โ–ซ๏ธTimeline
๋“œ๋ผ๋งˆ '์„ธ์ž‘' ๋Œ€๋ฐ• ์†Œ์‹์— ์ „๊ตญ ํŒฌ๋“ค ์—ด๊ด‘.
์ฃผ์—ฐ ๋ฐฐ์šฐ ์บ๋ฆญํ„ฐ ๋ชฐ์ž…๋„์™€ OST ํ™”์ œ์„ฑ์œผ๋กœ ์‹œ์ฒญ๋ฅ  1์œ„ ๊ธฐ๋ก.
๋ฐฉ์˜ ์ค‘์ธ ๋ช…์žฅ๋ฉด ๋ฆฌ์•ก์…˜๊ณผ ๊ฐ๋™ ํ›„๊ธฐ ํƒ€์ž„๋ผ์ธ ๊ฐ€๋“.

โ–ซ๏ธHot Topic
- ์„ธ์ž‘ ๋“œ๋ผ๋งˆ ์Šคํ‹ธ์ปท ์ธ์ฆ: ๊ฐ์ •์„  ์—ฐ๊ธฐ ํ™”์ œ, ํŒฌ๋“ค ๊ฐ๋™ ํฌํ†  ๋Œ€๋Ÿ‰ ์—…๋กœ๋“œ
- ์‹ ์ธ๋ฐฐ์šฐ ์„ฑ์žฅ ์Šคํ† ๋ฆฌ: ์—ฐ๊ธฐ๋ ฅ ๊ธ‰์„ฑ์žฅ ํ˜ธํ‰ ์„ธ๋ก€
- ์ž‘๊ฐ€&์—ฐ์ถœ ์ธํ„ฐ๋ทฐ: ์ˆจ์€ ๋น„ํ•˜์ธ๋“œ ์Šคํ† ๋ฆฌ ๊ณต๊ฐœ
- ํ•ด์™ธ ํŒฌ๋“ค ํ•œ๊ตญ ๋“œ๋ผ๋งˆ ๋ฆฌ๋ทฐ ๋Ÿฌ๋ธŒ์ฝœ
- ์˜ˆ๋Šฅ ์ถœ์—ฐ ์˜ˆ๊ณ ํŽธ ๊ด€์‹ฌ ์ง‘์ค‘

โ–ซ๏ธ๊ทธ ์™ธ Post
์ฒญ์ถ˜๋“ค์˜ ๋”ฐ๋œปํ•œ ์ผ์ƒ ๊ณต์œ  ํŠธ๋ Œ๋“œ.
์ƒˆํ•ด ๋‹ค์ง๊ณผ ํž๋ง ์ฝ˜ํ…์ธ  ์ธ๊ธฐ.

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"์ง€๋‚œ 3๋…„๊ฐ„ ์˜๊ตญ ๋‚ด 382๊ฐœ ๊ณต๊ณต๊ธฐ๊ด€์—์„œ ํŠธ๋žœ์Šค์  ๋” ์—ฌ์„ฑ์ด ํ™”์žฅ์‹ค, ๋ณ‘๋™, ๋ณดํ˜ธ์†Œ ๋“ฑ์˜ ์‹œ์„ค์„ ์ด์šฉํ•˜๋Š” ๊ฒƒ๊ณผ ๊ด€๋ จํ•˜์—ฌ ๊ณต์‹์ ์œผ๋กœ ์ ‘์ˆ˜๋œ ๋ถˆ๋งŒ์€ ๋‹จ 4๊ฑด์— ๋ถˆ๊ณผํ–ˆ์Šต๋‹ˆ๋‹ค."

RE: https://bsky.app/profile/did:plc:2nsrap435xzcgzjh443bngcw/post/3mc2xkxxk2s2h

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ๅค–้ชจๆ ผใ‚นใƒผใƒ„ใ€Œใƒใ‚คใƒ‘ใƒผใ‚ทใ‚งใƒซใ€ใ€110ๅ„„ๅ††่ชฟ้”ใ€€AIใจไฝŽไพกๆ ผใงๆŒ‘ใ‚€โ€œๆ—ฅๅธธไฝฟใ„โ€ใฎๅฃ

ๅค–้ชจๆ ผๅž‹ใƒ‘ใƒฏใƒผใƒ‰ใ‚ทใƒผใƒ„ใ‚’้–‹็™บใ™ใ‚‹ใ‚นใ‚ฟใƒผใƒˆใ‚ขใƒƒใƒ—ไผๆฅญใ€Œๆฅตๆฎป็ง‘ๆŠ€๏ผˆHypershell๏ผ‰ใ€๏ผˆไปฅไธ‹ใ€ใƒใ‚คใƒ‘ใƒผใ‚ทใ‚งใƒซ๏ผ‰ใŒใ€[โ€ฆ]

Read more โ†’
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"ํ ํฅ ๊ฒฐ์ฝ” ์ด๊ฑธ๋กœ ๋ด์ค€๋‹ค๋Š” ์ด์•ผ๊ธฐ๋Š” ์•„๋‹ˆ๋‹ˆ๊นŒ" (?)

๊น€์—ฌ์ • "๋„๋ฐœ์˜๋„ ์—†๋‹ค๋Š” ้Ÿ“๊ตญ๋ฐฉ๋ถ€ ์ž…์žฅ์€ ํ˜„๋ช…โ€ฆ๋„๋ฐœ๋• ...

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"์ง€๋‚œ 3๋…„๊ฐ„ ์˜๊ตญ ๋‚ด 382๊ฐœ ๊ณต๊ณต๊ธฐ๊ด€์—์„œ ํŠธ๋žœ์Šค์  ๋” ์—ฌ์„ฑ์ด ํ™”์žฅ์‹ค, ๋ณ‘๋™, ๋ณดํ˜ธ์†Œ ๋“ฑ์˜ ์‹œ์„ค์„ ์ด์šฉํ•˜๋Š” ๊ฒƒ๊ณผ ๊ด€๋ จํ•˜์—ฌ ๊ณต์‹์ ์œผ๋กœ ์ ‘์ˆ˜๋œ ๋ถˆ๋งŒ์€ ๋‹จ 4๊ฑด์— ๋ถˆ๊ณผํ–ˆ์Šต๋‹ˆ๋‹ค."

RE: https://bsky.app/profile/did:plc:2nsrap435xzcgzjh443bngcw/post/3mc2xkxxk2s2h

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๊ต์ˆ˜๋“ค์ด ํ•ญ์ƒ ์ฆ๋ช…๋ฒ• ์—ฌ๋Ÿฌ๊ฐœ ์–ป์–ด๋„, ๊ณผ์ œ์—์„  ํ•˜๋‚˜๋งŒ ์ œ์ถœํ•˜๋ผ๋˜๋ฐ ๊ฐ์ ๋ฐ›์„์ˆ˜๋„ ์žˆ์œผ๋‹ˆ๊นŒ...
๊ทผ๋ฐ ๋‚œ ์ง€๊ธˆ๊นŒ์ง€ ํ•ญ์ƒ ๊ณ ์ง‘์œผ๋กœ ๋‹ค ์ œ์ถœํ–ˆ๋‹จ๋ง์ด์ฃ .
GPA 99๋‹ˆ๊นŒ ๊ดœ์ฐฎ์€๊ฑฐ ์•„๋‹˜?

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"I didnโ€™t feel safe inside my home or outside of it. So I left reality. Just like that. I dissociated into a place I called the House of Stone: a building in a magical forest full of peaceful creatures, and kind, talking trees, and even volcanoes that spit fire at anyone who wanted to hurt me. This place was my salvation.

I didnโ€™t know that, as this was going on, I was also losing touch with reality. I didnโ€™t want to live in a reality of abuse, war, violence, and despair."


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OCEAN by David Attenborough and Colin Butfield. This book is full of amazing information about the ocean, but also about the ways ocean environments have been affected by environmental change. However, the book also consistently demonstrates how ocean environments have an amazing ability to recover if we simply let them. I find it a highly motivational hope-inspiring read.

via there-is-a-way-forward



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Metamorphosis A Natural and Human History by Oren Harman, 2025

A search for the meaning of one of nature's greatest riddles: why do so many creatures transform?

โ€œHow many creatures walking on this earth / Have their first being in another form?โ€ the Roman poet Ovid asked two thousand years ago. He could not have known the full extent of the truth: today, biologists estimate a stunning three-quarters of all animal species on Earth undergo some form of .


But why do tadpoles transform into frogs, caterpillars into butterflies, elvers into eels, immortal jellyfish from sea sprigs to medusae and back again, growing younger and younger in frigid ocean depths? Why must creatures go through massive destruction and remodeling to become who they are? Tracing a path from Aristotle to Darwin to cutting-edge science today, Harman explores that central mystery.
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China, Russia, Iran start 'BRICS Plus' naval exercises in South African waters

China, Russia and Iran began a week of joint naval exercises in South Africa's waters on Saturday in what the host country described as a BRICS Plus operation to "ensure the safety of shipping and maritime economic activities".

reuters.com/world/china/china-





A Russian vessel arrives at the Simon's Town Naval base ahead of the BRICS Plus countries which include China, Russia and Iran for a joint naval exercises in South Africa's, in Cape Town, South Africa, January 9, 2026. REUTERS/Esa Alexander
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