skyfishb | ํ•˜๋Š˜์น˜B

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skyfishb | ํ•˜๋Š˜์น˜B

skyfishb | ํ•˜๋Š˜์น˜B

@skyfishb

๐Ÿ’ผ Healthcare AI CEO | ๐ŸŽจ AI Artist | ๐Ÿค– BitAngel Builder ๐Ÿ’Ž Old NFT Holic | โœจ Crypto Enthusiast ๐Ÿš€ Making Magic Happen

South Korea Bergabung Eylรผl 2009
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Silenceร‡aPrompt
Silenceร‡aPrompt@SilenceCaPromptยท
๐Ÿšจ FLASH INFO : Ils ont clonรฉ Claude Design et l'ont rendu gratuit. ร‡a s'appelle Open Design, c'est open source et รงa te permet de gรฉnรฉrer des UI/UX avec Claude, convertir des prompts en vrais designs et remplacer des outils coรปteux sans dรฉbourser un centime. C'est tout.
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้ธŸๅ“ฅ | ่“้ธŸไผš๐Ÿ•Š๏ธ
ๅ…„ๅผŸไปฌ๏ผŒGitHubไธŠๅ‘็Žฐไธ€ไธช่ขซไธฅ้‡ไฝŽไผฐ้‡ๅŒ–้กน็›ฎ QuantDinger๏ผŒไธ€ๅฅ—ๅผ€ๆบAI้‡ๅŒ–ไบคๆ˜“ๅนณๅฐ๏ผŒ่‡ช้ƒจ็ฝฒใ€ๆœฌๅœฐไผ˜ๅ…ˆ๏ผŒไปŽๅˆ†ๆžๅˆฐๅฎž็›˜ๅ…จ้“พ่ทฏๆ‰“้€š๏ผŒ่ฆ†็›–ๅŠ ๅฏ†ใ€็พŽ่‚กใ€ๅค–ๆฑ‡ใ€‚ ๅ‡ ไธช่ฎฉๆˆ‘็œผๅ‰ไธ€ไบฎ็š„็‚น๏ผš 1โƒฃ AIๅˆ†ๆžๆŽฅOpenRouter/OpenAI/Gemini/DeepSeek๏ผŒไธ€้”ฎ่ทจๅธ‚ๅœบ็ ”็ฉถ 2โƒฃ ็›ดๆŽฅ็”จPythonๅ†™็ญ–็•ฅ๏ผŒๆˆ–่€…่ฎฉAIๅธฎไฝ ็”Ÿๆˆไปฃ็  3โƒฃ ๅ›žๆต‹่ฎฐๅฝ•ๅฎŒๆ•ดไฟๅญ˜๏ผŒๅฏๅค็Žฐใ€ๅฏๅ›žๆ”พ 4โƒฃ ๅฎž็›˜ๅฏนๆŽฅๅคšๅฎถๅŠ ๅฏ†ไบคๆ˜“ๆ‰€๏ผŒ่‡ชๅŠจๅŠ่‡ชๅŠจ้ƒฝ่กŒ 5โƒฃ ่ฟ˜ๆ”ฏๆŒIBKR็พŽ่‚กใ€MT5ๅค–ๆฑ‡ใ€Polymarket้ข„ๆต‹ๅธ‚ๅœบ ๅบ•ๅฑ‚Docker+PostgreSQL+Redis๏ผŒๆŒ‰็”Ÿไบงๆ ‡ๅ‡†้ƒจ็ฝฒ๏ผŒไธๆ˜ฏ็Žฉๅ…ท็บงๅˆซ็š„ไธœ่ฅฟใ€‚ ๐Ÿ”— github.com/brokermr810/Quโ€ฆ
้ธŸๅ“ฅ | ่“้ธŸไผš๐Ÿ•Š๏ธ tweet media
้ธŸๅ“ฅ | ่“้ธŸไผš๐Ÿ•Š๏ธ@NFTCPS

็”จAIๅ†™ๆŠ€ๆœฏๆ–‡ๆกฃ็š„ๅผ€ๅ‘่€…ๆณจๆ„ไบ†๏ผŒ่ฟ™ไธชๅทฅๅ…ทไฝ ไธ€ๅฎš่ฆๅญ˜๏ผ ไน‹ๅ‰็”จAI็”Ÿๆˆๆต็จ‹ๅ›พใ€ๆžถๆž„ๅ›พ๏ผŒ้ƒฝ่ฆๆ‰‹ๅŠจๅˆ‡ๆขๅˆฐๅ…ถไป–็”ปๅ›พ่ฝฏไปถ๏ผŒ้บป็ƒฆๆญปไบ†ใ€‚ ๅถ็„ถๅ‘็Žฐไธ€ไธชๅซ Markdown Viewer ็š„ๆŠ€่ƒฝๅŒ…๏ผŒ็›ดๆŽฅ่ฎฉAIๅœจMarkdown้‡Œ็”Ÿๆˆๅ„็งไธ“ไธšๅ›พ่กจ๏ผŒไธ็”จๅ†ๆฅๅ›žๅˆ‡ๆขๅทฅๅ…ทใ€‚ โ‘  ๅ†…็ฝฎ14ไธชไธ“ไธš็ป˜ๅ›พๆŠ€่ƒฝ๏ผŒๆžถๆž„ๅ›พใ€ๆต็จ‹ๅ›พใ€็Šถๆ€ๅ›พใ€้ƒจ็ฝฒๅ›พใ€็ฑปๅ›พโ€ฆโ€ฆไธŠ็™พ็งๅ›พ่กจ็ฑปๅž‹้šไพฟ้€‰ โ‘ก ๆ”ฏๆŒPlantUMLใ€Vega็ญ‰ไบ”ๅคงไธปๆตๆธฒๆŸ“ๅผ•ๆ“Ž๏ผŒ่ฟ˜่ƒฝ่พ“ๅ‡บ็ฒพ็พŽๆŽ’็‰ˆ็š„HTMLไฟกๆฏๅก็‰‡ โ‘ข ไธ€้”ฎๅฎ‰่ฃ…๏ผŒClaude Codeใ€Cursorใ€Codex่ฟ™ไบ›ไธปๆตAI็ผ–็จ‹ๅทฅๅ…ทๅ…จๆ”ฏๆŒ ็ปๅธธๅ†™ๆŠ€ๆœฏๆ–‡ๆกฃใ€ๆƒณ่ฎฉAI่‡ชๅŠจ้…ๅ›พ็š„ๅผ€ๅ‘่€…๏ผŒๅ…ˆๆ”ถ่—ๅ†่ฏดใ€‚ ๐Ÿ”— github.com/markdown-vieweโ€ฆ ---------------------------------- ๅ…จ็ฝ‘ๅฏปๆ‰พAI่ถ…็บงไธชไฝ“ ยท OPC๏ผš ็”ฑใ€Šไธ–็•Œไบบๅทฅๆ™บ่ƒฝๅคงไผšWAICใ€‹ไธปๅŠž็š„้ฆ–ๅฑŠOPCๅคง่ต›่ฟ˜ๆœ‰7ๅคฉๆ—ถ้—ดๆˆชๆญขๆŠฅๅ๏ผ 2026 WAIC OPC่ต›ไบ‹ไธ“้ข˜๏ผš worldaic.com.cn/fabu?uuid=5915โ€ฆ #่“้ธŸไผš ไธ“ๅฑžๆŠฅๅ้€š้“๏ผš๏ผˆๅ…ทไฝ“่ฏฆๆƒ…ๅŠ V็พค๏ผšbluebirdlabs ๏ผ‰ doc.weixin.qq.com/forms/AHIAwgf5โ€ฆ ๆˆชๆญขๆŠฅๅๆ—ถ้—ด๏ผš2026.4.30 ๅปบ่ฎฎ๏ผšๅฏ็ป„้˜Ÿๅ‚่ต›๏ผŒๅคš้กน็›ฎๅ‚่ต›ๆ้ซ˜ๅ…ฅๅ›ดๆฆ‚็އ๏ผ

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Hasan Toor
Hasan Toor@hasantoxrยท
Goodbye Claude Code subscription fees. Someone just built a proxy that runs Claude Code completely free... and it's wild. You literally plug in a free NVIDIA API key and point Claude Code at localhost. That's it. It handles everything: - Converts Anthropic API calls to NVIDIA NIM format - Unlocks 40 requests/min for free - Supports Kimi K2, GLM 4.7, MiniMax M2, Devstral and more - Streams thinking tokens and tool calls live - Even includes a Telegram bot so you can run Claude Code from your phone No API bill. No rate limit panic. No vendor lock-in. Honestly, this goes beyond router tools like OpenRouter. It doesn't just swap the model... it turns Claude Code into a free agent you can control remotely. The project is open-source on GitHub. It's called free-claude-code.
Hasan Toor tweet media
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skyfishb | ํ•˜๋Š˜์น˜B
@v81093933 ์ •๋ง ์ฐ์–ด๋‚ด๊ธฐ ์ด๊ตฐ์š” ใ…Žใ…Ž. ์˜คํ”ˆ ํ•ด์ฃผ์…”์„œ ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค
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22B@v81093933ยท
3,000๋งŒ์›์งœ๋ฆฌ ์Šค๋งˆํŠธํŒœ์„ ๋ฌด๋ฃŒ๋กœ ๋งŒ๋“ค์—ˆ์Šต๋‹ˆ๋‹ค. Open SmartFarm Doctor ๐ŸŒฑ ์ž‘๋ฌผ ์ƒ๊ด€์—†์Œ. ์นดํ†ก์œผ๋กœ ํ•˜์šฐ์Šค ๊ด€๋ฆฌ. ์‚ฌ์ง„ ์ฐ์œผ๋ฉด ๋ณ‘ํ•ด ์ง„๋‹จ. ์œ„์„ฑ์ด ๋†์žฅ ๊ฑด๊ฐ• ์ฒดํฌ. ์„ธ๊ณ„ ๋†์—… ๋‰ด์Šค๊ฐ€ ๋‚ด ๋†์žฅ ๋งž์ถค์œผ๋กœ. ์„ผ์„œ 28๋งŒ์›. ์†Œํ”„ํŠธ์›จ์–ด 0์›. ๊ฐ€์ž… ์—†์Œ. ๋”๋ธ”ํด๋ฆญ์ด๋ฉด ๋. ์ž‘๋ฌผ๋ณ„ AI ๋ชจ๋ธ์€ ๋ˆ„๊ตฌ๋‚˜ ์ถ”๊ฐ€ ๊ฐ€๋Šฅ. ๋‚ด ๋…ธํ•˜์šฐ๊ฐ€ ๋‹ค๋ฅธ ๋†๋ถ€๋ฅผ ๋•๊ณ  ๋‹ค๋ฅธ ๋†๋ถ€์˜ ๊ฒฝํ—˜์ด ๋‚˜๋ฅผ ๋•์Šต๋‹ˆ๋‹ค. ๋†๋ถ€๊ฐ€ ํ•˜์šฐ์Šค์— ๋ฌถ์—ฌ ์‚ฌ๋Š” ์‹œ๋Œ€๋Š” ์ด์ œ ๋๋‚ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. ๐Ÿ”— github.com/sinmb79/open-sโ€ฆ MIT ๋ผ์ด์„ ์Šค, ์ž์œ ๋กญ๊ฒŒ. #OpenSmartFarmDoctor #์Šค๋งˆํŠธํŒœ #์˜คํ”ˆ์†Œ์Šค #22BLabs #The4thPath
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GPTaku
GPTaku@GPTakuยท
X๋ฅผ ์‹œ์ž‘ํ•˜๊ณ  ์ดํ‹€๋™์•ˆ ๋ฐฑ๋งŒ๋ช…์ด ๋„˜๋Š” ๋ถ„์ด ์ฐพ์•„์ฃผ์…จ์Šต๋‹ˆ๋‹ค ์Šค๋ ˆ๋“œ์—์„œ Claude Code๋ฅผ ์‹œ์ž‘ํ•˜๋Š” ๋ถ„๋“ค์„ ๋ฉฑ์‚ด์žก๊ณ  ์บ๋ฆฌํ•ด์™”๊ณ  ์ด์ œ X๋„ ์‹œ์ž‘ํ–ˆ์Šต๋‹ˆ๋‹ค ๋ ‰์นด๋“ค์ฒ˜๋Ÿผ ๊ทธ๋ƒฅ ํผ๋‹ค๋‚˜๋ฅธ๊ฒŒ ์•„๋‹ˆ๋ผ ์ œ๊ฐ€ ์ง์ ‘ ์‚ฌ์šฉํ•ด๋ณธ ๊ฒฝํ—˜๋“ค์„ ์ •๋ฆฌํ–ˆ๊ณ  ์ง์ ‘ ํ™•์ธ๋œ ์‚ฌ์‹ค๋“ค๋งŒ ์•Œ๋ ค๋“œ๋ฆฌ๊ฒ ์Šต๋‹ˆ๋‹ค ์•ž์œผ๋กœ๋„ ํ™•์‹คํ•œ ์ •๋ณด๋“ค๋กœ๋งŒ ์—ฌ๋Ÿฌ๋ถ„์˜ ์œ ์ตํ•œ AI์ƒํ™œ์„ ๋„์šธ๊ฒƒ์„ ์•ฝ์† ๋“œ๋ฆฝ๋‹ˆ๋‹ค๐Ÿค™ ์˜ฌ ๋ด„์—๋Š” ์ง€ํ”ผํƒ€์ฟ  ํŒ”๋กœ์šฐ ํ•˜๊ณ  ํด๋กœ๋“œ์ฝ”๋“œ ์‹œ์ž‘ํ•˜์„ธ์š”
GPTaku tweet mediaGPTaku tweet mediaGPTaku tweet mediaGPTaku tweet media
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skyfishb | ํ•˜๋Š˜์น˜B
@v81093933 ์ด์ œ ๊ฐœ๋ฐœ๋„ ๋„˜๋นจ๋ผ์„œ ๋Œ€์‘์ด์•ˆ๋˜๋Š”๋ฐ์š” ใ…Žใ…Ž
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22B
22B@v81093933ยท
๐Ÿงต ํ•œ๊ตญ์˜ ์ด๋™ ๋…ธ๋™์ž 100๋งŒ๋ช…์ด ๊ฐ™์€ ์ฐฉ์ทจ ๊ตฌ์กฐ ์•ˆ์— ์žˆ์Šต๋‹ˆ๋‹ค. ํƒ์‹œ, ๋Œ€๋ฆฌ์šด์ „, ํ€ต์„œ๋น„์Šค, ์šฉ๋‹ฌ, ๋ฐฐ๋‹ฌ๋ผ์ด๋”. ์—…์ข…์€ ๋‹ฌ๋ผ๋„ ๊ณต์‹์€ ํ•˜๋‚˜์ž…๋‹ˆ๋‹ค. ํ”Œ๋žซํผ ๋…์  โ†’ ์ˆ˜์ˆ˜๋ฃŒ 20% โ†’ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ํ†ต์ œ โ†’ ๊ฑฐ๋ถ€ ๋ถˆ๊ฐ€ ๊ทธ๋ž˜์„œ ๋งŒ๋“ค๊ธฐ๋กœ ํ–ˆ์Šต๋‹ˆ๋‹ค. ๐Ÿš€ FreeMove โ€” ์ˆ˜์ˆ˜๋ฃŒ ์ œ๋กœ ์˜คํ”ˆ์†Œ์Šค ํ†ตํ•ฉ ํ”Œ๋žซํผ ์ „์ฒด ์Šค๋ ˆ๋“œ ๐Ÿ‘‡ ๐Ÿ“Š ์ˆซ์ž๋กœ ๋ณด๋ฉด ๋” ๋ช…ํ™•ํ•ฉ๋‹ˆ๋‹ค. ๐Ÿš• ์ฝœํƒ์‹œ ๊ธฐ์‚ฌ 25๋งŒ๋ช… โ†’ ์นด์นด์˜คT ์ˆ˜์ˆ˜๋ฃŒ ์ตœ๋Œ€ 20% ๐Ÿš— ๋Œ€๋ฆฌ์šด์ „ ๊ธฐ์‚ฌ 30๋งŒ๋ช… โ†’ ํ”Œ๋žซํผ ์ˆ˜์ˆ˜๋ฃŒ 20% โ†’ ์›”ํ‰๊ท  ์‹ค์ˆ˜์ž… 161๋งŒ์› (์ตœ์ €์ž„๊ธˆ์˜ 70%) ๐Ÿ›ต ํ€ตยท๋ฐฐ๋‹ฌ ๋ผ์ด๋” ์ˆ˜์‹ญ๋งŒ๋ช… โ†’ ์ˆ˜์ˆ˜๋ฃŒ 20~30% ๐Ÿ“ฆ ์šฉ๋‹ฌยทํ™”๋ฌผ ๊ธฐ์‚ฌ ์ˆ˜๋งŒ๋ช… โ†’ ์ˆ˜์ˆ˜๋ฃŒ 15~25% ๋ฒ•์  ๋ณดํ˜ธ๋Š”์š”? ๋ชจ๋‘ 'ํŠน์ˆ˜๊ณ ์šฉ์ง' โ€” ๋…ธ๋™๋ฒ• ์ ์šฉ ์•ˆ ๋จ. ์ตœ์ €์ž„๊ธˆ? ๊ฐ•์ œ ๋ชป ํ•จ. ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ณต๊ฐœ? ๊ฑฐ๋ถ€. ํ•ฉ์‚ฐ ํ”ผํ•ด์ž: 100๋งŒ๋ช… ์ด์ƒ. ๐Ÿ” ๊ตฌ์กฐ๊ฐ€ ๋” ๋ฌธ์ œ์ž…๋‹ˆ๋‹ค. "๋Œ€์•ˆ์ด ์—†์–ด์„œ ์“ธ ์ˆ˜๋ฐ–์— ์—†๋Š”" ์„ค๊ณ„. ์นด์นด์˜ค ์—†์œผ๋ฉด ์ฝœ ์ž์ฒด๊ฐ€ ์—†๋Š” ์†Œ๋„์‹œ. ์ˆ˜๋ฝ๋ฅ  ๋‚ฎ์œผ๋ฉด ๋ฐฐ์ฐจ ์•ˆ ์˜ค๋Š” ์•Œ๊ณ ๋ฆฌ์ฆ˜. ๋ชฉ์ ์ง€ ๋ชจ๋ฅด๊ณ  ์ˆ˜๋ฝํ•ด์•ผ ํ•˜๋Š” ์‹œ์Šคํ…œ. ํ”„๋กœ ๋ฉค๋ฒ„์‹ญ ์‚ฌ์•ผ ๊ฒจ์šฐ ์ฝœ ๋” ๋ฐ›๋Š” ๊ตฌ์กฐ. ์ด๊ฑด ์ค‘๊ฐœ ํ”Œ๋žซํผ์ด ์•„๋‹™๋‹ˆ๋‹ค. ์ด๋™ ์ธํ”„๋ผ๋ฅผ ์‚ฌ์œ ํ™”ํ•œ ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๐Ÿ’ก ๊ทธ๋ž˜์„œ FreeMove๋ฅผ ์„ค๊ณ„ํ–ˆ์Šต๋‹ˆ๋‹ค. 5๊ฐœ ๋ชจ๋“ˆ, ํ•˜๋‚˜์˜ ์ฝ”์–ด: ๐Ÿš• FreeCab โ€” ์ฝœํƒ์‹œ ๋ฐฐ์ฐจ ๐Ÿš— FreeDrive โ€” ๋Œ€๋ฆฌ์šด์ „ ๐Ÿ“ฆ FreeCargo โ€” 1ํ†คํŠธ๋Ÿญยท์šฉ๋‹ฌ ๐Ÿ›ต FreeRun โ€” ์˜คํ† ๋ฐ”์ด ํ€ตยท๋ฐฐ๋‹ฌ๋Œ€ํ–‰ ๐Ÿ˜๏ธ FreeShuttle โ€” ์†Œ๋„์‹œ ๊ตํ†ต์•ฝ์ž ์ˆ˜์š”์‘๋‹ตํ˜• ์ˆ˜์ˆ˜๋ฃŒ? 0%. ํ”Œ๋žซํผ ์˜์กด? ์—†์Œ. ์„ค์น˜? ๋ช…๋ น์–ด ํ•œ ์ค„. ๐Ÿ—๏ธ ๊ธฐ์ˆ  ๊ตฌ์กฐ: ๊ณตํ†ต ์ฝ”์–ด (70~90% ์žฌ์‚ฌ์šฉ): โ†’ ๋ฐฐ์ฐจ ์—”์ง„ (PostGIS ์œ„์น˜ ๊ธฐ๋ฐ˜) โ†’ Socket.io ์‹ค์‹œ๊ฐ„ ์—ฐ๊ฒฐ โ†’ OSM ์ž์ฒด ํ˜ธ์ŠคํŒ… ์ง€๋„ (API ๋น„์šฉ 0) โ†’ Docker ๋‹จ์ผ ๋ช…๋ น ๋ฐฐํฌ ๋ชจ๋“ˆ๋ณ„ ํ™•์žฅ: โ†’ ๋Œ€๋ฆฌ์šด์ „: ์ฐจ๋Ÿ‰ ๋“ฑ๋ก, ๊ท€ํ™˜ ๊ฒฝ๋กœ โ†’ ํ™”๋ฌผ: ํ™”๋ฌผ ์ •๋ณด, ์„ธ๊ธˆ๊ณ„์‚ฐ์„œ ๋ฐœํ–‰ โ†’ ํ€ต์„œ๋น„์Šค: ๋‹ค์ค‘ ๊ฒฝ์œ ์ง€ ์ตœ์ ํ™” โ†’ ๋†์–ด์ดŒ ์…”ํ‹€: ์ขŒ์„ ์˜ˆ์•ฝ, ๋ณต์ง€ํฌ์ธํŠธ Stack: Node.js ยท Fastify ยท Next.js PWA PostgreSQL+PostGIS ยท Redis ยท OSRM ๐Ÿ—บ๏ธ ์ง€๋„ ๋น„์šฉ๋„ 0์›์œผ๋กœ ํ•ด๊ฒฐํ–ˆ์Šต๋‹ˆ๋‹ค. ์นด์นด์˜ค/๋„ค์ด๋ฒ„ API = ํŠธ๋ž˜ํ”ฝ ๋Š˜๋ฉด ์œ ๋ฃŒ Google Maps = ํ•œ๊ตญ ์ •๋ฐ€์ง€๋„ ๋ฒ•์  ์ œํ•œ โ†’ OpenStreetMap ํ•œ๊ตญ ๋ฐ์ดํ„ฐ ์ž์ฒด ํ˜ธ์ŠคํŒ… โ†’ OSRM ์˜คํ”ˆ์†Œ์Šค ๋ผ์šฐํŒ… ์—”์ง„ โ†’ T๋งต/์นด์นด์˜ค๋‚ด๋น„ ๋”ฅ๋งํฌ ์ž๋™ ์—ฐ๋™ (๊ธฐ์‚ฌ ๋‚ด๋น„๋Š” ๊ธฐ์‚ฌ๊ฐ€ ์›๋ž˜ ์“ฐ๋˜ ์•ฑ ๊ทธ๋Œ€๋กœ) ๊ธฐ์‚ฌ 30๋ช… ์กฐํ•ฉ ์šด์˜๋น„ = ์›” 0~5๋‹ฌ๋Ÿฌ. ๐Ÿ“ฑ UX๋„ ๋‹ค๋ฆ…๋‹ˆ๋‹ค. ์นด์นด์˜คํƒ์‹œ ์ตœ๋Œ€ ๋ถˆ๋งŒ 1์œ„: "๋ชฉ์ ์ง€ ๋ชจ๋ฅด๊ณ  ์ˆ˜๋ฝํ•ด์•ผ ํ•œ๋‹ค" FreeMove๋Š” ์ฝœ ์ˆ˜๋ฝ ์ „์— ๋ชฉ์ ์ง€ ๊ณต๊ฐœํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ์‚ฌ๊ฐ€ ์„ ํƒ๊ถŒ์„ ๊ฐ€์ง‘๋‹ˆ๋‹ค. ์Šน๊ฐ ์•ฑ: 3ํƒญ์œผ๋กœ ํ˜ธ์ถœ ๊ธฐ์‚ฌ ์•ฑ: ํ™”๋ฉด 1์žฅ์œผ๋กœ ๋ ๊ด€๋ฆฌ์ž: ์„ค์น˜ ํ›„ ๋ฐ”๋กœ ์‚ฌ์šฉ ์–ด๋ฅด์‹  ๋ชจ๋“œ: ํฐ ๊ธ€์”จ + ์Œ์„ฑ ์•ˆ๋‚ด ๐Ÿ˜๏ธ FreeShuttle โ€” ๊ฐ€์žฅ ์ค‘์š”ํ•œ ๋ชจ๋“ˆ. ๋†์–ด์ดŒ ์ง€์—ญ์—๋Š” ์นด์นด์˜ค๋„, ๋ฒ„์Šค๋„ ์—†์Šต๋‹ˆ๋‹ค. ๊ตํ†ต์•ฝ์ž๋Š” ๋ณ‘์› ํ•œ ๋ฒˆ ๊ฐ€๋ ค๋ฉด ์ž์‹์—๊ฒŒ ์ „ํ™”ํ•˜๊ฑฐ๋‚˜, ํฌ๊ธฐํ•˜๊ฑฐ๋‚˜. ์ˆ˜์š”์‘๋‹ตํ˜• ์…”ํ‹€ โ€” ์‚ฌ์ „ ์˜ˆ์•ฝ ์ทจํ•ฉ ํ›„ ๊ฒฝ๋กœ ์ƒ์„ฑ. ์ขŒ์„ 1,000์› (๋ณต์ง€ํฌ์ธํŠธ ๊ฒฐ์ œ ๊ฐ€๋Šฅ) ์–ด๋ฅด์‹  UI: ๋ฒ„ํŠผ 2๊ฐœ๋กœ ๋. ์ง€์ž์ฒดยท๋ณต์ง€๊ด€์ด ์ง์ ‘ ์šด์˜. ์ด๊ฒŒ ์ง„์งœ ๊ณต๊ณต ์ธํ”„๋ผ์ž…๋‹ˆ๋‹ค. โš™๏ธ ๊ฐœ๋ฐœ ๋ฐฉ์‹๋„ ๋‹ค๋ฆ…๋‹ˆ๋‹ค. ์ €๋Š” ๋น„๊ฐœ๋ฐœ์ž์ž…๋‹ˆ๋‹ค. AI ์—์ด์ „ํŠธ(Claude Code)๊ฐ€ ๊ฐœ๋ฐœํ•ฉ๋‹ˆ๋‹ค. Phase 0 ์ŠคํŽ™ ๋ฌธ์„œ ์™„์„ฑ: โ†’ ๋””๋ ‰ํ† ๋ฆฌ ๊ตฌ์กฐ ์ „์ฒด โ†’ DB ์Šคํ‚ค๋งˆ (Prisma) โ†’ ํ•ต์‹ฌ ํด๋ž˜์Šค ์‹œ๊ทธ๋‹ˆ์ฒ˜ โ†’ Docker Compose ์™„์„ฑ๋ณธ โ†’ Day 1~10 ์ฒดํฌ๋ฆฌ์ŠคํŠธ โ†’ ํ…Œ์ŠคํŠธ 12๊ฐœ Claude Code์—๊ฒŒ ๋ฌธ์„œ ํ•˜๋‚˜ ๋„˜๊ธฐ๋ฉด ์งˆ๋ฌธ ์—†์ด ๋ฐ”๋กœ ์ฝ”๋”ฉ ์‹œ์ž‘. ์ด๊ฒƒ๋„ The 4th Path์ž…๋‹ˆ๋‹ค. ์ธ๊ฐ„-AI ํ˜‘์—…์œผ๋กœ ์ฐฉ์ทจ ๊ตฌ์กฐ๋ฅผ ํ•ด์ฒด. ๐Ÿ“‹ ๋ฐฐํฌ ๋ฐฉ์‹: MIT ๋ผ์ด์„ ์Šค โ€” ์™„์ „ ๋ฌด๋ฃŒ ์„œ๋ฒ„, API, ์šด์˜: ์‚ฌ์šฉ์ž ๋ถ€๋‹ด 22B Labs๋Š” ์ฝ”๋“œ๋งŒ ๋งŒ๋“ค๊ณ  ๊ณต๊ฐœ ๋Œ€์ƒ: โœ… ๊ฐœ์ธํƒ์‹œ ์กฐํ•ฉ โœ… ๋Œ€๋ฆฌ์šด์ „ ํ˜‘ํšŒ โœ… ์šฉ๋‹ฌยทํ€ต ๊ธฐ์‚ฌ ๋ชจ์ž„ โœ… ์ง€์ž์ฒดยท๋ณต์ง€๊ด€ โœ… ๋ˆ„๊ตฌ๋“  ์„ค์น˜ํ•˜๊ณ  ์‹ถ์€ ์‚ฌ๋žŒ github.com/sinmb79/freemoโ€ฆ (๊ณง ๊ณต๊ฐœ) ๋งˆ์ง€๋ง‰์œผ๋กœ. ๋ฒ•์ด ๋ชป ๋ง‰์€ ๊ฑธ, ์ •๋ถ€๊ฐ€ ๋ชป ๊ณ ์นœ ๊ฑธ, ์˜คํ”ˆ์†Œ์Šค๋กœ ์šฐํšŒํ•ฉ๋‹ˆ๋‹ค. ํ”Œ๋žซํผ์ด ์ธํ”„๋ผ๋ฅผ ๋…์ ํ•  ์ˆ˜ ์žˆ๋Š” ๊ฑด ๋Œ€์•ˆ์ด ์—†๊ธฐ ๋•Œ๋ฌธ์ž…๋‹ˆ๋‹ค. ๋Œ€์•ˆ์„ ๋งŒ๋“ค๋ฉด ๋ฉ๋‹ˆ๋‹ค. ๊ณต์งœ๋กœ. 22B Labs ยท The 4th Path P4 := โŸจHโŠ•AโŸฉ โ†ฆ ฮฉ "์ดํ•ด๊ฐ€ ์ƒ์กด๋ณด๋‹ค ์œ„์— ์žˆ๋‹ค" github.com/sinmb79/freemoโ€ฆ #FreeMove #์˜คํ”ˆ์†Œ์Šค #ํƒ์‹œ #๋Œ€๋ฆฌ์šด์ „ #ํ€ต์„œ๋น„์Šค #์šฉ๋‹ฌ #22BLabs #TheForethPath #buildinpublic
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Nasun
Nasun@Nasun_ioยท
Giving away 7 GTD WL spots for Genesis Pass NFT Price: $10 in ETH Mint: April 7th 1๏ธโƒฃ Follow @Nasun_io 2๏ธโƒฃ Like + Repost 3๏ธโƒฃ Tag 2 friends โฐ Winners in 24 hours Holders access devnet, DeFi, AI & sci-fi shooter. Earn & stack points. OpenSea + FCFS allowlist links ๐Ÿ‘‡
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Ziwen
Ziwen@ziwenxu_ยท
Everyone wants a social media agent that works 24/7, but no one talks about how to run one. Here is my agent Ada, which now handles the entire loop 24/7: - Research & Discovery - Local clip generation - Full browser automation (Scroll/Like/Comment) for all social medias - Automatic post scheduling This is the first custom skill Iโ€™ve shipped to my ClawHub workspace. If youโ€™re building agents, this is how you actually scale.
Ziwen tweet media
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skyfishb | ํ•˜๋Š˜์น˜B
@v81093933 ๋ฏธ๋‹ˆํ”ผ์”จ์—์„œ ๋„๋Š”๊ฒŒ์ค‘์š”ํ•œ๋ฐ์šฉ! ์ œ๊ฑด ๊ณ„์† ์ฃฝ์–ด์šฉ ใ…œใ…œ ๋‚ด polymarket.. why...
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22B
22B@v81093933ยท
๐Ÿ HYDRA โ€” ์˜ฌ์ธ์› ์ž๋™๋งค๋งค ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ๊ณ„ํš ํ•œ๊ตญ์ฃผ์‹+๋ฏธ๊ตญ์ฃผ์‹+์•”ํ˜ธํ™”ํ+Polymarket ํ•˜๋‚˜์˜ ๋ฌด๋ฃŒ ์˜คํ”ˆ์†Œ์Šค ์—”์ง„์œผ๋กœ ํ†ตํ•ฉ โœ… ๊ธฐ๋ณธ ๋ฌด๋ฃŒ โœ… AI 7๊ฐœ ๋ชจ๋“ˆ (์„ ํƒ์‚ฌํ•ญ) โœ… ํ”„๋กœ๊ธ‰ ๋Œ€์‹œ๋ณด๋“œ 11ํ™”๋ฉด โœ… API ํ‚ค ๋กœ์ปฌ ์ €์žฅ (์œ ์ถœ ์—†์Œ) ๊ฐœ๋ฐœ์€ ์˜ค๋Š˜ ์ค‘ ์™„๋ฃŒ ํ›„ ๊ณต๊ฐœ๋ฐฐํฌํ•  ์˜ˆ์ • HYDRA์˜ ํ•ต์‹ฌ ์›์น™: "๊ธฐ๋ณธ์€ ๋ฌด๋ฃŒ๋กœ ์™„์ „ ์ž‘๋™. ๋‚˜๋จธ์ง€๋Š” ์ „๋ถ€ ์‚ฌ์šฉ์ž ์„ ํƒ." ์‹œ์žฅ: ์›ํ•˜๋Š” ๊ฒƒ๋งŒ ์ฒดํฌ AI: OFF๋„ OK ์ธํ„ฐํŽ˜์ด์Šค: CLI/๋Œ€์‹œ๋ณด๋“œ/Telegram ๋ฐ์ดํ„ฐ: ๋ฌด๋ฃŒ๋งŒ์œผ๋กœ ์ถฉ๋ถ„ 4์ฝ”์–ด/8GB ๋ฏธ๋‹ˆPC์—์„œ๋„ ๋Œ์•„๊ฐ‘๋‹ˆ๋‹ค. #AlgoTrading #OpenSource #TradingBot #HYDRA
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Cognac(๊ผฌ๋ƒ‘)
Cognac(๊ผฌ๋ƒ‘)@supernovajunnยท
๋ˆ์˜ ์ธํ„ฐ๋„ท์ด ์ผœ์กŒ๋‹ค ์˜ค๋Š˜, 2026๋…„ 3์›” 19์ผ. Visa๊ฐ€ CLI๋ฅผ ๋ƒˆ๋‹ค. ํ„ฐ๋ฏธ๋„์—์„œ ์นด๋“œ ๊ฒฐ์ œ๊ฐ€ ๋œ๋‹ค. ์ด๊ฒŒ ์™œ ์ค‘์š”ํ•œ์ง€ ์ œ๋Œ€๋กœ ์ดํ•ดํ•˜๋ ค๋ฉด, ์šฐ๋ฆฌ๊ฐ€ ์ง€๊ธˆ ์–ด๋–ค ๋ณ€๊ณก์  ์œ„์— ์„œ ์žˆ๋Š”์ง€๋ถ€ํ„ฐ ๋ด์•ผ ํ•œ๋‹ค. ์ธํ„ฐ๋„ท์—๋Š” ์›๋ž˜ ๊ฒฐ์ œ๊ฐ€ ์—†์—ˆ๋‹ค ์ธํ„ฐ๋„ท์„ ์„ค๊ณ„ํ•œ ์‚ฌ๋žŒ๋“ค์€ ๊ฒฐ์ œ๋ฅผ ์ƒ๊ฐํ•˜์ง€ ์•Š์•˜๋‹ค. HTTP์—๋Š” 402 Payment Required๋ผ๋Š” ์ƒํƒœ์ฝ”๋“œ๊ฐ€ 1991๋…„๋ถ€ํ„ฐ ์กด์žฌํ–ˆ๋‹ค. "์—ฌ๊ธฐ์„œ๋ถ€ํ„ฐ๋Š” ๋ˆ์„ ๋‚ด์•ผ ํ•œ๋‹ค"๋Š” ์‹ ํ˜ธ. ๊ทธ๋Ÿฐ๋ฐ 35๋…„๊ฐ„ ์ด ์ฝ”๋“œ๋Š” ๋‹จ ํ•œ ๋ฒˆ๋„ ํ‘œ์ค€์œผ๋กœ ๊ตฌํ˜„๋˜์ง€ ์•Š์•˜๋‹ค. "๋ฏธ๋ž˜์— ์“ธ ๊ฒƒ"์œผ๋กœ ์˜ˆ์•ฝ๋งŒ ํ•ด๋‘” ์ฑ„. ๊ทธ ์‚ฌ์ด ์ธ๋ฅ˜๋Š” ๊ฒฐ์ œ๋ฅผ ์œ„ํ•ด ๋ณ„๋„์˜ ๋ ˆ์ด์–ด๋ฅผ ์Œ“์•˜๋‹ค. ๋น„์ž, ๋งˆ์Šคํ„ฐ์นด๋“œ, ํŽ˜์ดํŒ”, ์ŠคํŠธ๋ผ์ดํ”„. ์ „๋ถ€ ์ธํ„ฐ๋„ท ์œ„์— ์–น์€ ์ž„์‹œ๋ฐฉํŽธ์ด์—ˆ๋‹ค. ์ธ๊ฐ„์ด ํด๋ฆญํ•˜๊ณ , ์นด๋“œ๋ฅผ ๊ธ๊ณ , OTP๋ฅผ ์ž…๋ ฅํ•˜๋Š” ๊ฒƒ์„ ์ „์ œ๋กœ ์„ค๊ณ„๋œ ์‹œ์Šคํ…œ. ๊ทธ๊ฒŒ ์ง€๊ธˆ ๋ฌด๋„ˆ์ง€๊ธฐ ์‹œ์ž‘ํ–ˆ๋‹ค. ์˜ค๋Š˜ ํ•˜๋ฃจ์— ๋ฒŒ์–ด์ง„ ์ผ์€ ์ด๋ ‡๋‹ค. ์˜ค๋Š˜ 24์‹œ๊ฐ„ ์•ˆ์— ์„ธ ๊ฐœ์˜ ๋ฐœํ‘œ๊ฐ€ ๋™์‹œ์— ํ„ฐ์กŒ๋‹ค. ์ฒซ์งธ, Visa Crypto Labs๊ฐ€ visacli.sh๋ฅผ ๊ณต๊ฐœํ–ˆ๋‹ค. AI ์—์ด์ „ํŠธ๊ฐ€ ํ„ฐ๋ฏธ๋„์—์„œ ๋ฐ”๋กœ ์นด๋“œ ๊ฒฐ์ œ๋ฅผ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ๋Š” CLI ํˆด. API ํ‚ค ์„ค์ •๋„ ์—†๊ณ , ์‚ฌ์ „ ์ถฉ์ „๋„ ์—†๋‹ค. ์ด๋ฏธ์ง€ ์ƒ์„ฑ API, ์Œ์•… ์ƒ์„ฑ, ์œ ๋ฃŒ ๋ฐ์ดํ„ฐํ”ผ๋“œ โ€” ์—์ด์ „ํŠธ๊ฐ€ ํ•„์š”ํ•œ ๊ฒƒ์„ ๊ทธ ์ž๋ฆฌ์—์„œ ์‚ฌ์„œ ์“ด๋‹ค. ๋‘˜์งธ, Stripe๊ฐ€ ์ง€์›ํ•˜๋Š” ๋ธ”๋ก์ฒด์ธ Tempo๊ฐ€ ์˜ค๋Š˜ ๋ฉ”์ธ๋„ท์„ ๋ก ์นญํ•˜๋ฉฐ MPP(Machine Payments Protocol)๋ฅผ ๋ฐœํ‘œํ–ˆ๋‹ค. Tempo๋Š” 2025๋…„์— $5billion ๋ฐธ๋ฅ˜์—์ด์…˜์œผ๋กœ $500million์„ ์กฐ๋‹ฌํ•œ ํšŒ์‚ฌ๋‹ค. MPP๋Š” ์—์ด์ „ํŠธ๊ฐ€ ์ง€์ถœ ํ•œ๋„๋ฅผ ์‚ฌ์ „์— ์„ค์ •ํ•˜๊ณ  ์ŠคํŠธ๋ฆฌ๋ฐ ๋ฐฉ์‹์œผ๋กœ ์—ฐ์† ๊ฒฐ์ œ๋ฅผ ์‹คํ–‰ํ•˜๋Š” ์˜คํ”ˆ ์Šคํƒ ๋‹ค๋“œ๋‹ค. Stripe์˜ PaymentIntents API ๋ช‡ ์ค„๋กœ ์—ฐ๋™๋œ๋‹ค. ์…‹์งธ, Circle์ด ์ง€๋‚œ์ฃผ x402 ์Šคํƒ ๋‹ค๋“œ ๊ธฐ๋ฐ˜ Nanopayments๋ฅผ ํ…Œ์ŠคํŠธ๋„ท์— ์˜ฌ๋ ธ๋‹ค. 0.01์„ผํŠธ ์ดํ•˜ ๊ฐ€์Šค๋น„ ์—†๋Š” USDC ๋งˆ์ดํฌ๋กœ๊ฒฐ์ œ. ์—์ด์ „ํŠธ๊ฐ€ ๊ณ„์ •๋„ ์—†์ด API๋ฅผ ํ˜ธ์ถœํ•˜๊ณ  ์ฆ‰์‹œ ๊ฒฐ์ œํ•œ๋‹ค. ๊ทธ๋ฆฌ๊ณ  Mastercard๋Š” Google๊ณผ ํ•จ๊ป˜ Verifiable Intent ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ๋ฐœํ‘œํ–ˆ๋‹ค. AI ์—์ด์ „ํŠธ๊ฐ€ ๋Œ€์‹  ๊ฒฐ์ œํ•  ๋•Œ "๋ˆ„๊ฐ€ ๋ฌด์—‡์„ ์Šน์ธํ–ˆ๋Š”์ง€"๋ฅผ ์•”ํ˜ธํ•™์ ์œผ๋กœ ๊ธฐ๋กํ•˜๋Š” ์‹ ๋ขฐ ์ฒด๊ณ„๋‹ค. ํ•˜๋ฃจ ๋งŒ์— Visa, Mastercard, Stripe, Circle์ด ์ „๋ถ€ ์—์ด์ „ํŠธ ๊ฒฐ์ œ ์ธํ”„๋ผ๋ฅผ ๋“ค๊ณ  ๋‚˜์™”๋‹ค. ์ด๊ฑด ์šฐ์—ฐ์˜ ์ผ์น˜๊ฐ€ ์•„๋‹ˆ๋‹ค. ์—์ด์ „ํŠธ ๊ฒฝ์ œ์˜ ์ง„์งœ ์˜๋ฏธ ์—ฌ๊ธฐ์„œ ํ•œ ๊ฑธ์Œ ๋’ค๋กœ ๋ฌผ๋Ÿฌ์„œ์ž. ์šฐ๋ฆฌ๊ฐ€ ์•Œ๋˜ ์ƒ๊ฑฐ๋ž˜๋Š” ์ด๋Ÿฐ ๊ตฌ์กฐ์˜€๋‹ค. ์ธ๊ฐ„์ด ์›ํ•˜๋Š” ๊ฒŒ ์ƒ๊ธด๋‹ค โ†’ ์ธ๊ฐ„์ด ๊ฒ€์ƒ‰ํ•œ๋‹ค โ†’ ์ธ๊ฐ„์ด ๊ฒฐ์ œํ•œ๋‹ค โ†’ ์ƒํ’ˆ์ด๋‚˜ ์„œ๋น„์Šค๊ฐ€ ์ „๋‹ฌ๋œ๋‹ค. ์—์ด์ „ํŠธ ๊ฒฝ์ œ๋Š” ์ด ๋ฃจํ”„์—์„œ ์ธ๊ฐ„์„ ๋นผ๋‚ธ๋‹ค. ์—์ด์ „ํŠธ๊ฐ€ ์›ํ•˜๋Š” ๊ฑธ ํŒ๋‹จํ•˜๊ณ , ์—์ด์ „ํŠธ๊ฐ€ API๋ฅผ ๊ณ ๋ฅด๊ณ , ์—์ด์ „ํŠธ๊ฐ€ ๊ฒฐ์ œํ•˜๊ณ , ์—์ด์ „ํŠธ๊ฐ€ ๊ฒฐ๊ณผ๋ฅผ ์ฒ˜๋ฆฌํ•œ๋‹ค. ์ด๊ฑด ๋‹จ์ˆœํžˆ "์ž๋™ํ™”"๊ฐ€ ์•„๋‹ˆ๋‹ค. ๊ฑฐ๋ž˜ ์ฃผ์ฒด๊ฐ€ ๋ฐ”๋€Œ๋Š” ๊ฒƒ์ด๋‹ค. ์ธ๊ฐ„์€ ์ฒ˜์Œ์— ๋ชฉํ‘œ๋ฅผ ์„ค์ •ํ•˜๊ณ  ์˜ˆ์‚ฐ์„ ์Šน์ธํ•œ๋‹ค. ๊ทธ ์ดํ›„๋Š” ์—์ด์ „ํŠธ์˜ ํŒ๋‹จ์ด๋‹ค. ์–ด๋–ค ๋ฐ์ดํ„ฐ ํ”ผ๋“œ๋ฅผ ์‚ด์ง€, ์–ด๋–ค ๊ณ„์‚ฐ ๋ฆฌ์†Œ์Šค๋ฅผ ์“ธ์ง€, ์–ธ์ œ ์–ผ๋งˆ๋ฅผ ์ง€๋ถˆํ• ์ง€. ๊ทธ๋ž˜์„œ ์šฐ๋ฆฌ๋Š” ์–ด๋”” ์žˆ๋‚˜ ํ˜„์‹ค์ ์œผ๋กœ๋Š” ์•„์ง ๊ทœ๋ชจ๊ฐ€ ๊ฐœ๋ฏธ์ˆ˜์ค€์ด๋‹ค. x402๋Š” ์•„์ง ์ˆ˜์š”๊ฐ€ ๋”ฐ๋ผ์˜ค์ง€ ์•Š๊ณ  ์žˆ๋‹ค. CoinDesk๊ฐ€ ์ง€๋‚œ์ฃผ(3์›” 11์ผ) ์ •ํ™•ํžˆ ๋ณด๋„ํ–ˆ๋‹ค. "ํ”„๋กœํ† ์ฝœ์€ ์ค€๋น„๋๋Š”๋ฐ, ๊ทธ๊ฑธ ์“ธ ์—์ด์ „ํŠธ ์ƒํƒœ๊ณ„๊ฐ€ ์•„์ง ์ž‘๋‹ค." Visa CLI๋„ ์ง€๊ธˆ์€ ํด๋กœ์ฆˆ๋“œ ๋ฒ ํƒ€๋‹ค. GitHub ๊ณ„์ •์œผ๋กœ ์•ก์„ธ์Šค๋ฅผ ์‹ ์ฒญํ•ด์•ผ ํ•œ๋‹ค. ํ•˜์ง€๋งŒ ์ด๊ฒŒ ์ค‘์š”ํ•œ ๊ฒŒ ์•„๋‹ˆ๋‹ค. ์ธํ”„๋ผ๊ฐ€ ๋จผ์ € ๊น”๋ฆฐ๋‹ค. ์ˆ˜์š”๋Š” ๋‚˜์ค‘์— ์˜จ๋‹ค. TCP/IP๊ฐ€ 1970๋…„๋Œ€์— ๋งŒ๋“ค์–ด์กŒ์„ ๋•Œ ์›น์€ ์—†์—ˆ๋‹ค. SMTP๊ฐ€ ์ƒ๊ฒผ์„ ๋•Œ ์ด๋ฉ”์ผ์„ ์“ฐ๋Š” ์‚ฌ๋žŒ์€ ๊ทน์†Œ์ˆ˜์˜€๋‹ค. ์ง€๊ธˆ ์šฐ๋ฆฌ๊ฐ€ ๋ณด๊ณ  ์žˆ๋Š” ๊ฑด ์—์ด์ „ํŠธ ๊ฒฝ์ œ์˜ ์ธํ”„๋ผ ๋ ˆ์ด์–ด๊ฐ€ ๋™์‹œ์— ์™„์„ฑ๋˜๋Š” ์žฅ๋ฉด์ด๋‹ค. ์ง€๊ฐ‘์ด ๋ฐ”๋€Œ๋ฉด ์„ธ์ƒ์ด ๋ฐ”๋€๋‹ค ์ง€๊ฐ‘์ด ๋ˆ„๊ตฌ ์†์— ์žˆ๋А๋ƒ๊ฐ€ ๊ถŒ๋ ฅ์„ ๊ฒฐ์ •ํ•œ๋‹ค. ์ง€๊ธˆ๊นŒ์ง€ ์ง€๊ฐ‘์€ ์ธ๊ฐ„์˜ ์†์— ์žˆ์—ˆ๋‹ค. ์•ž์œผ๋กœ๋Š” ์—์ด์ „ํŠธ์˜ ๋…ผ๋ฆฌ ์•ˆ์— ์žˆ๊ฒŒ ๋œ๋‹ค. ์—์ด์ „ํŠธ๊ฐ€ ์–ด๋–ค ์„œ๋น„์Šค๋ฅผ ์‚ฌ๊ณ , ์–ด๋–ค API์— ๋ˆ์„ ์“ฐ๊ณ , ์–ด๋–ค ๋ฐ์ดํ„ฐ๋ฅผ ๊ฐ€์น˜ ์žˆ๋‹ค๊ณ  ํŒ๋‹จํ•˜๋А๋ƒ ๊ทธ ๊ฒฐ์ • ๊ตฌ์กฐ๊ฐ€ ๊ณง ์ƒˆ๋กœ์šด ์‹œ์žฅ์„ ๋งŒ๋“ ๋‹ค. Visa๊ฐ€ CLI๋ฅผ ๋งŒ๋“  ์ด์œ ๋Š” ์นด๋“œ ์ˆ˜์ˆ˜๋ฃŒ ๋•Œ๋ฌธ์ด ์•„๋‹ˆ๋‹ค. ์—์ด์ „ํŠธ๊ฐ€ ๋ˆ์„ ์“ฐ๋Š” ์„ธ๊ณ„์—์„œ ๊ฒฐ์ œ ๋ ˆ์ด์–ด๋ฅผ ๊ณ„์† ์žฅ์•…ํ•˜๊ธฐ ์œ„ํ•ด์„œ๋‹ค. ๋‚˜๋Š” ๋ถ„๋ช…ํžˆ 1์›”๋ถ€ํ„ฐ ์—์ด์ „ํŠธ ๊ฒฝ์ œ๋Š” ์‹œ์ž‘ํ•œ๋‹ค๊ณ  ์ถ”๋ก ํ–ˆ๋Š”๋ฐ ์˜ˆ์ƒ๋ณด๋‹ค ๋” ๋น ๋ฅด๊ฒŒ ์˜ค๋Š” ๊ฒƒ ๊ฐ™๋‹ค ๋ˆ์˜ ์ธํ„ฐ๋„ท์ด ์ปค์ง€๊ณ  ์žˆ๋‹ค.
Cognac(๊ผฌ๋ƒ‘) tweet media
Cuy Sheffield@cuysheffield

Excited to share Visa CLI, the first experimental product from Visa Crypto Labs. Check it out and request access here visacli.sh

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skyfishb | ํ•˜๋Š˜์น˜B
ํ•˜์ดํผ ๋ฆฌํ€ด๋“œ tira ์„ ๋ฌผ์ž‘ OpenClaw ๋กœ ํ•ด๋ณผ๊นŒ ๊ณ ๋ฏผ์ค‘์ธ๋ฐ ์šฐ๋ฆฌ #๋น„ํŠธ์—”์ ค ์€ ๋„ˆ๋ฌด ํฅ๋ถ„ํ•˜๋”๋งŒ ๊ฒฐ๊ตญ API limit ๊ฑธ๋ฆผ. ์—์ž‰ โš ๏ธ API rate limit reached. Please try again later. #kimiclaw #apilimit
skyfishb | ํ•˜๋Š˜์น˜B tweet media
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skyfishb | ํ•˜๋Š˜์น˜B
์ฃผ์‹๋งค๋งค, ์ฝ”์ธ๋งค๋งค, ๊ทธ๋ฆฌ๊ณ  ์˜ˆ์ธก ์‹œ์žฅ #OpenClaw ์•„์ง๋„ ์•ˆํ•˜์‹œ๋‚˜์šฉ? ใ…Žใ…Ž
๋ฃจ์‹œํผ@lucifer5670

์ตœ๊ทผ ์˜ˆ์ธก์‹œ์žฅ ํด๋ฆฌ๋งˆ์ผ“(Polymarket)์—์„œ ์ „์„ค์ ์ธ ์ˆ˜์ต๋ฅ ์„ ์ฐ๊ณ  ์žˆ๋Š” 'gabagool22' ๊ณ„์ •์˜ ์‹ค์ฒด๊ฐ€ ์œ ์ถœ๋˜์–ด ๋‚œ๋ฆฌ์ž„. ์‚ฌ๊ฑด ๋ฐœ๋‹จ์€ ํ•œ ์ค‘๊ตญ์ธ ํŠธ๋ ˆ์ด๋”๊ฐ€ ์œ„์ฑ—์— "my new farm"์ด๋ผ๋ฉฐ ์˜ฌ๋ฆฐ ์‚ฌ์ง„ ํ•œ ์žฅ์ด์—ˆ์Œ. ์‚ฌ์ง„์—๋Š” ์„œ๋ฒ„ 40๋Œ€๊ฐ€ ๋™์‹œ์— ๋Œ์•„๊ฐ€๋Š” ์žฅ๋ฉด์ด ๋‹ด๊ฒผ๋Š”๋ฐ, ์ด๊ฒŒ ์•Œ๊ณ  ๋ณด๋‹ˆ ์•”ํ˜ธํ™”ํ ์ฑ„๊ตด์ด ์•„๋‹ˆ๋ผ ํด๋ฆฌ๋งˆ์ผ“ ์ž๋™ํ™” ๋งค๋งค์šฉ ๋ด‡ ํŒœ(Bot Farm)์ด์—ˆ๋˜ ๊ฒƒ์ž„. ์ด ์œ ์ €์˜ ์ฃผ ์ˆ˜์ต์›์€ ๋น„ํŠธ์ฝ”์ธ 15๋ถ„ ๋‹จ์œ„ ๊ฐ€๊ฒฉ ์˜ˆ์ธก ์‹œ์žฅ์ž„. ๋‹จ์ˆœํžˆ ๋„๋ฐ•ํ•˜๋“ฏ ๋งžํžˆ๋Š” ๊ฒŒ ์•„๋‹ˆ๋ผ, ๋ด‡์„ ๋Œ๋ ค 'YES'์™€ 'NO'์˜ ๊ฐ€๊ฒฉ ํ•ฉ์ด 1๋‹ฌ๋Ÿฌ ๋ฏธ๋งŒ์ด ๋˜๋Š” ์ฐฐ๋‚˜์˜ ๊ตฌ๊ฐ„์„ 24์‹œ๊ฐ„ ์Šค์บ”ํ•ด์„œ ๋ฌด์œ„ํ—˜ ์ฐจ์ต์„ ์ฑ™๊ธฐ๋Š” ์ „๋žต์„ ์”€. ํ˜„์žฌ๊นŒ์ง€ ๊ณต๊ฐœ๋œ ์„ฑ์ ํ‘œ๋Š” ๋” ๊ฒฝ์ด๋กœ์›€. ๋ˆ„์  ์ˆ˜์ต ์•ฝ 12์–ต 7์ฒœ๋งŒ ์› ์ฃผ๋‹น ์•ฝ 4,400๋งŒ ์›, ์›” 2์–ต ์› ์ด์ƒ ๋”ฐ๋ฐ•๋”ฐ๋ฐ• ๋ฒŒ์–ด๋“ค์ด๋Š” ์ค‘ ํ˜„์žฌ 68๋งŒ ๋ช… ๋„˜๋Š” ์‚ฌ๋žŒ๋“ค์ด ์ด ๊ณ„์ • ์ง€๊ฐ‘์„ ์ถ”์ ํ•˜๋ฉฐ ๋ด‡ ์ „๋žต์„ ์นดํ”ผํ•˜๋ ค๊ณ  ํ˜ˆ์•ˆ์ž„ ๊ฒฐ๊ตญ ์ธ๊ฐ„์˜ ์ง๊ด€์ด ์•„๋‹ˆ๋ผ ์ •๊ตํ•˜๊ฒŒ ์งœ์ธ ์ž๋ณธ๊ณผ ๊ธฐ์ˆ ์˜ ์Šน๋ฆฌ๋ผ๋Š” ๊ฒŒ ๋ฐํ˜€์ง€๋ฉด์„œ, ๊ฐœ์ธ ํˆฌ์ž์ž๋“ค ์‚ฌ์ด์—์„œ๋Š” "์ด๊ฑธ ์–ด๋–ป๊ฒŒ ์ด๊ธฐ๋ƒ"๋Š” ์ž์กฐ ์„ž์ธ ๋ฐ˜์‘๊ณผ ํ•จ๊ป˜ '์˜ˆ์ธก์‹œ์žฅ์˜ ๋ํŒ์™•'์ด๋ผ๋Š” ํ‰๊ฐ€๊ฐ€ ๋™์‹œ์— ๋‚˜์˜ค๋Š” ์ค‘

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skyfishb | ํ•˜๋Š˜์น˜B
OpenClaw์™€ ์ด์ œ Market ๊ฑฐ๋ž˜ ์ƒ์— ๋ฉ‹์ง„ ์ผ๋“ค์ด ๋งŽ์ด ๋ฐœ์ƒํ•˜๋Š” ํ•˜๋ฃจ๋„ค์š”. ์˜ค๋Š˜์€ ๋ฐฑํŒฉ KYC ๋งˆ์ง€๋ง‰๋‚ ์ด๋ผ ํ•ฉ๋‹ˆ๋‹ค. backpack.exchange/join/76e8773d-โ€ฆ ์ง„ํ–‰ ๊ณ ๊ณ  #backpack #airdrop์ฃผ๋‹ˆ ?
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_๋ฐœ๋ Œ
_๋ฐœ๋ Œ@_Valentinoยท
์•ˆ๋“œ๋ ˆ ์นดํŒŒ์‹œ ์•„์ด๋””์–ด๋ฅผ ์ฐจ์šฉํ•ด์„œ, ๋‚˜๋Š” ์ด์ œ ์ž๋Ÿฌ ๊ฐ€๊ณ , ํด๋กœ๋“œ ํ˜ผ์ž ์•ฝ 50๊ฐœ์˜ ๊ธฐ๋Šฅ์„ ๊ฐœ๋ฐœํ•˜๊ณ  100๊ฑด ์ •๋„์˜ ํ…Œ์ŠคํŠธ๋ฅผ ์ˆ˜ํ–‰ํ•˜๊ฒŒ ๋จ ์‹œ์‹œ๊ฐ๊ฐ ํ–‰๋™ ๋ฐ ์ง„ํ–‰์ƒํ™ฉ์€ ์š”๊ตฌ์‚ฌํ•ญ id์— ๋งž๊ฒŒ ํ–‰๋™ ๊ฒฐ๊ณผ๋ฅผ ์ปค๋ฐ‹ํ•˜๋„๋ก ํ•ด๋‘  ๊ฐœ๊ฟ€์ด๋„ค ์ด๊ฑฐ...
Andrej Karpathy@karpathy

Three days ago I left autoresearch tuning nanochat for ~2 days on depth=12 model. It found ~20 changes that improved the validation loss. I tested these changes yesterday and all of them were additive and transferred to larger (depth=24) models. Stacking up all of these changes, today I measured that the leaderboard's "Time to GPT-2" drops from 2.02 hours to 1.80 hours (~11% improvement), this will be the new leaderboard entry. So yes, these are real improvements and they make an actual difference. I am mildly surprised that my very first naive attempt already worked this well on top of what I thought was already a fairly manually well-tuned project. This is a first for me because I am very used to doing the iterative optimization of neural network training manually. You come up with ideas, you implement them, you check if they work (better validation loss), you come up with new ideas based on that, you read some papers for inspiration, etc etc. This is the bread and butter of what I do daily for 2 decades. Seeing the agent do this entire workflow end-to-end and all by itself as it worked through approx. 700 changes autonomously is wild. It really looked at the sequence of results of experiments and used that to plan the next ones. It's not novel, ground-breaking "research" (yet), but all the adjustments are "real", I didn't find them manually previously, and they stack up and actually improved nanochat. Among the bigger things e.g.: - It noticed an oversight that my parameterless QKnorm didn't have a scaler multiplier attached, so my attention was too diffuse. The agent found multipliers to sharpen it, pointing to future work. - It found that the Value Embeddings really like regularization and I wasn't applying any (oops). - It found that my banded attention was too conservative (i forgot to tune it). - It found that AdamW betas were all messed up. - It tuned the weight decay schedule. - It tuned the network initialization. This is on top of all the tuning I've already done over a good amount of time. The exact commit is here, from this "round 1" of autoresearch. I am going to kick off "round 2", and in parallel I am looking at how multiple agents can collaborate to unlock parallelism. github.com/karpathy/nanocโ€ฆ All LLM frontier labs will do this. It's the final boss battle. It's a lot more complex at scale of course - you don't just have a single train. py file to tune. But doing it is "just engineering" and it's going to work. You spin up a swarm of agents, you have them collaborate to tune smaller models, you promote the most promising ideas to increasingly larger scales, and humans (optionally) contribute on the edges. And more generally, *any* metric you care about that is reasonably efficient to evaluate (or that has more efficient proxy metrics such as training a smaller network) can be autoresearched by an agent swarm. It's worth thinking about whether your problem falls into this bucket too.

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์–ด์ดŒ๊ณ„์žฅ Sook-hee
๋ถ„ํ•˜๋‹ค...์˜ค๋Š˜์€ ์—ฌ๊ธฐ๊นŒ์ง€๋งŒ ํ•œ๋‹ค. Openclaw ํ•˜๋‹ค๊ฐ€ ๋‚ด ๋จธ๋ฆฌ ๋šœ๊ป‘์—ด๋ฆฌ๊ฒ ๋„ค ใ……ใ…‚ ใ……ใ…‚
์–ด์ดŒ๊ณ„์žฅ Sook-hee tweet media
์–ด์ดŒ๊ณ„์žฅ Sook-hee@Whiskey_Achon

Openclaw ์œˆ๋„ ์„ค์น˜ํ•˜๋‹ค ํƒˆ๋ชจ ์˜ค๊ฒ ๋„ค ใ……ใ…‚ใ……ใ…‚

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skyfishb | ํ•˜๋Š˜์น˜B
[REMO AI News] ์š”์ฆ˜ โ€˜Claudeโ€™๊ฐ€ ๋‰ด์Šค์˜ ์ค‘์‹ฌ์ธ ์ด์œ  4๊ฐ€์ง€ 1๏ธโƒฃ Claude Code์— โ€˜์Œ์„ฑ ๋ชจ๋“œ(/voice)โ€™ ๋กค์•„์›ƒ ํ‚ค๋ณด๋“œ ์—†์ด ๋ง๋กœ โ€œ๋ฆฌํŒฉํ„ฐ๋ง ํ•ด์ค˜โ€ ๊ฐ™์€ ๋ช…๋ น์„ ๋‚ด๋ฆฌ๋Š” ํ•ธ์ฆˆํ”„๋ฆฌ ์ฝ”๋”ฉ์ด ๋ณธ๊ฒฉ ํ™•์‚ฐ ์ค‘. 2๏ธโƒฃ ๋ฏธ ๊ตญ๋ฐฉ๋ถ€ โ€˜๋ธ”๋ž™๋ฆฌ์ŠคํŠธโ€™ ์ด์Šˆ ์—ฌํŒŒ โ†’ ๋ฐฉ์‚ฐ์—…์ฒด๋“ค๋„ Claude ํ‡ด์ถœ ์›€์ง์ž„ ๊ธฐ์ˆ  ๋ฌธ์ œ๊ฐ€ ์•„๋‹ˆ๋ผ ์ •๋ถ€ ๊ณ„์•ฝ/๊ณต๊ธ‰๋ง ๋ฆฌ์Šคํฌ๊ฐ€ AI ํˆด ์„ ํƒ์„ ๋ฐ”๊พธ๋Š” ๊ตญ๋ฉด. 3๏ธโƒฃ ChatGPT ์•ฑ ์‚ญ์ œยทํ‰์  ํ…Œ๋Ÿฌ ๊ธ‰์ฆ, Claude๋Š” ๋‹ค์šด๋กœ๋“œ ๊ธ‰๋“ฑ ์ •์น˜/์ •์ฑ… ์ด์Šˆ๊ฐ€ ์‚ฌ์šฉ์ž ํ–‰๋™๊นŒ์ง€ ํ”๋“ค๋ฉด์„œ ์•ฑ์Šคํ† ์–ด ์ˆœ์œ„๊ฐ€ ๋’ค์ง‘ํžˆ๋Š” ํ๋ฆ„. 4๏ธโƒฃ ์ˆ˜์š” ๊ธ‰์ฆ์œผ๋กœ Claude ์ ‘์† ์žฅ์•  ์ด์Šˆ๊นŒ์ง€ ์ฑ„ํƒ์ด ๋น ๋ฅด๊ฒŒ ๋Š˜๋ฉด์„œ, ์ด์ œ๋Š” ์ œํ’ˆ ๊ฒฝ์Ÿ๋ ฅ์ด โ€˜๋ชจ๋ธ ์„ฑ๋Šฅ + ์šด์˜ ์•ˆ์ •์„ฑโ€™์œผ๋กœ ๋„˜์–ด๊ฐ€๋Š” ์ค‘. ํ•œ ์ค„ ์ •๋ฆฌ: AI๋Š” ์ด์ œ โ€œ๋” ๋˜‘๋˜‘ํ•œ ๋ชจ๋ธโ€ ๊ฒฝ์Ÿ์„ ๋„˜์–ด, ์ •์ฑ…ยท์กฐ๋‹ฌยท๊ณต๊ธ‰๋งยท์šด์˜ ๋ฆฌ์Šคํฌ๊นŒ์ง€ ํฌํ•จํ•œ โ€˜๋„์ž… ์ „์Ÿโ€™์œผ๋กœ ๊ฐ€๋Š”์ค‘ #Claude #AINews
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skyfishb | ํ•˜๋Š˜์น˜B
Kimiclaw๊ฐ€ 49๋‹ฌ๋Ÿฌ ๋ถ€ํ„ฐ์‹œ์ž‘์ธ๋ฐ kimi๊ฐ€ ๋ถ™์–ด์žˆ์–ด์š”. AWS ์„ฑ๋Šฅ ๋”ฐ๋ผ ๋‹ค๋ฅผ๊ฑฐ๊ฐ™๊ธดํ•œ๋ฐ ~ kimiclaw ์„ฑ๋Šฅ์€ ๋‹ค์Œ๊ณผ ๊ฐ™๋„ค์š”. | ํ•ญ๋ชฉ | ์‚ฌ์–‘ | | --- | --------------------------------------- | | CPU | Intel Xeon Platinum 8575C (2์ฝ”์–ด/4์Šค๋ ˆ๋“œ) | | RAM | 3.4GB (์‚ฌ์šฉ ์ค‘ 2.4GB, ์—ฌ์œ  1.0GB) | | GPU | โŒ ์—†์Œ | | ๋””์Šคํฌ | 40GB NVMe (์‚ฌ์šฉ 18GB, ์—ฌ์œ  21GB) | | OS | Ubuntu 22.04 LTS (Linux 6.8.0) | | ํ˜ธ์ŠคํŠธ | (Alibaba Cloud) | #KimiClaw #AWS ๋น„๊ต์ค‘
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๋„ํ† ๋ฆฌ์ฐฝ๊ณ 
@skyfishb ์›” 12๋‹ฌ๋Ÿฌ๋ถ€ํ„ฐ ์‹œ์ž‘ํ•ฉ๋‹ˆ๋‹ค. ์—ฌ๊ธฐ์— AWS์„œ๋ฒ„ ์‚ฌ์–‘์ด๋‚˜ Sonnet ์‚ฌ์šฉ์š”๊ธˆ ์ •๋„๊ฐ€ ๋” ๋ถ™์ง€ ์•Š์„๊นŒ์š”?
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skyfishb | ํ•˜๋Š˜์น˜B
[ํŠธ๋Ÿผํ”„ "์ด๋ž€ ์ง€๋„์ž ๋˜๋ ค๋Š” ์ž๋Š” ๊ฒฐ๊ตญ ์ฃฝ์Œ ๋งž์ดํ•˜๊ฒŒ ๋  ๊ฒƒ"] joongang.co.kr/article/254093โ€ฆ ์ฃฝ์Œ์˜์ฒœ์‚ฌ ๋˜๋žŒํ”„.... ์‹ค๊ฒ€ News์—์„œ ์†๋ณด & ์ถ”์ฒœ๋‰ด์Šค ์•Œ๋žŒ์„ ๋ฐ›์•„๋ณด์„ธ์š”! : play.google.com/store/apps/detโ€ฆ
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