Engineering Decentralized ๐ŸŒŽ

Republic of Korea
Joined July 2019
Tokenized stocks, shared like a message. TOOK(ํˆญ) lets Korean retail users choose a stock and amount, share the gift through Kakao. then lets the recipient sign in and receive it on Base, with wallet setup and onchain complexity abstracted away. demo: loom.com/share/3ffc7ccc33704โ€ฆ Built for the @buildonbase
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The future of transportation
The future of transport is safer, more enjoyable & gives you more time back With theater, music & gaming apps on a 22" touchscreen, Cybercab offers you a space to be productive or unwind Soon to be equipped with V5 Starlink hardware, too, for complete connectivity
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Reduce Dependency for Freedom
This Post is from a suspended account. Learn more
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Just Use DeFi
๋ฏธ๋ž˜์—์…‹์ฆ๊ถŒ์ด ์ •๋ถ€์˜ ์ •์ฑ…์— ๋”ฐ๋ผ ๊ณ ๊ฐ๋“ค์˜ ํ•ด์™ธ์ฃผ์‹์„ ๊ฐ•์ œ๋กœ ๋งค๊ฐํ•  ์ˆ˜ ์žˆ๋‹ค๊ณ  ๊ณต์ง€ํ•ด ๋…ผ๋ž€์ด ์ผ๊ณ  ์žˆ๋‹ค.
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์ปค์„œํŒ€์ด ์ž์ฒด ์—์ด์ „ํŠธ๋กœ ์ผ์ฃผ์ผ๊ฐ„ 300๋งŒ์ค„ ์ด์ƒ์˜ ์ฝ”๋“œ๋ฅผ ์ž‘์„ฑํ•˜๋ฉด์„œ ๋А๋‚€ ์  - ๋ณต์žกํ•œ ๊ณ„์ธต ๊ตฌ์กฐ์™€ ์„ธ๋ถ„ํ™”๋œ ์—ญํ•  ๋ถ„๋‹ด์€ ๋Œ€๋ถ€๋ถ„ ๋ณ‘๋ชฉ๊ณผ ์„ฑ๋Šฅ ์ €ํ•˜๋ฅผ ๊ฐ€์ ธ์˜ด - ์ตœ์†Œํ•œ์˜ ๊ตฌ์กฐ์™€ ์ž์œจ์„ฑ์ด ๊ฐ€์žฅ ์•ˆ์ •์ ์ด๊ณ  ๋†’์€ ํ’ˆ์งˆ์˜ ๊ฒฐ๊ณผ๋กœ ์ด์–ด์ง - ์ด๋Š” ์ธ๊ฐ„ ์กฐ์ง์—์„œ ์˜ค๋žซ๋™์•ˆ ๊ด€์ฐฐ๋˜์–ด์˜จ ํŒจํ„ด๊ณผ ์œ ์‚ฌ
Some cool things from our research on long-running agents: 1. We built a custom harness around GPT-5.2 so that any task could spawn thousands of concurrent agents. 2. Even with a lot of tokens and $$$ spent on this research, the results are still far from "production ready" by any means. It's an interesting look at what the future might be like, but we have a long ways to go. 3. The model and harness mattered a lot, but a surprising amount of tuning came from small prompt tweaks and experiments! For something more real, this is where having good evals would really help. 4. The best solution ended up being more simple than we expected. We tried to borrow ideas from distributed systems (think: Kubernetes for agents) or how you'd structure real teams. But these often made things worse. Agent design requires new patterns. 5. This seems now widely accepted, but I was surprised that GPT-5.2 was so much better for long-running tasks. My first experiments with Pixo (my Rust library) were all with GPT-5.1 Codex using the alpha version of this tool (lovingly called "grind mode" internally). P.S. We also fixed some of the compilation issues on the browser repo and got CI running. The README has some nice architecture diagrams as well. Blog: cursor.com/blog/scaling-agenโ€ฆ Code: github.com/wilsonzlin/fastreโ€ฆ
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๊ณต์œ ํ•ฉ๋‹ˆ๋‹ค. ์šฐ๋ฆฌ๋‚˜๋ผ์—์„œ ๋จธ์Šคํฌ์ฒ˜๋Ÿผ ์–˜๊ธฐํ•˜๋ฉด โ€œ์Œ๋ชจ๋ก ์žโ€๊ฐ€ ๋˜๋Š”๋ฐใ… ใ… 
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๊ธฐ์กด LLM: "ํ•œ๋ฒˆ ํ•™์Šต๋œ ๊ฐ€์ค‘์น˜ = ์˜์›โ€œ > ๊ธด ๋ฌธ๋งฅ ์ €์žฅํ•„์š” > ๋ฉ”๋ชจ๋ฆฌ ์ˆ˜์š” ์ฆ๊ฐ€ TTT: ์ปจํ…์ŠคํŠธ ๊ธฐ๋ฐ˜์œผ๋กœ ์ˆœ๊ฐ„์ˆœ๊ฐ„๋งˆ๋‹ค ์กฐ๊ธˆ์”ฉ ํ•™์Šต > ์ €์žฅ ์•ˆํ•จ ์•„์ง ์ดˆ๊ธฐ ๋‹จ๊ณ„์ง€๋งŒ ์ƒ์šฉํ™”๋˜๋ฉด HBM ์ˆ˜์š”์— ์˜ํ–ฅ์„ ๋ผ์น ์ˆ˜๋„?
We are entering a new era for LLM memory. ๐Ÿง  In our latest research, End-to-End Test-Time Training, LLMs keep learning at test time via next-token prediction on the context โ€“ compressing what they read directly into their weights. Learn more: nvda.ws/4sHb8na
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์ง„์‹ฌ์œผ๋กœ ๋ถ€๋Ÿฝ๋‹ค.. ์ด๋Ÿฐ ๋ฒ•์•ˆ์„ ๋‚ผ ์ˆ˜ ์žˆ๋Š” ๋ฏธ๊ตญ๋„ ๋Œ€๋‹จํ•˜๊ณ 
Huge News! Today, I am proud to introduce the Greenland Annexation and Statehood Act, a bill that allows the President to find the means necessary to bring Greenland into the Union.ย  Let me be clear, our adversaries are trying to establish a foothold in the Arctic, and we canโ€™t let that happen.ย ย  By acquiring Greenland, we would prevent our adversaries from controlling the Arctic Region and secure our northern flank from Russia and China.
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๐Ÿ‘†
์›ํ™”๊ฐ€์น˜๊ฐ€ ๋–จ์–ด์ง€๋‹ˆ ์ด๋Ÿฐ์ผ์ด ๋ฒŒ์–ด์ง€๋„ค์š”
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๊ทธ๋ฆฐ๋ž€๋“œ ๋‹ดํŒ ์˜ˆ์ • ์ฃผ๋ฏผ๋“ค์ด ๋ณ‘ํ•ฉ๋™์˜ํ•˜๋ฉด ๋ฏธ๊ตญ์‹œ๋ฏผ๊ถŒ๊ณผ 1์ธ๋‹น 10๋งŒ๋‹ฌ๋Ÿฌ ์ถ”์ง„ ์ค‘ ใ…Žใ„ทใ„ท
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์š”์ฆ˜ ํ•˜๋Š” ์ƒ๊ฐ์„ ์ •๋ฆฌํ•ด๋ณด์•˜์Šต๋‹ˆ๋‹ค. medium.com/hashed-kr/vibe-foโ€ฆ ์ตœ๊ทผ 6๊ฐœ์›”๊ฐ„, 2010๋…„๋Œ€ ์ดˆ ๋ชจ๋ฐ”์ผ ์Šคํƒ€ํŠธ์—… ์‹œ๋Œ€๊ฐ€ ์—ด๋ฆฌ๋˜ ๋•Œ ์ด์ƒ์œผ๋กœ ์ฐฝ์—…์ž์™€ ํˆฌ์ž์˜ ๋ฌธ๋ฒ•์ด ์™„์ „ํžˆ ๋‹ฌ๋ผ์ง€๊ธฐ ์‹œ์ž‘ํ•œ ๊ฒƒ์„ ๋ชฉ๊ฒฉํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ํ๋ฆ„์— ๋งž์ถ”์–ด ์Šคํƒ€ํŠธ์—… ํˆฌ์ž์ž๋Š” ์–ด๋–ป๊ฒŒ ์ง„ํ™”ํ•ด์•ผ ํ• ์ง€ ๋งค์ผ ๊ณ ๋ฏผ ์ค‘์ด๊ณ , ๊ณง ๊ทธ์— ๋Œ€ํ•œ ์ €์™€ @hashed_official ์˜ ๋Œ€๋‹ต์„ ๊ณต๊ฐœํ•  ์˜ˆ์ •์ž…๋‹ˆ๋‹ค. ์ตœ๊ทผ ์ œ๊ฐ€ ์ง์ ‘ ๋ฐ”์ด๋ธŒ ์ฝ”๋”ฉ์„ ํ•˜๋ฉฐ ๋ฉฐ์น ์— ํ•˜๋‚˜์”ฉ ๊ฐœ์ธ ํ”„๋กœ์ ํŠธ๋ฅผ ๋งŒ๋“ค์–ด๋ณด๊ณ  ์žˆ๋Š” ์ด์œ ์ด๊ธฐ๋„ ํ•ฉ๋‹ˆ๋‹ค.
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Brave ๋ธŒ๋ผ์šฐ์ €, ๊ด‘๊ณ  ์ฐจ๋‹จ ์—”์ง„ ์ „๋ฉด ๊ฐœํŽธ์œผ๋กœ ๋ฉ”๋ชจ๋ฆฌ ์‚ฌ์šฉ๋Ÿ‰ 75% ์ ˆ๊ฐ - Rust ๊ธฐ๋ฐ˜ ๊ด‘๊ณ  ์ฐจ๋‹จ ์—”์ง„์ด ๋Œ€๋Œ€์ ์œผ๋กœ ๊ฐœํŽธ๋˜์–ด ๋ฉ”๋ชจ๋ฆฌ ์‚ฌ์šฉ๋Ÿ‰์ด 75% ๊ฐ์†Œ - ์ƒˆ ๊ตฌ์กฐ๋Š” FlatBuffers ํฌ๋งท์„ ๋„์ž…ํ•ด ์•ฝ 10๋งŒ ๊ฐœ์˜ ๊ธฐ๋ณธ ํ•„ํ„ฐ๋ฅผ ์ œ๋กœ์นดํ”ผ ๋ฐ”์ด๋„ˆ๋ฆฌ ํ˜•์‹์œผ๋กœ ์ €์žฅ - ์ด๋กœ ์ธํ•ดโ€ฆ news.hada.io/topic?id=25612
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This is what Satoshi dreamed of?
Verifying bitcoin, with a STARK proof, on a Rasbperry Pi, in 25 milliseconds, the whole mainnet header chain, 16 years of history.
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Stablecoins. Tokenized Assets. This is the moment weโ€™ve all been waiting for. The question is: Is Ethereum ready for institutions to build on, or are the rails still finding their footing? Join us at Ethereum Forward: Institutions Meet DeFi & L2 as top leaders from TradFi x DeFi x Infra discuss Ethereumโ€™s readiness and priorities for the next era of on-chain finance. > cohost: @GoogleCloud_SG > media partner: @followin_io Ethereum onward, and forward. See you at @token2049.
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์ฐฝ์—…์ž๊ฐ€ ์—†๋Š” ๊ธฐ์—…์€ ์–ด๋”˜๊ฐ€ ๋ถˆ์•ˆํ•˜๋‹ค
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๐Ÿ”Ÿ years of building. From ETHCore โ†’ Substrate โ†’ @Polkadot. The story of @paritytech is one of resilience, innovation & a mission to build a better internet. ๐Ÿงต๐Ÿ‘‡
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30 days. 30 chances. Whether you're new or already have your favorite dApps โ€“ welcome to 30 Days of @Polkadot โญ•๏ธ In September, we're going to connect the dots within the Polkadot ecosystem. This is Day 1. More details in thread ๐Ÿงต
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7์›” 23์ผ์— ์—ด๋ฆฐ All-In and Hill & Valley Forum "Winning The AI Race" ํŒจ๋„ ํ† ํฌ๋ฅผ ๋ดค๋Š”๋ฐ, ์ •๋ง ์ธ์ƒ ๊นŠ์—ˆ๋‹ค. AI ์‚ฐ์—…์„ ์ด๋„๋Š” CEO๋“ค์ด ์ง์ ‘ ๋‚˜์™€์„œ ํ˜„์žฌ ์ƒํƒœ๊ณ„๊ฐ€ ์–ด๋–ป๊ฒŒ ๋Œ์•„๊ฐ€๊ณ  ์žˆ๋Š”์ง€, ์•ž์œผ๋กœ ์–ด๋–ค ๋ฐฉํ–ฅ์œผ๋กœ ๊ฐˆ์ง€์— ๋Œ€ํ•ด ์–˜๊ธฐํ•˜๋Š” ๊ฑธ ๋“ค์œผ๋‹ˆ ์—ฌ๋Ÿฌ ๊ฐ€์ง€ ์ƒ๊ฐ์ด ๋“ค์—ˆ๋‹ค. ๊ธฐ์–ต์— ๋‚จ์•˜๋˜ Q&A ๐Ÿงต
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Q ๋”ฅ์‹œํฌ, ํ‚ค๋ฏธ ๊ฐ™์€ ์ค‘๊ตญ ๋ชจ๋ธ์ด ์œ„ํ˜‘์ด ๋˜๋‚˜ A ์˜คํžˆ๋ ค ๋ฏธ๊ตญ์ด ์ด๊ธด๊ฒƒ. ํ•ด๋‹น ๋ชจ๋ธ๋“ค์ด ์˜คํ”ˆ์†Œ์Šค๊ณ  ์—ฌ์ „ํžˆ ๋ฏธ๊ตญ ๊ธฐ์ˆ  ์ƒํƒœ๊ณ„ ์œ„์—์„œ ๋Œ์•„๊ฐ. ์˜คํ”ˆ ์†Œ์Šค ๋•๋ถ„์— ํšจ์œจ์ ์œผ๋กœ ์—๋„ˆ์ง€๋ฅผ ์‚ฌ์šฉํ•˜๊ณ  ๊นŠ์€ ์ถ”๋ก ์ด ๊ฐ€๋Šฅํ•ด์ง
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Q AI ๋ฆฌ์„œ์ฒ˜๋“ค์—๊ฒŒ ํฐ ์ž๋ณธ์ด ๋“ค์–ด๊ฐ€๊ณ  ์žˆ๋Š”๋ฐ ์–ด๋–ป๊ฒŒ ์ƒ๊ฐํ•˜๋Š”์ง€ A 150 ๋ช… ๊ทœ๋ชจ์˜ ์Šคํƒ€ํŠธ์—…์„ 2-300์–ต ๊ทœ๋ชจ๋กœ ์ธ์ˆ˜ํ•˜๋Š”๋ฐ ๋น„์Šทํ•œ ์ˆ˜์ค€์˜ AI ๋ฆฌ์„œ์ฒ˜ ํ•œ๋ช…์—๊ฒŒ ๊ทธ๋ ‡๊ฒŒ ํˆฌ์žํ•˜๋Š”๊ฑด ์™œ ์•ˆ๋˜๋‚˜
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