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AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents

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Nithin Somasekharan, Rabi Pathak, Manushri Dhanakoti, Tingwen Zhang, Ling Yue, Andy Zhu, Shaowu Pan

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๊ณ ์ถฉ์‹ค๋„ ๋ฌผ๋ฆฌ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋ถ„์•ผ์˜ ๊ณผํ•™์  ๋ฐœ๊ฒฌ์„ ์ž๋™ํ™”ํ•˜๊ธฐ ์œ„ํ•œ AI ๊ธฐ๋ฐ˜ ์—์ด์ „ํŠธ์ธ 'AI CFD Scientist'๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. ์ด ์—์ด์ „ํŠธ๋Š” ๋ฌธํ—Œ ๊ธฐ๋ฐ˜ ์•„์ด๋””์–ด ๊ตฌ์ƒ๋ถ€ํ„ฐ ์‹คํ–‰, ๋น„์ „ ๊ธฐ๋ฐ˜ ๋ฌผ๋ฆฌ ๊ฒ€์ฆ, ์ฝ”๋“œ ์ˆ˜์ •, ๊ฒฐ๊ณผ ์ž‘์„ฑ๊นŒ์ง€ ์ „ ๊ณผ์ •์„ ๋‹จ์ผ ์›Œํฌํ”Œ๋กœ์šฐ๋กœ ํ†ตํ•ฉํ•ฉ๋‹ˆ๋‹ค. ํŠนํžˆ, ๋ Œ๋”๋ง๋œ ์œ ๋™์žฅ์„ ์‹œ๊ฐ์ ์œผ๋กœ ๊ฒ€์ฆํ•˜๋Š” ๋ฉ”์ปค๋‹ˆ์ฆ˜์„ ํ†ตํ•ด ๋ฌผ๋ฆฌ์  ํƒ€๋‹น์„ฑ์„ ํ™•๋ณดํ•˜๋Š” ๊ฒƒ์ด ํ•ต์‹ฌ์ž…๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

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AI ์—์ด์ „ํŠธ๊ฐ€ ๊ณ ์ถฉ์‹ค๋„ ๋ฌผ๋ฆฌ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋ถ„์•ผ์—์„œ๋„ ๊ณผํ•™์  ๋ฐœ๊ฒฌ์˜ ์ „ ๊ณผ์ •์„ ์ž๋™ํ™”ํ•  ์ˆ˜ ์žˆ์Œ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.
โ€ข
๋น„์ „-์–ธ์–ด ๋ชจ๋ธ์„ ํ™œ์šฉํ•œ ๋ฌผ๋ฆฌ์  ํƒ€๋‹น์„ฑ ๊ฒ€์ฆ ๊ฒŒ์ดํŠธ๋Š” ๊ธฐ์กด ์†”๋ฒ„ ๊ธฐ๋ฐ˜ ๊ฒ€์ฆ์˜ ํ•œ๊ณ„๋ฅผ ๊ทน๋ณตํ•˜๊ณ  ๊ณผํ•™์  ์ฃผ์žฅ์˜ ์‹ ๋ขฐ์„ฑ์„ ๋†’์ž…๋‹ˆ๋‹ค.
โ€ข
๋ณธ ์—ฐ๊ตฌ๋Š” OpenAI์˜ GPT-5.5๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•˜์ง€๋งŒ, ๋‹ค์–‘ํ•œ LLM ๋ฐ ๋ฌผ๋ฆฌ ์—”์ง„์— ๋Œ€ํ•œ ํ™•์žฅ์„ฑ, ๊ทธ๋ฆฌ๊ณ  ๋ณต์žกํ•˜๊ณ  ์ถ”์ƒ์ ์ธ ๋ฌผ๋ฆฌ ํ˜„์ƒ์— ๋Œ€ํ•œ AI ์—์ด์ „ํŠธ์˜ ์ดํ•ด ๋ฐ ๊ฒ€์ฆ ๋Šฅ๋ ฅ ํ–ฅ์ƒ์ด ํ–ฅํ›„ ๊ณผ์ œ๋กœ ๋‚จ์•„์žˆ์Šต๋‹ˆ๋‹ค.
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