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CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation

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Chenying Lin, Yichen Hai, Yi He, Ran Wang, Haiyan Qiang, Liang Yu

๐Ÿ’ก ๊ฐœ์š”

๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM)์„ ์œ ํ•œ ์š”์†Œ ์‹œ๋ฎฌ๋ ˆ์ด์…˜(MAPDL)์— ์ ์šฉํ•  ๋•Œ ๋ฐœ์ƒํ•˜๋Š” ์‹ ๋ขฐ์„ฑ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด, ๋ณธ ๋…ผ๋ฌธ์€ ๋„๊ตฌ ์ƒ๋ช…์ฃผ๊ธฐ ๊ด€๋ฆฌ, ์›Œํฌํ”Œ๋กœ์šฐ ์ƒํƒœ, ์žฅ์•  ๋ณต๊ตฌ๋ฅผ ํฌํ•จํ•˜๋Š” ๊ฒฝ๋Ÿ‰ ์—์ด์ „ํŠธ ํ•˜๋„ค์Šค์ธ CAX-Agent๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. CAX-Agent๋Š” LLM ์„œ๋น„์Šค, ์—์ด์ „ํŠธ ํ•˜๋„ค์Šค, ์†”๋ฒ„ ๋ฐฑ์—”๋“œ์˜ ์„ธ ๊ณ„์ธต์œผ๋กœ ์‹คํ–‰์„ ๊ตฌ์„ฑํ•˜๋ฉฐ, ๊ฒฐ์ •๋ก ์  ๊ทœ์น™ ํŒจ์น˜๋ถ€ํ„ฐ ๋ชจ๋ธ ๊ธฐ๋ฐ˜ ์žฌ์ƒ์„ฑ, ์ธ๊ฐ„ ๊ฐœ์ž…๊นŒ์ง€ escalating๋˜๋Š” ๋ณต๊ตฌ ์ •์ฑ…์„ ๊ฐ–์ถ”๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
CAX-Agent๋Š” LLM ๊ธฐ๋ฐ˜ MAPDL ์ž๋™ํ™”์˜ ์‹ ๋ขฐ์„ฑ์„ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ์œผ๋ฉฐ, ํŠนํžˆ 'model_only' ๋ณต๊ตฌ ์ „๋žต์€ ๋†’์€ ์ž‘์—… ์™„๋ฃŒ์œจ๊ณผ ์ ์ˆ˜๋ฅผ ๋‹ฌ์„ฑํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
์ œ์‹œ๋œ ๋ณต๊ตฌ ๊ณ„์ธต ๊ตฌ์กฐ๋Š” ๋‹ค์–‘ํ•œ ์ˆ˜์ค€์˜ ์‹คํŒจ์— ํšจ๊ณผ์ ์œผ๋กœ ๋Œ€์ฒ˜ํ•  ์ˆ˜ ์žˆ๋Š” ์œ ์—ฐํ•œ ์ ‘๊ทผ ๋ฐฉ์‹์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋ณธ ์—ฐ๊ตฌ๋Š” ๋‹จ์ˆœํ•œ ํ˜•์ƒ์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ณต๊ตฌ ์ •์ฑ…์˜ ํšจ๊ณผ๋ฅผ ๋ถ„๋ฆฌํ•˜์˜€์œผ๋ฏ€๋กœ, ์‹ค์ œ ๋ณต์žกํ•œ ์‹œ๋‚˜๋ฆฌ์˜ค์— ๋Œ€ํ•œ ๋” ๋„“์€ ๋ฒ”์œ„์˜ ๊ฒ€์ฆ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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