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@@ -62,7 +62,8 @@ print(cmd, angle)
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  The studio stage where the model's four inputs are defined: ultrasonic sensors
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  F/L/R/B with datasheet-based noise models, checked by the built-in self QA/QC
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  checklist. On the right, the local LLM explains a warning from that checklist,
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- citing the stage report as its basis.
 
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  ![Sensor definition stage in the simulation studio](assets/05_sim_studio_sensors.png)
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@@ -107,4 +108,4 @@ are shown in our companion dataset:
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  검증 정확도 97.2 %, 각도 였차 μ•½ 6.9Β°. 파일 μ•ˆμ— μ •κ·œν™” 톡계와 572 에포크 ν•™μŠ΅
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  이λ ₯ 전체가 ν•¨κ»˜ λ“€μ–΄ μžˆμ–΄ ν•™μŠ΅ 곑선을 κ·ΈλŒ€λ‘œ 확인할 수 μžˆμŠ΅λ‹ˆλ‹€.
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- Learn more: https://huggingface.co/NCDTech Β· https://www.ncdtech.org
 
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  The studio stage where the model's four inputs are defined: ultrasonic sensors
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  F/L/R/B with datasheet-based noise models, checked by the built-in self QA/QC
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  checklist. On the right, the local LLM explains a warning from that checklist,
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+ citing the stage report as its basis. This screen is a frame from our
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+ [demo video (22 min, Korean)](https://youtu.be/ftsw_vbfw6E).
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  ![Sensor definition stage in the simulation studio](assets/05_sim_studio_sensors.png)
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  검증 정확도 97.2 %, 각도 였차 μ•½ 6.9Β°. 파일 μ•ˆμ— μ •κ·œν™” 톡계와 572 에포크 ν•™μŠ΅
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  이λ ₯ 전체가 ν•¨κ»˜ λ“€μ–΄ μžˆμ–΄ ν•™μŠ΅ 곑선을 κ·ΈλŒ€λ‘œ 확인할 수 μžˆμŠ΅λ‹ˆλ‹€.
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+ Learn more: https://huggingface.co/NCDTech Β· https://www.ncdtech.org Β· Demo video: https://youtu.be/ftsw_vbfw6E