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line: "EnerTune, from UT Austin's systems-for-ML group. I rebuilt the four GPU-sharing serving systems it is measured against and ported them to our 16-A100 cluster, enabling its 1.4-2.3x lower-energy result, and contributed baseline profiling to its 7.3x average profiling-time reduction."
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line: "EnerTune, from Yadwadkar's SysML Lab at UT Austin. I rebuilt the four GPU-sharing serving systems it is measured against and ported them to our 16-A100 cluster, enabling its 1.4-2.3x lower-energy result, and contributed baseline profiling to its 7.3x average profiling-time reduction."
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exportconstexperience: ExperienceEntry[]=[
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org: 'UT Austin Research',
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role: 'Machine Learning for Systems',
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role: 'Machine Learning for Systems · LDOS Lab · Akella',
"<strong>Third author on EnerTune (SOSP '26)</strong>, as an undergraduate research assistant in UT Austin's ECE systems-for-ML group. I rebuilt <strong>four GPU-sharing serving systems</strong> (GPULets, Usher, FGD, ParvaGPU) from their papers and ported each onto our <strong>16-A100 cluster</strong>, which is what made a fair comparison possible and enabled EnerTune's <strong>1.4-2.3x lower energy</strong> result. My baseline profiling also fed its <strong>7.3x average</strong> cut in profiling time.",
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"<strong>Third author on EnerTune (SOSP '26)</strong>, as an undergraduate research assistant in Yadwadkar's SysML Lab at UT Austin. I rebuilt <strong>four GPU-sharing serving systems</strong> (GPULets, Usher, FGD, ParvaGPU) from their papers and ported each onto our <strong>16-A100 cluster</strong>, which is what made a fair comparison possible and enabled EnerTune's <strong>1.4-2.3x lower energy</strong> result. My baseline profiling also fed its <strong>7.3x average</strong> cut in profiling time.",
"Contributed to the <strong>FAST Research Group's Primate compiler</strong> work before the group concluded. As a research assistant I worked on an <strong>instruction-accurate RISC-V simulator</strong> the team used to validate the compiler: handling <strong>I/O instructions</strong>, building the tools that checked compiler output against the simulator, and writing a testing app that <strong>removed redundant FPGA synthesis runs</strong> so the hardware and software sides could be developed side by side instead of waiting on each other.",
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"Contributed to <strong>Primate compiler</strong> work in <strong>Chiou's FAST Lab at UT Austin</strong> before the group concluded. As a research assistant I worked on an <strong>instruction-accurate RISC-V simulator</strong> the team used to validate the compiler: handling <strong>I/O instructions</strong>, building the tools that checked compiler output against the simulator, and writing a testing app that <strong>removed redundant FPGA synthesis runs</strong> so the hardware and software sides could be developed side by side instead of waiting on each other.",
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