Incisor uses program analysis and frontier LLMs to select working AWS EC2 instances ex ante for 100% of first-time HPC runs of C/C++/Fortran and Python codes, cutting runtime 54% and costs 44% versus an expert-constrained SkyPilot baseline.
A framework for performance modeling and prediction
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A semantic conflict model enables explicit local-first resolution in collaborative data structures by using operation dependencies and three-way merges on a replicated journal, demonstrated on registers including Last-Writer-Wins.
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Incisor: Ex Ante Cloud Instance Selection for HPC Jobs
Incisor uses program analysis and frontier LLMs to select working AWS EC2 instances ex ante for 100% of first-time HPC runs of C/C++/Fortran and Python codes, cutting runtime 54% and costs 44% versus an expert-constrained SkyPilot baseline.
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Semantic Conflict Model for Collaborative Data Structures
A semantic conflict model enables explicit local-first resolution in collaborative data structures by using operation dependencies and three-way merges on a replicated journal, demonstrated on registers including Last-Writer-Wins.