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Abstract: This paper proposes the use of the Linux kernel’s ftrace framework, particularly the function_graph tracer, to generate informative system-level data for machine learning (ML) applications.

A portable cassette format that pairs tool calls, model responses, retrieval snapshots, and trace graphs into a single artifact. Enables deterministic replay, behavioral diffing, and policy-based ...

The growing demand for large language models (LLMs) requires serving systems to handle many concurrent requests with diverse service level objectives (SLOs). This exacerbates head-of-line (HoL) ...