Measure the integration effort of a unified trajectory schema

Establish the integration effort required for AgentTune’s unified EventLog and lifecycle projections through a controlled measurement, addressing the paper’s lack of empirical evidence for the claimed reduction in boundary converters.

Background

The paper argues that a single EventLog can replace multiple pairwise converters among lifecycle stages. However, the evidence for this instrumentation-cost claim is only a counting argument based on the number of projections and hypothetical converters. No controlled study measures the actual engineering effort required to integrate or maintain the unified schema, and the authors explicitly identify this gap as open.

References

This is the proposition with the least direct evidence: we report no controlled measurement of integration effort, and §9 treats that as open.

— AgentTune: A Unified Training Lifecycle for Tool-Using LLM Agents  (2610.13335 - Lyngkhoi et al., 9 Oct 2026) in Section 4, “Claims and where they are tested”