Cumulating Evolutionary Volatility is a framework for analyzing change in automated composition systems.
CEV does not mean random model error. It means a developmental pattern in which each added control layer resolves one pressure while creating new opacity, personalization, contradiction, or untraceability.
Three levels are named:
The paper reads contradictory cases across Google, Bing, and Claude as evidence that the effect is platform- and governance-shaped rather than a uniform property of all LLMs.
Its dialectical method treats state changes as responses to incompatible demands, including:
The formal compression is:
โฎ = 1 โ PER
and
CEV = โซ PER(t) dt
The paper proposes this as the long-form accumulation of unaccountable compositional loss.
The counter-infrastructure program calls for:
Referenced by 2 other entities in the archive. See the full Knowledge Graph for reference paths, or the primary record for the full deposit with reference details.