Jev Is Not a Paradigm Shift. It’s ust a Fast Classifier.
Jev Doesn't Fix LLM Evaluation. It Just Makes It Faster

Jev Doesn't Fix LLM Evaluation. It Just Makes It Faster

Task completion can stay flat while context compression shifts an agent's budget from execution to redundant retrieval.

A benchmark stops being neutral test infrastructure when the agent can execute code, cross trust boundaries, or affect real systems.
