The central challenge in agentic data generation is not simply to generate more data, but to continually allocate valid, informative, and non-redundant experience as agents and environments evolve

the central challenge is not simply to generate more data, but to continually allocate valid, informative, and non-redundant experience as agents and environments evolve.

http://arxiv.org/abs/2608.27260v1