May 2, 2026ACE
Context quality matters more than context volume
Observation
Large context windows do not automatically produce better agent behavior. When irrelevant documents, stale state, or unrelated tool outputs enter the prompt surface, planning quality can degrade even as available context increases.
Decision
ACE is built around the premise that context must be ranked, scoped, and pruned before generation.