SkillOpt Ablations and Sleep: When Should an Agent Accept, Gate, or Reflect on Skill Updates?
A descriptive analysis of 499 completed SkillOpt run summaries, plus a controlled five-night SkillOpt-Sleep study, examines the trade-offs between exploration, validation gates, partial-credit signals, and compact reflection memory.