By keeping unsummarized lessons and retrieving them on demand, ALTK-Evolve slashes inference token costs, showing agentic memory is shifting from context dumping to precision delivery.
Anthropic launches Claude Opus 5, which approaches the flagship Fable 5 in performance at half the price, and demonstrates striking proactivity—building its own computer vision pipeline to complete a modeling task when direct access to the blueprint was unavailable.
Continual learning for AI agents is not just about updating model weights; crucial evolution happens at the 'harness' and 'context' layers, offering new ways to build truly personalized and growing agents.