Harness-Model Collaboration for Long-Horizon Continual Learning.

arXiv:2610.34724v1 Announce Type: new Abstract: Long-horizon agents continuously encounter reusable procedural knowledge, yet existing systems typically rely either on model adaptation or external memory, trading persistent learning for rapid reuse. This limit