ReFold: Training-Free Reversible Inter-Turn Context Folding for Long-Horizon Agents.

arXiv:2610.07863v1 Announce Type: cross Abstract: Long-horizon LLM agents act on an append-only interaction history that is re-sent to the model at every step, so the context and its cost grow with steps until the sessions exceed the context window. Existing m