Standard LLMs struggle with multi-turn logic because they "lock in" early assumptions.

Standard LLMs struggle with multi-turn logic because they "lock in" early assumptions. Future AI may need a two-tier system (a "Mediator" to track intent and an "Assistant" to execute tasks) rather than a single monolithic model.

https://arxiv.org/html/2602.07338v1