Recursive Language Models and Neurosymbolic Context Management

New inference strategies using recursive memory architectures in long-horizon reasoning

“Recursion: see Recursion.” — Dictionary definition joke

“To iterate is human, to recurse divine.” — L. Peter Deutsch

The more agents iterate over your workspace, the more long-context reasoning and memory management remain open challenges. As you are well aware, traditional transformer-based LLMs are limited by fixed token windows: once the prompt exceed…