RECURSIVE LANGUAGE MODELS
Context itself is the object of computation
Externalize - the full prompt lives in a REPL, not the context window.
Operate - the model writes code to inspect, slice, and transform it.
Recurse - it sub-queries itself over the slices.
Operate - the model writes code to inspect, slice, and transform it.
Recurse - it sub-queries itself over the slices.
ARXIV:2512.24401
Root RLM (depth=0)
Sub-RLM A (depth=1)
LLM A1 (depth=2)
LLM A2 (depth=2)
Sub-RLM B (depth=1)
LLM B1 (depth=2)
LLM B2 (depth=2)
Sub-RLM A (depth=1)
LLM A1 (depth=2)
LLM A2 (depth=2)
Sub-RLM B (depth=1)
LLM B1 (depth=2)
LLM B2 (depth=2)