LatentHarness: Learning Latent Actions for Memory and Reasoning via Counterfactual Policy Distillation

Long-context reasoning faces two complementary bottlenecks: retaining evidence across long inputs and sustaining computation across many reasoning steps. Existing approaches largely address them separately, with external memory extending access to distant evidence and latent reasoning compressing mu