arxivcs.AI2026-07-18
AgentBrew: Lifelong Knowledge Brewing from Strong Teachers to Weak LLM Agents
Deploying LLM agents typically requires a compact test-time student, even if a stronger teacher is available during training. We study knowledge brewing: distilling a teacher's interactive experience into a persistent external memory for the student. Crucially, this requires no w…