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AgentBrew proposes a training-free method for distilling knowledge from strong teacher LLM agents to weak student agents, using a failure-triggered reflection loop and student-aware synthesis to create executable notes, improving performance on coding, math, and tool-use tasks without weight updates.
MDForge is an LLM agent that automates the design of molecular dynamics pipelines for host-guest binding free-energy calculations, achieving human-expert competitive results and discovering a novel high-affinity binder.