Hong-In Won

Backward Completion Pools for Domain-Specific LLM Agents: Soft Search Modulation with Compiled Relaxations

Production LLM agents serve repeated requests against fixed applications - booking, CRM, project tracking - where goals recur as templates. Current methods allocate test-time search effort using learned signals (process reward models, self-evaluation), which cost extra model call...