Domain-specific hyperspecialization (for SAT)
Summary
The article introduces LymphoSAT, an ensemble of 126 specialized SAT solvers designed for different problem shapes, built with AI agents and significant LLM-powered automation. It argues SAT as a universal constraint-problem IR and explains how domain-specific hyperspecialization can outperform general-purpose solvers, with architecture details and economic rationale for AI-driven solver construction. It also discusses future directions for SAT research and evaluation formats.