Program-as-Weights: Compiling Natural-Language Specifications into Compact, Locally-Executable Neural Programs

Many everyday programming tasks resist clean rule-based implementation, such as alerting on important log lines, repairing malformed JSON, or ranking search results by intent, and are increasingly outsourced to large language model APIs at the cost of loc