ContextCov: Deriving and Enforcing Executable Constraints from Agent Instruction Files

Researchers have developed ContextCov, a framework that converts passive natural language instructions for AI agents into active, executable guardrails to prevent code violations. The system addresses 'Context Drift' where AI agents deviate from project guidelines, creating automated compliance checks across static code analysis, runtime commands, and architectural validation.