FreshContext

FreshContext is context judgment infrastructure for AI agents, RAG systems, and retrieval workflows. Instead of only retrieving more sources, it evaluates caller-provided candidate context for freshness, provenance, confidence, utility, and source profile, then returns decision-ready output: cite, verify, refresh, background, watch, or exclude. The current front door is evaluate_context, with demos, trust gates, and reference adapters included.