Research and infrastructure for representational accuracy in human-AI systems. The Behavioral Specification is the interpretive layer above retrieval that supplies the framework facts are read through. Empirical foundation: the Beyond Recall preprint (Gulaya 2026). Open source under Apache 2.0.