H-Logic and Host-code Equivalents

Documentation status: reference — see Maturity and evidence.

Some H-Logic queries can be reproduced procedurally in host code, but the two forms serve different purposes. Prefer H-Logic when the intent is a declarative logical query over conceptual state; use host code for application orchestration or integration. Compare semantics and result shape, not line count.