| Constraint/shape validation over graph assertions | W3C SHACL Recommendation (2017) | Separates “assertions” from “constraints” | Couples structural contracts with lexical guardrails to prevent prose regression | Adopt/Adapt — adopt “explicit contracts”, adapt by binding to Tech↔Plain and rewrite discipline |
| Qualified statements / reification patterns | RDF‑star / SPARQL‑star (2017+) practice family | Reification/qualification when hidden arity appears | Requires explicit RelationKind + change‑class lexicon (not just representational qualification) | Adapt — representation is not enough without kind selection + change semantics |
| Architecture views & correspondences | ISO/IEC/IEEE 42010:2022 | Viewpoints and correspondences as first-class concerns | Forces viewpoint discipline inside relation qualification + prohibits silent polarity flips | Adopt/Adapt — adopt viewpoint accountability, adapt by embedding it into relation records |
| Bidirectional transformations / optics | Pickering et al., Profunctor Optics (ICFP 2017) and successors | “Pairs of projections + laws” as stable lenses | Uses optics as conceptual stabilisers for multi‑view relations while keeping Core notation‑neutral | Adapt — use as a stabilising lens, not as mandated notation |
| Compositional modelling (applied category theory) | Fong & Spivak, Seven Sketches in Compositionality (2019) | Stable abstract lenses reusable across domains | Embeds lens choice into an authoring discipline with explicit slots + guardrails | Adapt — keep the categorical lens didactic; operationalise via SlotSpecs + change lexicon |