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A stratified, semiring-parameterized Datalog and its reference engine — the symbolic core of a neuro-symbolic logic system. Bool/Trop semirings, stratified negation, aggregates, exact probabilistic (?prob) queries, and a stable-model (@asp) solver.
Logical English (Kowalski 2020) compiled to Datalog, and back: a compiler, an LPS reactive-rule driver, a meta-level use/mention embedding, and a reverse Datalog->LE renderer.