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Grounding Is the New Scaling: When Declarative Dreams Hit Memory Walls

Configuration sounds like the kind of problem declarative AI was born to solve. A customer specifies requirements. A system knows the rules. The machine fills in the valid product structure: modules into frames, frames into racks, capacities respected, incompatible combinations avoided, technical constraints satisfied. Nobody hand-codes every possible arrangement. Nobody manually enumerates the combinatorial swamp. Lovely. ...

January 8, 2026 · 19 min · Zelina