How the manuscript connects sparse lifting to general fixed-width SAT
The chain is: normalize a fixed-k CNF while retaining declared variables; partition its satisfying assignments into disjoint sparse leaves; construct initial support checks; select more parity rows by exact sparse-system counts; count the final system via integer parity lifting, shared truncation, checked replacement layouts and rational interpolation; add leaf counts. For fixed k>=2 the manuscript concludes (n+m)^{O_k(1)}2^{O_k(rho(n))} bit operations and polynomial space, with exhaustive fallbacks for finitely many failing sizes. This learning path exposes the contracts and reductions behind that conclusion. Model reviews and finite exact checks are not independent expert verification of the full theorem, a production SAT solver, or evidence of practical speedup.
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