nx_builder_quant.nx

nx_builder_quant.nx -- the BUILDER's operating-point decision (RACI: the Builder ARCHITECTS the approach, using the Engineer's diagnosis and the Council's quality policy -- it does not measure or set the policy, it DECIDES under them). Given a kernel and a menu of quantization options, the Builder: 1. asks the ENGINEER which constraint binds (memory vs compute); 2. if MEMORY-bound, trading bytes for speed pays -> pick the QUALITY-BALANCED option (Council floor + quality-slightly-over-speed weighting). NOT the smallest/fastest -- the balanced one. 3. if COMPUTE-bound, fewer bytes won't help (the lever is the inner loop / search governor), so DON'T sacrifice quality for size -- keep the HIGHEST-QUALITY option and let compute-opt do the speed. (Balance, with quality favoured, in both regimes.) license_tier: ORIGINAL