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Source changed 2026-10-03 02:22:15 UTC · snapshot created 2026-10-03 03:38:22 UTC · last check 2026-10-03 04:40:20 UTC

MMP.17:12 - Relations

  • MMP.11 supplies families constrained by known relations; MMP.17 consumes them to reproduce selected source responses.
  • MMP.7 and MMP.13 supply the obtaining law and qualified inference for stochastic construction cases. MMP.12 supplies ambiguity, stability and regularization when the replacement enters an inverse problem.
  • MMP.14 finds and repairs predictive discrepancies that can require a changed source model; a surrogate-to-source discrepancy can often be repaired within the present construction.
  • CMP.7, CMP.6 and CMP.8 supply, respectively, a learning rule with further-use conditions, iterative computation where needed, and numerical approximation or error propagation. None selects the receiving model response on behalf of the practitioner.
  • C.2.8 and EXD distinguish recoverable structure and explanatory work from predictive agreement. C.28.MR supplies intervention consequences inside a stated causal model; agreement of surrogate outputs does not identify that model.
  • C.11/C.11.CRC compare worthwhile choices and contributions; C.18 governs retention and Pareto-front claims; G.5 declares a selected set when that is the needed result. E.22/E.23 frame and conduct improvement. MMP.17 supplies the candidate replacements and their response/error/cost consequences, not another portfolio or improvement method.