CMP.7:10 - Architectural Rationale

The learning algorithm and learned rule must remain distinct because their costs, inputs and failure modes differ. Inductive restriction belongs with the algorithm’s construction: without it, agreement on examples leaves the future rule unspecified. The performance argument then follows the actual feedback and use rather than imposing one sampling theory everywhere.

MMP supplies data and subject-model accounts. CMP.4 and CMP.6 supply effective search or update; CMP.7 assembles those contributions into a learner. Further model assessment, explanation, development and portfolio choice use their existing methods.