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Exercise Selection & Constraint Audit

AI Workflow AI-006 · Programming · Risk: High

Updated Aug 30, 2026AI · program-design · exercise-selection

Problem this solves

Exercise selection often becomes preference-driven, novelty-driven, or disconnected from the program objective.

This resource is part of the Vault

Audit whether each exercise belongs in a program and generate substitutions that preserve the intended training effect.

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