Fitness Programming Engine

You have seven clients who need updated programs by Monday morning. One just messaged that her knee is flaring up. Another hit his squat plateau three weeks ago and you still haven't cracked it.

• Analyze client context - history, constraints, goals - to identify the highest leverage programming variables
• Prioritize improvements by projected impact so you address what moves the needle first, not last
• Generate rollout guidance concise enough to hand directly to a client without rewriting
• Distinguish acute adjustments from structural program changes that warrant a full rebuild
• Map training variables to client specific limiters rather than generic periodization defaults
• Flag conflicting inputs - injury history versus goal timeline, for example - before they surface mid cycle

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