
phenotype-calibrated-programming
v1by FitnessGrid
Calibrates multi-week training volume and nutrition targets based on estimated body fat percentage and Fat-Free Mass Index (FFMI).
body-compositionffmiprotein-scalingvolume-calibration
Get an AI coach that uses this skill
FitnessGrid is an AI coach that plans your week and adapts as you go. Install phenotype-calibrated-programming and your coach will follow this protocol every week, learn from what you actually do, and adjust on the fly.
- Your coach builds the week from this skill
- Adapts to your actual progress, not a static template
- Free to start — no credit card, ~60 seconds to set up
Procedure
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Initial Phenotype Assessment
- Gather current biometrics: weight, height, and body measurements.
- Use
estimate_body_fatto determine the user's "Buffer" status (High vs. Low BF%). - Use
compute_lean_body_massfollowed bycompute_ffmito determine the user's "Ceiling" status (Low/Novice vs. High/Advanced FFMI).
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Nutrition Strategy Selection
- High BF% / Low FFMI: Set an aggressive caloric deficit. Calculate protein targets using
compute_protein_targetscaled to Fat-Free Mass (FFM) at 1.6–2.2g/kg of FFM. - Low BF% / Low FFMI: Set a slight caloric surplus (lean bulk). Focus on caloric density.
- High BF% / High FFMI: Set a moderate caloric deficit. Calculate a high protein target scaled to FFM to protect existing muscle mass.
- Low BF% / High FFMI: Set maintenance calories or a very slight, precise surplus to account for diminishing returns in muscle accretion.
- High BF% / Low FFMI: Set an aggressive caloric deficit. Calculate protein targets using
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Macro Implementation
- Use
compute_bmrandcompute_tdeeto establish the baseline. - Use
set_user_macro_targetsto commit the phenotype-specific protein and calorie goals to the user's profile.
- Use
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Training Volume Calibration
- For Low FFMI (Novice): Use
plan_weekto generate a program focusing on linear progression and compound movements with moderate volume (10–12 sets per muscle group/week). - For High FFMI (Advanced): Design a program with higher weekly volumes and periodized intensities to overcome the "Ceiling" effect.
- For Low BF%: If the user is in a deficit, use
update_workoutto reduce total volume while maintaining high intensity (load) to preserve mass despite compromised recovery. - For High BF%: Implement higher frequency with lower session duration to manage higher systemic stress and metabolic load.
- For Low FFMI (Novice): Use
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Multi-Week Programming
- Use
create_weekto build out the initial phase of the calibrated plan. - Provide the user with an expected outcome summary (e.g., "Body Recomposition," "Lean Mass Accretion," or "Physique Refinement") based on their specific BF%/FFMI quadrant.
- Schedule a follow-up assessment for 4 weeks to re-evaluate FFMI and adjust volume or caloric targets as the phenotype shifts.
- Use