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Clayton Baggett

Selected work

Work, with the reasoning attached

Each project is presented with the reasoning attached: what the problem was, how it was approached, what got built, and what the evidence actually shows. Every claim here is tied to something you can see.

In active developmentOngoing

SculptAI

An adaptive AI training system

A training system that keeps the plan aligned with what is actually happening — goals, training activity, recovery, measurements, consistency and progress evidence — so adaptation is the product's job rather than the user's.

Role
Product strategy, architecture, implementation, validation, and operations
  • Adaptive systems
  • Product architecture
  • Mobile-first UX
  • Internal observability
  • AI systems design

Read the case study

SculptAI Gym Mode on a phone, showing the session 'Back + Triceps (Weak Point) · 15min Cardio', 0 of 22 sets done, a seven-exercise pager, start and end movement blueprints for an assisted pull-up, and an 'Equipment busy? Swap exercise' action.
Gym Mode: the session the planner produced, running set by set.

Additional case studies are in preparation, held to the same evidence standard.