Hybrid-AI Expert System Engine v3
The J.A.R.V.I.S. for lifting.
Stop relying on generic LLM wrappers that hallucinate unsafe advice, and simple pre-made spreadsheets that do not conform to your individualized exercise needs. SPOTTR blends enterprise-grade engineering with hyper-precise training heuristics to track performance, adapt to equipment availability, and manage injuries in real time.
The Engine Blueprint
Why SPOTTR Isn't a Wrapper
Interactive Diagnostic Console
1. Ground Truth Filtering
Inputs hit an in-memory Pandas array immediately. Core sports science mechanics, equipment fallbacks, and injury bans are locked down strictly before an AI engine can alter data.
// Loading structured ground truth safely
df = pd.read_csv("exercise_table_rows_v3.csv")
# Immediate deterministic validation bypasses model layer
allowed_slots = df[(df['equipment'].isin(user.available)) &
(~df['injury_tags'].intersects(user.injuries))]LIVE SECPOSTURE DIAGNOSTICSVER: SEC_SPEC_V3
INIT SYSTEM // Zero-Trust Boundary Established
GATEWAY STATUS // Listening on encrypted local sub-net...