● Sep 2026 – Presentin progress
Own project
rag-motion
An AI assistant for strength coaches that answers only from trusted sources, cites every claim, and builds full training programs with an agent.
- answers breaking a client's equipment limits, out of 13
- 4 → 0
- answers breaking a client's equipment limits, out of 13
- agent-built programs passing every check, up from 15/20
- 30/30
- agent-built programs passing every check, up from 15/20
How it works
- 1
Read the limitsa small model call pulls equipment, age group, and experience level from the question
- 2
Expand gym slanga dictionary turns shorthand like RDL and BSS into full exercise names
- 3
Retrievepgvector finds the closest exercises and passages, filtered in SQL to what the client can use
- 4
AnswerGemini writes from that evidence only and cites every claim
- 5
Checkcode verifies every citation before the answer is shown
