AI Agent Platform for Gyms
A technical review of an AI agent platform already running in production across multiple gyms, focused on surfacing security, reliability and cost risks before the system was scaled further.
- Found duplicated LLM calls inflating both cost and latency
- Identified secret keys exposed in the codebase
- Flagged sensitive routes shipping without proper protection
- Delivered prioritized, practical fixes ahead of scaling
What I Handled
- Reviewed existing AI workflows and implementation
- Identified duplicated LLM calls increasing cost and latency
- Identified exposed secret keys
- Identified sensitive routes without proper protection
- Reviewed reliability and maintainability risks
- Provided practical recommendations for improvements
Outcome
Surfaced concrete production risks around security, cost and route protection, and clarified exactly what needed to be fixed before the platform could be safely scaled.
Technical Focus
AI agent workflows, LLM usage, security review, route protection, API safety, reliability, maintainability, cost control.



