At GymExec, I built a tool-using AI agent that lets gym owners query live business data in plain language and propose actions. A separate executor revalidates authorization, plan tier, tenant, and amount limits after human confirmation, so the model can’t write directly to the database.
I also built GymExec’s multi-tenant FastAPI platform and a multi-provider LLM chain for ExecSlate, which turns CSV datasets into executive reports. Across my projects, I’ve deployed five apps using Python and TypeScript; my experience running online businesses informs how I evaluate product ideas and AI features.

