At Inishi, I founded and independently shipped a full-stack AI automation platform for MSPs. I built production LLM integrations with structured output validation, audit trails, and one-click rollback.
At Clinica Sierra Vista, I shipped nine internal automation tools that saved more than $14,000 in annual engineering labor. I also automated employee offboarding across Active Directory, Azure AD, and Webex, saving more than 300 hours of IT labor annually.
At Amazon, I developed Python scripts that replaced manual network operations work, including switch recovery validation and access point monitoring. I document automation so team members can operate or debug it, and build observable systems with traceable changes.

