Travis Sanford is an infrastructure engineer currently at Stellar Cyber, where he works on cybersecurity systems at scale. His background spans cloud infrastructure, site reliability engineering, and distributed systems — the kind of work that requires things to not break in production.

At Deconstraint, Travis leads deployment and infrastructure. His writing covers the technical side of AI agents — what MCP actually is, how autonomous systems get built, and what it takes to run AI reliably at the small business scale.