Doug Cain

Doug Cain is a Technical Director based in Oxfordshire with roughly a year of intensive AI integration experience, leading adoption at any-3 Ltd.

Doug builds sophisticated end-to-end AI workflows—from MCP agents and AWS Bedrock infrastructure to multi-model verification systems that catch errors other practitioners miss. They architect AI into operational systems, not just conversations: monitoring, anomaly detection, failure diagnosis, security reasoning. Their critical evaluation instincts, honed through software engineering fundamentals, let them deploy AI where it matters while knowing exactly where to draw the line.

This is someone whose technical depth and strategic restraint position them to scale AI capability across teams, not just accumulate it personally. The systematization is coming.