John Withers is a consulting automation and systems engineer with over 20 years experience in backend infrastructure, CI, and CD. For the last few years he has been working extensively in the embedded space doing work on containerization in low-resource environments, secure status monitoring and OTA updates for computer vision edge products, as well as CI pipelines for large ML codebases. Recent clients have included Nvidia and Google.