Author of "The SpecOps Method: A New Approach to Legacy System Modernization." https://spec-ops.ai/book.html #CivicTech #AI #SpecOps #OpenData

GitHub	https://github.com/mheadd
Website	https://civic.io/about/
LinkedIn	https://www.linkedin.com/in/markheadd/
BlueSky	https://bsky.app/profile/mheadd.bsky.social