Linear triage & RCA pipeline
Multi-agent system that polls Linear every 15 minutes, classifies tickets, routes them to the right of 14 teams, and posts code-level root-cause analysis straight onto the ticket.
Senior Product Manager shipping a CE-marked medical device used by patients managing chronic conditions at home. The connector between people and possibilities — building digital health with empathy at scale.
I work with Claude Code daily. PRDs that took half a day take an hour. Screens that needed a designer's queue ship the same morning. iOS bugs get triaged before standup. The PM workflow rebuilt around a tool that compounds.
A patient interview reframes the problem. Shared understanding aligns five teams. A prototype turns the insight tangible. The ship improves an outcome.
And the trust earned by shipping something useful opens the next conversation — deeper than the last. That's empathy at scale.
Multi-agent system that polls Linear every 15 minutes, classifies tickets, routes them to the right of 14 teams, and posts code-level root-cause analysis straight onto the ticket.
Authored the source-of-truth release doc coordinating 5 product teams on a single iOS/Android codebase — the playbook that lets us ship weekly (from monthly) under full MDR compliance. The doc people link to in Slack when there's ambiguity.
Daily headless Claude run that pulls new fatal crashes from BigQuery, reads the iOS codebase, and files a draft Linear ticket with a proposed fix — before anyone's even at their desk.
Co-led a global engineering org from chapter-based Scrum to Team Topologies value streams running flow-based Kanban. Outcome that stuck: release cadence went from monthly to weekly on the CE-marked app.
Master in agile transformation and experienced product manager.— Reference · former colleague