Illustrative diagram of an AI-assisted control-design workflow: model, operating point, linearization, controller candidates, closed-loop simulation and verification, with AI agents supporting each step.

Taking an AI control-design platform from concept to a validated MVP

Technical Product Manager at an agentic-AI startup (name withheld): MRD, 100+ customer interviews, requirements and backlog, a team of seven engineers, two proof-of-concept cycles, an approved readiness gate and the go-to-market plan.

ViGenX editor with a plain-language brief at the top and the generated workflow graph below it.

ViGenX: an AI video editor that shows its plan before it runs

An open-source AI video editor that turns a plain-language brief into a typed workflow graph you can edit, with human approval before anything renders. Pre-1.0.