Molly Woodbridge
AI-fluent creative systems thinker on a mission to make systems work better for the people who use them.
My mix of entertainment, nonprofit, and civic work lets me see a system from many sides. I’m building tools that help people weigh a job against real life, and practical approaches to AI that earn public trust through clear decisions, human judgment, and accountability.
I care about what happens after the sale, when someone has to use the tools, navigate the process, and work within given parameters without succumbing to vendor gravity. I build better conditions so people can do better work and save their time, energy, and judgment.
We talk about the divide as though everyone is standing at the same starting line, waiting for an AI account. Start earlier. Does someone have a reliable device, internet access, transportation, time to learn, and somewhere to ask for help? Can they reach the job we're celebrating? Can a small nonprofit afford the staff time to check the work its new AI subscription produces?
We are all trying to build a house, but a marble palace and a shack of rotting wood can both have freshly painted shutters. The paint tells us very little about what either house can withstand.
Human Capacity Infrastructure is the operating layer between buying AI and institutionalizing it: the rules, review layers, source-of-truth systems, and decision gates that keep the work aligned and usable. Two priorities right now. GateForce85 first. Then a working group for AI implementation in local government and public trust institutions, where the people who know the work, technical practitioners, designers, legal counsel, and funders make practical decisions together.
Some call this prompt engineering, AI governance, LLM evaluation, or workflow architecture. I call myself a Systems Producer because the job is bringing an organization's people, operations, and AI together.
GateForce85 status: working browser prototype, pre-pilot. Internal review was model-assisted. One outside code review, done in a personal capacity with no institutional endorsement. It covered the code, not field results. Not yet field-tested.
The asks right now: three to five workforce advisors for a two-week calibration lab on synthetic cases, and people who know the work of local government and public trust institutions for the working group. Message me on LinkedIn.
