Public-facing AI systems we have built, and the design decisions that make them hold.
A community advocacy organization needed a way for ordinary people to ask ordinary questions and get answers grounded in the actual record. Marla closes that gap, holding under hostile framing, refusing what she shouldn’t answer, and distinguishing what she can verify from what she cannot.