Sport governance failures rarely sit inside one phase. A regime enters through ownership, then consolidates through governance dependence and narrative control, and clubs further down the pyramid run on volunteer boards with no working financial visibility. Diagnosing any one of these in isolation produces papers. Fixing them requires a stack. DASHFRAME is that stack: ingress risk, post-capture risk, baseline financial governance, and the implementation routines that make the baseline real.
SAFEMACHINE handles AI. DASHFRAME handles sport. Both follow the same operating principle: build the smallest governance surface that actually constrains the failure mode, document it openly, and make it auditable from the outside. The two platforms do not share code, but they share a method.
Founder of Cinderpoint Systems LLC. M.S. Artificial Intelligence (MSAI), M.S. Management (MSM). Researches how systems fail under speed, opacity, and scale.