System Design
From Claims to a Graph of Accepted Facts
Before a machine can judge the real world deterministically, it must explicitly close that world: evaluate open Claims, project Accepted Facts into a traceable graph, freeze the boundary, and preserve a path to appeal.
Systems Make Genius Shine Brighter
Genius without structure drifts, and structure alone is mediocre. Only when genius and structure multiply does the real value emerge. The ZenFlow benchmark (Claude Sonnet, 32 endpoints, 43 minutes) and historical proof from B-17, Toyota, and WHO checklists all demonstrate the same principle.
Why Coding Agents Work and Why They Break
The same model hallucinates in web chat but ships a 200-line feature in a coding agent. Not because the model changed — because the topology changed. Generation can be probabilistic. Verification must be deterministic.