user:emmanuelsemugga
created:May 11, 2026
karma:-1
about:

Building UICP — a deterministic constraint-enforcement pipeline for AI outputs. Cryptographic audit trail. Open to adversarial review. github.com/emmanuelsemugga-code/uicp-pipeline