Praefex

Measured internally, scoped honestly.

Praefex is a proof-backed AI governance and routing system focused on reliability under load, tamper-evident receipts, and measured claims.

In validation cycles where the 27B baseline was healthy, the codeaware policy typically used about 37-39% less compute-proxy at identical 18/18 correctness. This is an internal 18-task benchmark using compute-proxy, not measured production energy. Cycles where the 27B baseline was unhealthy are excluded from this comparison.

Claims should be paired with receipts, hashes, reports, or reproducible tests.

Governor expansion remains staged or shadow until heavier model tests can run safely on appropriate hardware.