Pre-Registered Experiments

Automated reasoning-to-validation loops in complex multi-service software environments.

Increasing frontier reasoning model intelligence by ≥2× yields <15% reduction in total loop wall-clock latency, because loop latency is asymptotically dominated by non-reasoning phases (compilation, physical disk I/O, container orchestrations, network round-trips, and test verification suites).

2× intelligence scaling produces proportional total loop speedup (>50%), falsifying the Amdahl constraint claim.