experimental industry study
MLOps · eight leads
a fixed comparison as of december 2024, with retained passages, unresolved eligibility gates, and conditional research hypotheses.
open the experimental study →prototypes and provisional research. results retain their evidence limits and require further validation.
experimental ML evaluation / offline
evidence and claim benchmark
a 20-case replay harness for evidence selection and temporal checks. semantic accuracy remains provisional; forecasting and portfolio evaluation remain gated.
read the benchmark and run instructions ↗