Docs/Push/Reproduce our results
CLIENT 0.5.1PYTHON 3.8+

Reproduce our results

Run the headline cells yourself with a fresh key and disclosed seeds.

Public repositories contain plant models, fairly tuned baselines, pre-stated verification bars, checkpointed result files, and seed discipline that separates tuning from analysis.

Free-key cells run to n=4096. Larger offline campaigns use the licensed local build.

The client drives the protected production service as a black box. No private update rule appears in the repositories.

Need the answer on your plant?

Run preflight, inspect the evidence scope, then compare the active default and your incumbent under one measured budget.

Start evaluation