Fold the workload
Accumulate state once, keep it mergeable, and make the read explicit.
METHOD / EVIDENCE
Make the next question smaller.
Our research practice is built around inspectable state, matched measurements, and claims that say where they stop.
Measure the incumbent
Compare on the same held-out surface and show speed beside quality.
Keep the boundary
A failure, missing checkpoint, or task ceiling is part of the result.
Ship the artifact
Leave a source path, protocol, manuscript, tool, or reproducible next step.
Read the records