Trace grading connects evaluation to operations
Step-level grading makes it possible to locate where a workflow failed even when the final result appears acceptable.
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
Step-level grading makes it possible to locate where a workflow failed even when the final result appears acceptable.
FUURAA interpretation
Why this could matter
Teams can turn production traces into evaluation datasets and improve specific stages instead of retraining blindly.
How to read this signal
A direction still taking shape
Multiple developments point in this direction, but timing, adoption and outcomes remain open.



