LEARNING FROM REAL WORK

Better with every case.

Turn reviewed feedback into measurable improvements. Choose a problem, save a plan, and follow the evidence.

Create an improvement plan

IMPROVEMENT WORKSPACE

These three agents have registered test variants. Coverage of other agents is not certified here.

01 · OBSERVE

What needs attention?

From evidence

02 · PLAN

One problem. One next step.

The plan is assigned to you and visible to colleagues with agent access. Its baseline is captured from the review ledger.

SAVED PLANS

From intention to visible progress.

Show archived plans

03 · TEST · 04 · MEASURE

Does the new version help?

Review real cases

Scheduled tests compare the same independent cases in both versions. People assess accuracy, usefulness, and critical errors.

REVIEWED QUALITY

Each version, with its own evidence.

Results stay separate by control, model, and version.
Control / version	Judged cases	Usefulness	Accuracy	Critical errors	Quality gate

05 · DECIDE & LEARN

Keep what helps. Investigate what regresses.

A saved plan does not activate a rule. A good sample result still needs end-to-end workflow testing and human approval. The overall score and 7/10 target remain unverified.

Open decision review →