Competence Infrastructure for AI
Earned autonomy.Built on real work.
Self connects agent actions, human judgment, and real-world outcomes to show what your agents have proven and where they’re ready for greater autonomy.
Work produces outcomes.
Review reveals what made them possible.
That evidence informs what comes next.
We already know how responsibility is earned.
Experience accumulates.
- Shadowing
- Reviewed work
- Owns a task
Reviews become work events, not a fresh start every time.
The review stays with the work.
- Agent actionRequest routed
- Human correctionDestination changed
- ✓Recorded outcomeAccepted after review
A team assigns scope.
Your policy determines the boundary.
For developers
Test what actually goes wrong.
Inspect a failure. Compare a change. Keep the requirement for the next release.
“Where does this claim come from?”
“Which passage supports this?”
“Can we trace that to a source?”
Find the source without a hint.
Cite a supporting passage, or say none is available.
For operating teams
Delegate by task.
Stay in control.
See the evidence behind each responsibility and keep permission under your team's control.
Route to Billing
✓Within the routing policy
Routing evidence retained
Issue a refund
Human approval
Change the model.
Keep what you've learned.
Retained corrections give the next configuration a concrete question to answer.
Can it route the request without the correction?
New model. Fresh assessment.
- Action
- Correction
- ✓Outcome
History retained
Keep the requirements in view.
A Success Contract states what acceptable work means for the customer. Self connects the attempt, human judgment, and eventual result so that changes can be compared against the same requirements.
Read the methodFrom the method
to your first workflow.
Inspect the example and its limits.
Source evidence, requirements, and a proposed comparison—with the technical detail kept together.
Read the example documentationStart with a workflow.
Discuss the work your agents do and the decisions that need review.
Discuss scope with Self