EARNED AUTONOMY FOR AGENTS

Turn agent performance into earned authority.

Self continuously evaluates real-world agent performance, allowing agents to operate with less human oversight.

PRIVATE PILOTS / 2026

THE EVALUATION LAYER

Evaluate agents in the context that matters.

Self evaluates agent performance against human oversight and downstream business results — not just whether a workflow technically completed.

TIME When it happened.

AGENT Which agent, and where it runs.

ACTION What it did — reasoning, tool calls, the actual output.

HUMAN JUDGMENT How a person reviewed it: approved, corrected, escalated.

BUSINESS OUTCOME What happened downstream, and what it cost.

THE LEDGER Every task becomes another row. This runs continuously.

SELF EVALUATION ENGINE Runs continuously on everything the agent has done.

Time Agent Action Judgment Outcome
09:51:25 procurement.agent Renew vendor contract Approved $8,400 · closed
09:51:31 procurement.agent Match invoice to PO Approved $2,150 · closed
09:52:04 procurement.agent Flag duplicate invoice Corrected $19,270 · recovered
09:52:18 procurement.agent Onboard new vendor Escalated held 41 min
09:53:02 procurement.agent Release payment batch Approved $126,900 · closed

SELF EVALUATION ENGINE

Evaluates every agent you run on the work it actually does.

RUNS CONTINUOUSLY

THE AGENT PROFILE

Self gives every agent a living operating profile.

Self maintains a continuous state of competence for every agent, in the context of the work it actually does.

LIVING PROFILE

Accounts Payable Agent

Updated 2m ago

Production · vendor verification and invoice matching

CAPABILITY

Know What the Agent Has Proven It Can Handle.

Vendor matching

Existing vendors Strong
New vendors Developing
Ambiguous vendors Needs review

Competence is contextual. The same agent can be dependable on familiar work and unproven at the edges of it, and Self holds both readings at once.

LEARNING

Turn Real-World Experience Into Better Future Performance.

CORRECTIONS BY A PERSON

FIRST ENCOUNTERSLATER

Self identifies useful patterns from repeated experience and helps approved knowledge carry forward, so the same correction stops arriving twice.

AUTHORITY

Give Agents More Responsibility Where They've Earned It.

Refunds

Routine, low risk Act
Moderate risk↑ Act + Audit
High risk Ask
Restricted Deny

Self helps organizations define and continuously refine where agents can act independently and where people should stay involved.

EARNED AUTONOMY

Autonomy grows with demonstrated performance.

Oversight is set per class of work, not once per agent, and it moves in both directions.

LIVING PROFILE

Accounts Payable Agent

Updated 2m ago

Production · vendor verification and invoice matching

STAGE 04

Full Autonomy

Posture
Standing authority
How the work runs
The agent handles proven work independently, much the way a defined role does.
What a person does
Sets the ceiling, reads the record, and can withdraw authority at any time — which takes effect immediately.
What moves work here
A sustained record on this class of work, within the authority the organization has agreed to delegate.

STAGE 03

Exception Review

Posture
Bounded autonomy
How the work runs
Routine actions complete without a person. Anything unusual or high-consequence routes to a human.
What a person does
Handles the exceptions the agent surfaces, rather than the queue of routine work behind them.
What moves work here
Demonstrated performance on the exceptions themselves, not only on the happy path.

STAGE 02

Selective Review

Posture
Narrow autonomy
How the work runs
The agent acts within stated limits, and a defined share of its work is checked afterward.
What a person does
Reviews the sample, and investigates anything the sample turns up.
What moves work here
A consistent record on the narrow work the agent has already been allowed to do.

STAGE 01

Full Review

Posture
Every action checked
How the work runs
Nothing takes effect until a person approves it.
What a person does
Reviews every action — and every one of those reviews becomes part of what the agent is judged on.
What moves work here
Every agent starts here. Work only moves up after it has been done well, in production, for long enough to mean something.

THE DIFFERENCE

From observability to autonomy.

Observability helps teams understand agent behavior. Evaluation helps them judge it. Self decides when that behavior is reliable enough to remove supervision.

WHAT EXISTS TODAY

Observability

Understand what happened

refund_order(#88224) · $119

09:41:06 tool_call: stripe.refund

09:41:07 response: 200 ok

09:41:08 status: completed

Traces, logs and replays. You can see every step an agent took and find the one that broke — once somebody goes looking. Nothing about the record changes what the agent is allowed to do tomorrow.

Evaluation

Understand how well it performed

refund_order(#88224) · $119

quality
8.4
policy match
9.0
latency
6.0

Scores and quality measures on runs and outputs. You learn how good the work was. You still have no basis for deciding which of it a person can stop checking.

THE MISSING LAYER

Self

Decide what to trust it with next

refund_order(#88224) · $119

ACT

Self reads the same work in the context of human oversight and business results, and turns it into what the agent is allowed to do without a person. Supervision falls where it has been earned, and returns the moment it should.

Better agents. Less supervision.

Autonomy is earned one class of work at a time, and withdrawn just as fast.

FAQ

Frequently asked questions

Observability shows you what happened. Evaluation tells you how good the work was. Both stop there. Self takes the same record and decides what the agent can handle without a person next time, based on what actually happened downstream rather than on whether the run finished cleanly.

Every completed task becomes a record of what the agent did, how a person judged it, and what happened downstream. That record runs through Self’s evaluation engine, which reads it in the context of everything else the agent has done in that class of work, and maintains a competence state for the agent and translates that into its authority.

Yes, and it happens on its own. A pattern of corrections or a bad outcome pulls oversight back as soon as Self sees it, with no review cycle to wait for. Your team can also withdraw authority by hand at any point, and that takes effect immediately.

Not for long. Authority covers one class of work at a time and gets re-evaluated as new work comes in, so an agent would have to keep getting real results on tasks that carry consequences, and any correction pulls it back. At that point it is not gaming the system. It is doing the job.

No. It changes what they spend the day on. Nothing moves until an agent has built a record on a given class of work, so review stays exactly where it is now. Once that record exists, the queue of routine approvals shrinks and your reviewers work the exceptions.

GET STARTED

Capability is demonstrated. Authority is earned.

Tell us what your agents run today, and where the oversight costs you most.