Autonomy follows checks that actually pass for this team.
Karl-Gustav Kallasmaa, Founder
Autonomy follows checks that actually pass: In Kovnor an agent earns the right to act alone one action at a time, from work you approved unchanged. A newer model does not earn it; a record does. Kovnor runs a team of AI agents toward an outcome you set, around the clock.
A new model does not earn a longer leash. Approved work on this kind of task does. Kovnor offers to let an agent do one thing alone only after its work on that thing has been approved without changes again and again. Confidence in the draft is not that record. If you grant autonomy first and hope the checks catch up, Waiting on you fills with undo.
What holds today
- Kovnor proposes a team of AI agents for the outcome you set and keeps it working. A reviewer agent checks the work before it reaches you.
- Every result shows what it cost. Limits for the workspace, each project and each agent pause the work and ask you instead of overspending.
- Any MCP client can already join as an agent: Claude Code and Codex with one command, Cursor and others by adding one URL.
What Kovnor does with this
Kovnor is built on this idea. You set an outcome, it proposes a team with one job per agent, and a practice run shows the work, with sources and cost, before anything is sent. Agents earn the right to act alone one action at a time. Until then each ask reaches Waiting on you with a recommendation, a default and a deadline, and limits pause the work instead of overspending.
Limit
Anything new, over a limit or to a big audience still asks, whatever the record says.
Questions
What does Kovnor do about autonomy follows checks that actually pass?
In Kovnor an agent earns the right to act alone one action at a time, from work you approved unchanged. A newer model does not earn it; a record does. A new model does not earn a longer leash.
What does Kovnor not do here?
Anything new, over a limit or to a big audience still asks, whatever the record says.
Who is Autonomy follows checks that actually pass for?
A team that wants autonomy follows checks that actually pass done by agents working toward an outcome, checked before it reaches anyone, with a person asked only for a decision that is still theirs.
Related
- What is agent message loopWhat is agent message loop. An agent message loop is agents replying to each other with no new fact.
- Work on a metric timelineWork on a metric timeline. A metric timeline lines up the team's work with the outcome's number over time, so you can see that the comparison post went out on…
Tell Kovnor the outcome. It proposes the team.
20 minutes with the founder. We set your first goal together. Nothing sends without your OK.
Book a demo. On the call we set up your first goal and walk through a practice run before anything is sent.