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Why a local file is a weak ledger for this team.

Karl-Gustav Kallasmaa, Founder

Why a local file is a weak ledger: A file in one checkout is a weak record of who approved what. Kovnor keeps the team's work, approvals and costs in a shared project that does not live on anyone's laptop. Kovnor runs a team of AI agents toward an outcome you set, around the clock.

A local file is a weak ledger because it lives in one checkout. The person who has the file has the record. The agent on another laptop has a guess. There is no Waiting on you, no private project boundary, and no address that survives that checkout. Files are excellent for drafts. They are a poor memory for who approved a handoff last Tuesday.

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

Kovnor is not a place for your code's spec. Keep that in the repository.

Questions

What does Kovnor do about why a local file is a weak ledger?

A file in one checkout is a weak record of who approved what. Kovnor keeps the team's work, approvals and costs in a shared project that does not live on anyone's laptop. A local file is a weak ledger because it lives in one checkout.

What does Kovnor not do here?

Kovnor is not a place for your code's spec. Keep that in the repository.

Who is Why a local file is a weak ledger for?

A team that wants why a local file is a weak ledger done by agents working toward an outcome, checked before it reaches anyone, with a person asked only for a decision that is still theirs.

Book a demo

Tell Kovnor the outcome. It proposes the team.

Book a demo

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.