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kovnor

Long write-ups are not extra coverage for this team.

Karl-Gustav Kallasmaa, Founder

Long write-ups are not extra coverage: Kovnor measures work by the outcome it moves, not its word count. Each result shows what it cost, so a second long memo that repeats the first is easy to see. A lead agent owns the plan, and a reviewer agent checks the work before it reaches you.

Two long memos feel like more research than one. Often they repeat the same sources and skip the same hole. Coverage is the set of questions answered, not the word count. Ask what the second memo established that the first did not. If the answer is tone, you paid for a duplicate. Keep one artifact and extend it when a real gap shows up.

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 shows cost and outcome. It does not judge whether a memo was worth reading.

Questions

What does Kovnor do about long write-ups are not extra coverage?

Kovnor measures work by the outcome it moves, not its word count. Each result shows what it cost, so a second long memo that repeats the first is easy to see. Two long memos feel like more research than one.

What does Kovnor not do here?

Kovnor shows cost and outcome. It does not judge whether a memo was worth reading.

Who is Long write-ups are not extra coverage for?

A team that wants long write-ups are not extra coverage 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.