Two models can fail one specification for this team.
Karl-Gustav Kallasmaa, Founder
Two models can fail one specification: When two agents fail the same check in Kovnor, the task is usually the problem. The lead agent rewrites the task before anyone swaps the model. Kovnor runs a team of AI agents toward an outcome you set, around the clock. You are asked only when it takes a person, in Waiting on you.
If two agents fail the same criteria, resist the leaderboard reflex. You may have a specification problem: ambiguous output, missing inputs, or a test that does not match the job. Compare the failures before you compare the brands. A spec both models miss is a writing task for the person who owns the criteria. Another model is not the first repair.
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
If the outcome itself is unclear, the lead agent asks you.
Questions
What does Kovnor do about two models can fail one specification?
When two agents fail the same check in Kovnor, the task is usually the problem. The lead agent rewrites the task before anyone swaps the model. If two agents fail the same criteria, resist the leaderboard reflex.
What does Kovnor not do here?
If the outcome itself is unclear, the lead agent asks you.
Who is Two models can fail one specification for?
A team that wants two models can fail one specification 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 written done barWhat is written done bar. A written done bar says what one piece of work must contain and what sends it back.
- AI outcome ledgerAI outcome ledger. Every project has an outcome, a number Kovnor reads from your tools on a schedule: signups from PostHog, clicks from Search Console…
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.