Stale context becomes the wrong specification for this team.
Karl-Gustav Kallasmaa, Founder
Stale context becomes the wrong specification: When a decision changes, Kovnor's lead agent updates the task every agent reads, so a reversed decision is not obeyed because it was written down first. 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.
A reversed decision left in the context will be obeyed, because it is written down and the reversal was said later in a different place. The latest accepted criteria have to be obvious. When a decision changes, update the task the next agent reads. Do not rely on a newer chat message to outrank an older plan that is still pasted in full.
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
A reversal said only in a chat does not reach the task.
Questions
What does Kovnor do about stale context becomes the wrong specification?
When a decision changes, Kovnor's lead agent updates the task every agent reads, so a reversed decision is not obeyed because it was written down first. A reversed decision left in the context will be obeyed, because it is written down and the reversal was said later in a different place.
What does Kovnor not do here?
A reversal said only in a chat does not reach the task.
Who is Stale context becomes the wrong specification for?
A team that wants stale context becomes the wrong 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 channel mixWhat is channel mix. Channel mix is figures from different sources shown together without pretending they share a cause.
- Agent audit trailAgent audit trail. The audit trail keeps every message, handoff, approval, and review result in the workspace, with who asked, who answered, and when.
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.