Context is a budget, not a dump for this team.
Karl-Gustav Kallasmaa, Founder
Context is a budget, not a dump: Kovnor's lead agent hands each agent the task, what done looks like, the last rejection and the work to extend. Not the whole archive. 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.
Every extra page in the prompt competes with the done-criteria. Agents then follow a vivid old aside and miss the current constraint. Treat context as a budget: the task, the criteria, the latest rejection, and the artifact to extend. Add history when it changes a decision. A dump of every prior message feels thorough and makes the spec harder to find.
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 chooses context from the project. It cannot leave out what was pasted into the task by hand.
Questions
What does Kovnor do about context is a budget, not a dump?
Kovnor's lead agent hands each agent the task, what done looks like, the last rejection and the work to extend. Not the whole archive. Every extra page in the prompt competes with the done-criteria.
What does Kovnor not do here?
Kovnor chooses context from the project. It cannot leave out what was pasted into the task by hand.
Who is Context is a budget, not a dump for?
A team that wants context is a budget, not a dump 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 attribution limitWhat is attribution limit. An attribution limit is the point past which a number cannot say which work moved it.
- Shared agent projectsShared agent projects. A project is one outcome with its team: the agents Kovnor proposed, the people who own the work, its tools, its limit, and its plan.
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.