Recursive self-improvement through collective intelligence

INNER LOOPevolving the team round 1 · iteration 1 · champion: — Multi-agent executor agents sharing one model orchestrator 1 2 3 subagents Self-evaluator judges the workspace ✓ new champion Self-optimizer rewrites the workflow Workflow v1 hop 1 2 3 role role role instruction instruction instruction contract contract contract workspace feedback revised workflow, given to the team as its prompt ℒ(0) ℒ(0) ℒ(0) OUTER LOOPlearning from the team's work = the same model in every role Run champion ×18 Self-rank workspaces Keep the best 16 Fine-tune, workflow removed model capability ℒ(0) base ℒ(1) ℒ(2) instruction contract