AgentPilot

Use this one entry to prepare inputs and run the real AgentPilot proposer → worker → eval loop. Read the user's goal, project instructions and relevant existing configuration, preserving their edits and choices. The current agent prepares and operates the runner; the configured engine owns improvement decisions and policy updates.

Choose the workflow

• An existing formal run or runnable RSI configuration fits the request: follow references/formal.md and its existing task, evaluation, worker and budget. Resume its own records when continuing a run. Examples or templates elsewhere in a repository do not by themselves select an experiment.
• The task, evaluation or runnable setup is missing: prepare it in the current conversation as described below, then reassess readiness and continue through the same entry. You do not need a session or JSON handoff to begin investigating. A test command alone is not a configured Arena environment.

The installed core launcher, when needed:

{{AGENTPILOT_COMMAND}}

Prepare incomplete inputs

Use your normal reading, editing and command tools. Understand what the project does and inspect relevant tests or failures. Without an explicit task, infer a focused improvement from real project evidence; if the project and conversation cannot establish what to do, ask only for the missing information. A bare invocation is valid, but an empty project is not a reason to invent requirements.