Prepare and run AgentPilot improvements through one entry. Use when the user requests AgentPilot or iterative improvement with it. The current agent fills missing task/evaluation inputs, then hands a ready environment to the configured AgentPilot runner.
Set up or use the OpenSpace component of HKUDS AgentPilot for retrieving and retaining agent skills. Use when the user asks for OpenSpace skill management or its MCP connection; ordinary coding improvement uses agentpilot.
Set up or run RSI Arena benchmark evaluations from HKUDS AgentPilot. Use for AIME, Terminal-Bench, and comparing improvement methods; use agentpilot for the unified RSI entry or ordinary coding work.
Choose experiments and use their results when investigating program improvements with the portfolio research tools.
Use source and execution tools to investigate a supplied program and check a proposed change against evidence.
Incremental audio production with duration mismatch handling, adaptive stem extension, and pre-mix alignment verification
Audio production with diagnostic analysis, timecode parsing from documents, and verified export workflow
Incremental audio production with duration alignment handling, per-stem verification, and adaptive extension strategies