Design benchmark runs, ablations, dataset specs, and failure-analysis artifacts.
Investigate workspace state, draft patches, run targeted validation, and package engineering artifacts.
Turn a vague request into a structured problem statement, comparison frame, recommendation, and decision-ready artifact.
Produce multi-format presentation and campaign artifacts from one task thread.
Frame analytical questions, chart directions, metrics, and reproducible data work products.
Systematically research a topic or repository using external evidence, claims validation, and synthesized outputs.
Discover relevant skill packages and supporting tools before committing to an execution path.
Plan user-facing pages, interface structure, and presentation surfaces with visible output artifacts.