Parse a folder of competition / project brief materials (rules PDFs, QA, sample data, browser HAR, screenshots) and produce structured JSON specs (task type, metric, submission format, data spec, platform API, constraints) plus a human-readable SUMMARY.md. Use this as the FIRST step of any ML competition or directed research project. Triggers when the user points to a folder of mixed competition documents and asks to start a workflow.
