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- Move Quick Start (now §3) ahead of the data chapter; renumber and fix cross-references and the sidebar nav. - Add §3.1 'Your First Demo': states plainly that data/ ships ID manifests only, gives the one benchmark that runs out of the box (ALFWorld with its bundled path split), and points other benchmarks to the data/README.md materialization step. Also offers eval-only with ckpt/ skills as a lighter sanity check. - Reframe the data chapter as 'Run on Your Own Data' (§4) with a three-step lead-in (split dir -> item schema -> --split_dir) and a pointer to §7.2 for new task shapes. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>