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Get Started Free →Judge and reshape the story told by a manuscript and its figure deck. Use when revising paper structure, testing whether Figure 1 is a hook, ordering figures, moving panels, identifying missing analyses, or defining the claim passed to figure-composer.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | -36% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -43% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -43% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -47% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -55% | 0% |
Use this skill before figure-composer. The sidecar only builds schemas and self-contained reviewer instructions. Model reasoning happens in the current Agent or an explicitly delegated Wisp Agent, never inside Python.
paper_brief_task(...). Produce a brief matchingpaper_brief_schema() in the current Agent. If delegate_tasks is advertised, the brief may instead be assigned to one reasoning task with a structured output schema.
composite_path values and fixunsupported claims before continuing.
pdf-explore to render the relevant pages to localimages. Pass their concrete paths to narrative_review_task(...).
view_image. Optionally delegate one handling-editortask with the minimum advertised reasoning, project_read, and image_inspection capabilities and narrative_review_schema().
arc as the main-figure order;figure_moves;missing_panels into explicit analyses;kill_list;boldest_defensible_fig1 to figure-composer.yes and nofigure moves or missing panels remain.
Use run_in_context only for deterministic analyses requested by missing_panels. Narrative reasoning and Agent delegation are not Runs.
python.and viewed.
Other measured skills in the registry, with their headline benchmark lift.