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Get Started Free →Use when a research implementation plan exists in docs/superpapers/plans/ and the user is ready to execute it — collecting data, running analysis, producing outputs, writing the paper. Orchestrates task execution with replication-driven verification and two-stage review at phase boundaries.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-15 | ✗→✓ | ▲ Improved | 94% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 23% | 0% |
| case-01 | ✗→✓ | ▲ Improved | 820% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 48% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 83% | 0% |
This skill executes a research plan phase by phase. It starts by invoking academic-baseline as the standing policy layer, dispatches subagents for independent tasks, invokes replication-driven-research as a guardrail, and runs two-stage review at phase boundaries: correctness first, reproducibility second. It must honor each task's declared Skills involved field during execution rather than improvising generic behavior. Stops and asks the user at any scaffolding or destructive action. The skill never proceeds past a phase until both reviews pass.
docs/superpapers/plans/write-plan to implementationdocs/superpapers/plans/YYYY-MM-DD-<topic>-plan.mdreplication-driven-research has been invoked at least once in this project (to scaffold directories) or will be invoked as the first stepacademic-baseline first. This resolves CLAUDE.superpapers.md via the walk-up Read (current working directory, then parent directories) and carries its settings into the session. Keep academic-baseline active through every phase.Skills involved.replication-driven-research to ensure project structure. If directories are missing, propose scaffolding. Wait for user confirmation before creating directories or files at the project root. ## Task: <task title> Phase: <phase name> Skills (from routing table): <list from CLAUDE.superpapers.md table> Skills (from plan): <list from plan's Skills involved field> Will invoke: <union of both lists, no duplicates>
Invoke every skill in the union list before doing any task work. If paper-writing appears, confirm you are in the main session — never dispatch it to a subagent. If journal-guidelines appears, confirm the target journal is resolved — if not, invoke journal-selection first. If a task is missing a clearly necessary skill, stop and repair the plan before proceeding.
journal-guidelines before work begins. If the outlet is not fixed yet, invoke journal-selection first, then journal-guidelines. Never declare journal compliance or submission readiness without this step.data/raw/ to the farthest artifact produced so far. Confirm exit code 0 and that all expected outputs exist.replication-driven-research verification checklist./superpapers:paper-review before submission. The paper-review skill performs a cross-cutting audit of prose, code, tables, figures, citations, and reproducibility and writes a consolidated report. This suggestion is non-blocking — do not auto-invoke and do not gate the plan's completion on it.Use subagents for:
Do NOT use subagents for:
paper-writing skill is invoked in the main session for these tasks)academic-baseline is never optional during execution. If the work is a research task, keep it active.Skills involved field to decide which superpapers skills are active for a task. Do not freehand domain work with generic reasoning when the plan called for a specific skill.journal-guidelines. Formatting a manuscript for a named journal, checking a submission checklist, applying blinding rules, or adapting a template without journal-guidelines is invalid.academic-baselineSkills involved field and improvising the work genericallyjournal-guidelinesacademic-baseline invoked first and kept active during executionSkills involvedjournal-guidelines in the current sessiondata/manifest.md up to date with every dataset usedoutput/logs/ contains the latest execution logoutput/tables/, output/figures/, and paper/Other measured skills in the registry, with their headline benchmark lift.