Individual skill
research-workflows
Execute the planning, code-review, comparison and export workflows behind the /plan, /review, /compare and /export commands as state machines over OpenScience session state, artifacts and compute. Internal support skill; reproduction, source audits and peer review are the reproduce, sources and peer-review core skills.
backend/cli/skills/research/research-workflows/SKILL.md
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- Last checked
- Nov 2, 2026
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- Nov 6, 2026
- License
- Apache-2.0
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SKILL.mdcore · 4,037 bytesSKILL.mdcore · 4,037 bytesSKILL.mdcore · 4,037 bytesSKILL.mdcore · 4,037 bytesreferences/compare.mddoc · 2,251 bytesreferences/export.mddoc · 2,397 bytesreferences/plan.mddoc · 2,367 bytesreferences/review.mddoc · 2,756 bytes
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# Research Workflow Engine
Treat each workflow as a state machine, not a prose request. Follow the selected reference supplied with this skill. Do not substitute a generic answer for its admission checks, durable state updates, evidence collection, or terminal condition.
## State ownership
- Keep implementation steps in `planwrite` or `todowrite`; replace the complete list on every update and keep only genuinely active work in progress.
- Keep multi-stage scientific completion state in `research_contract`. Define the contract before expensive work, update a stage only at a real boundary, record every materially distinct failed candidate, and pass a check only after observing its evidence.
- Record reusable project method lessons only from a named evidence-backed trial. Treat a one-session lesson as tentative, reinforce it only from an independent session, and reject it explicitly when a later trial supplies counterevidence. Never turn a task-specific scientific claim into standing guidance.
- Keep files in the workspace or a writable connected project folder. Save durable Results through `artifact` with `action: save_file` only when the workflow calls for a reusable artifact, and keep exact claim lineage through provenance tools. Do not copy bulky file contents into conversational status text.
- Preserve a design manifest before execution when later claims depend on temporal freezing, and link producing runs to exact code, inputs, and outputs. A post-run checksum proves consistency, not preregistration.
- Treat jobs, kernels, reviewer findings, artifacts, and verification checks as authoritative session state. Never infer success from an assistant sentence when the recorded state disagrees.
## Execution protocol