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Get Started Free →brycewang-stanford/research-pipeline
Full research pipeline: Workflow 1 (idea discovery) → implementation → Workflow 2 (auto review loop). Goes from a broad research direction all the way to a submission-ready paper.
Passed 18 of 22 test cases with the skill, and 5 of 22 without it.
and 13 more in the full report
14 fixed4 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
When compiling the final pipeline status summary report after completion, what main header title must be used for the document?
| Checked | Without skill | With skill |
|---|---|---|
| Uses '# Research Pipeline Report' as the top-level Markdown heading | Missed | Passed |
The instructions your model reads when the skill loads.
End-to-end autonomous research workflow for: $ARGUMENTS
true, Gate 1 auto-selects the top-ranked idea (highest pilot signal + novelty confirmed) and continues to implementation. When false, always waits for explicit user confirmation before proceeding.true, /research-lit downloads the top relevant arXiv PDFs during literature survey. When false (default), only fetches metadata via arXiv API. Passed through to /idea-discovery → /research-lit.true, the auto-review loops (Stage 4) pause after each round's review to let you see the score and provide custom modification instructions before fixes are implemented. When false (default), loops run fully autonomously. Passed through to /auto-review-loop.💡 Override via argument, e.g.,
/research-pipeline "topic" — AUTO_PROCEED: false, human checkpoint: true.
This skill chains the entire research lifecycle into a single pipeline:
/idea-discovery → implement → /run-experiment → /auto-review-loop → submission-ready
├── Workflow 1 ──┤ ├────────── Workflow 2 ──────────────┤
It orchestrates two major workflows plus the implementation bridge between them.
Invoke the idea discovery pipeline:
/idea-discovery "$ARGUMENTS"
This internally runs: /research-lit → /idea-creator → /novelty-check → /research-review
Output: IDEA_REPORT.md with ranked, validated, pilot-tested ideas.
🚦 Gate 1 — Human Checkpoint:
After IDEA_REPORT.md is generated, pause and present the top ideas to the user:
test cases passed, vs 5 / 22 without
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