sciatlas-idea-generate

name	sciatlas-idea-generate
description	Use only SciAtlas search-papers to take a novice user from zero setup to literature-grounded research idea seeds. Trigger when the user wants new research directions, hypotheses, cross-topic combinations, project ideas, or brainstorming grounded in retrieved papers.

SciAtlas Idea Generate

Use this skill to generate research ideas from retrieved literature. The only SciAtlas retrieval command allowed is sciatlas search-papers.

Operating Contract

• Do not call any SciAtlas downstream command. The only SciAtlas retrieval command allowed is search-papers.
• Ask the user only for email, verification code, token, or one clarification about the desired topic/field.
• Complete setup, run search-papers, read artifacts, and generate evidence-grounded ideas.
• Never disclose the full API token.

Zero-Start Bootstrap

1. Check whether the sciatlas executable exists without invoking a SciAtlas command: use Get-Command sciatlas -ErrorAction SilentlyContinue on Windows PowerShell or command -v sciatlas on macOS/Linux. Install if missing using the local repo python -m pip install -e ./sciatlas or GitHub python -m pip install "git+https://github.com/zjunlp/SciAtlas.git#subdirectory=sciatlas".
2. If SCIATLAS_API_KEY is missing, guide the user to http://scinet.openkg.cn/register.
3. Ask for email/code/token only when needed by the registration flow.
4. Configure:

$env:SCIATLAS_API_BASE_URL = "http://scinet.openkg.cn"
$env:SCIATLAS_API_KEY = "<token>"
setx SCIATLAS_API_BASE_URL "http://scinet.openkg.cn"
setx SCIATLAS_API_KEY "<token>"

export SCIATLAS_API_BASE_URL="http://scinet.openkg.cn"
export SCIATLAS_API_KEY="<token>"

5. If verification is needed, run a one-result search-papers smoke test.

Search Plan

Generate ideas by retrieving a broad but relevant concept pool. Run only search-papers:

sciatlas search-papers --retrieval-mode hybrid --query "<broad topic>" --keyword "high:<core concept>" --keyword "middle:<neighbor concept>" --top-k 10 --top-keywords 0 --max-titles 0 --max-refs 0 --bias-related high --bias-cooccurrence high --bias-exploration high --ranking-profile discovery --report-max-items 10

If the first pool is too homogeneous, run one contrastive search:

sciatlas search-papers --retrieval-mode hybrid --query "<core concept> combined with <distant but plausible field>" --keyword "high:<core concept>" --keyword "middle:<distant field>" --top-k 10 --top-keywords 0 --max-titles 0 --max-refs 0 --bias-exploration high --ranking-profile discovery --report-max-items 10

Reading Artifacts

Read report.md, response.json, and request.json. Build an idea raw-material board:

• Theme clusters.
• Common assumptions repeated across papers.
• Underexplored combinations.
• Methods that appear transferable.
• Evaluation gaps.
• Newer papers that change what is feasible.

Idea Generation Method

Create ideas by combining evidence, not by free association:

1. Cluster retrieved papers into 3-5 themes.
2. For each theme, identify what the papers optimize, assume, or leave untested.
3. Find bridges between clusters: method from cluster A applied to unsolved problem in cluster B.
4. Form a hypothesis: "If we change X, then Y should improve because Z."
5. Define a minimal validation experiment: dataset, metric, baseline, and expected signal.
6. Check risk: which retrieved paper could make the idea less novel?
7. Keep speculative parts clearly labeled.

Reject ideas that are only "apply method X to domain Y" unless they include a mechanism and evaluation plan.

Deliverable

Return 3-8 idea seeds. For each:

• Name.
• One-sentence hypothesis.
• Evidence trail from retrieved papers/themes.
• Why it is nontrivial.
• Closest-prior-art risk.
• Minimal validation experiment.
• Next search-papers query to test novelty.