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Advanced RAG-style research schema with literature-grounded fields. Use when RefineIdea for hardware-aware or citation-heavy proposals.
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Validate task output against criteria before calling Finish. Use when the task has a validation spec (criteria, optionalChecks). Load this skill, write output to sandbox, run validate script, fix issues if validation fails, then call Finish.
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Quality criteria for refined_idea output. Use before RefineIdea or when ValidateRefinedIdea returns low score. Focus on concrete, decomposable, and specific output.
Three academic research templates (Heilmeier, scientific discovery, system optimization) with schemas and use cases. Use when RefineIdea to align output structure with research type.
| name | rag-research-template |
| description | Advanced RAG-style research schema with literature-grounded fields. Use when RefineIdea for hardware-aware or citation-heavy proposals. |
Advanced research template for literature-grounded idea refinement. Use when the research requires explicit citation of sources (e.g. gap, innovation) or hardware/feasibility constraints.
| Field | Description |
|---|---|
| title | Concise research title |
| gap | Research gap and limitations (use [Source ID: X] when citing papers) |
| hypothesis | Core hypothesis or claim |
| innovation | Key innovation points (use [Source ID: X] for citations) |
| topology | Model or system topology / flow |
| components | Key components (list) |
| success_metric | Quantifiable metrics |
| deliverable | Expected deliverable output |
| baselines | Comparison baselines |
| cited_source_ids | Indices of cited papers (0-based) |
| ai_evaluation | Optional self-assessment: scores (novelty, feasibility, research_value, writing), feedback |
Output whatever structure best captures the idea. Quality matters; schema is flexible.
