Generate, validate, and rank research ideas with GPU budget constraints.
npx skills add https://github.com/goupup-ai/miccai25 --skill idea-creator-goupup-ai
Please help me install this Agent Skill. Skill: idea-creator Source: https://github.com/goupup-ai/miccai25/tree/main/ARIS/skills/idea-creator Command: npx skills add https://github.com/goupup-ai/miccai25 --skill idea-creator-goupup-ai
Researchers often waste weeks brainstorming vague, unvalidated research ideas that may lack novelty or feasibility, leading to dead-end projects and rejected submissions. This skill automates the full research idea pipeline, from landscape surveying to pilot validation, to surface high-potential, publishable research directions efficiently.
Use the idea-creator skill with your specific research direction, like "low-resource medical image segmentation for rare diseases", to receive a ranked list of vetted, publishable research ideas with pilot validation results and clear execution priorities.
High-intent search queries and answers about installing and using this skill.
To generate publishable research ideas for machine learning, you input a broad research direction to receive 8-12 vetted, ranked ideas. The system automates landscape surveying, novelty validation, and pilot experiment planning to surface high-potential directions efficiently.
The best way to validate research novelty for computer vision projects is using cross-model reviewer triage. This mechanism evaluates generated ideas against existing literature to verify their uniqueness before you invest time in full development or pilot experiments.
Yes, you can use automated pilot experiments for medical imaging with strict GPU budget constraints. The system explicitly enforces GPU budget limits during pilot run planning to ensure feasibility filtering aligns with your available computational resources.
You rank research brainstorming ideas by feasibility and novelty through structured ranking. The system evaluates and prioritizes generated ideas based on their novelty, empirical pilot signal, and execution feasibility to highlight the most promising directions.
Yes, this research workflow tool integrates with research wiki tools for persistent idea tracking. This integration supports spiral learning by maintaining a continuous record of your idea generation, validation, and pilot experiment results across projects.
dz306271098Generate and rank research ideas by feasibility, novelty, and impact.
MACJONSWOrchestrate literature survey, idea creation, novelty checking, and critical review into a ranked IDEA_REPORT.md.
skyllwtEvaluate pilot experiment results and write pass, fail, or inconclusive verdicts.
wanshuiyinGenerate and rank research ideas with novelty and feasibility checks.
