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PunktheoryPunktheoryCommunity·1 Agent Skills Included

research-idea-and-battle

Rigorous research idea evaluation, critique, and direction planning

Evaluates AI/ML research ideas against the latest published literature before giving any opinion. Stress-tests hypotheses like a tough conference reviewer, surfacing hidden assumptions and likely objections. Generates two-tier research directions, maps active fields, and offers long-term mentorship for researchers.
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npx skills add Punktheory/research-idea-and-battle --all -g -y

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PunktheoryPunktheory

research-idea-and-battle

Provides mentorship and evaluates research ideas for AI/ML projects.

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Frequently Asked Questions

FAQPage Schema
How to install research-idea-and-battle?▼

Run `npx skills add Punktheory/research-idea-and-battle --all -g -y` in your terminal to install it globally.

How to check if my research idea is novel?▼

Just describe your idea in plain language. The skill searches recent papers, surveys, and abandoned approaches first, then tells you exactly how your idea differs from existing work.

Can it suggest new research directions?▼

Yes. It proposes two tiers of ideas: ambitious top-venue concepts with high novelty, plus practical projects you can publish soon with current tools and datasets.

Does it work with Claude Code?▼

Yes. It runs natively in Claude Code with no extra API keys or plugins, and triggers automatically when you discuss research ideas.

Will it give honest criticism of my idea?▼

Yes. Battle mode acts as a strict reviewer, naming every weakness and hidden assumption, but always pairs criticism with a concrete path forward.

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