research-idea-and-battle - Discuss and stress-test AI/ML research ideas
Supports rigorous AI/ML research ideation, landscape analysis, novelty assessment, hypothesis critique, and academic debate.
Tags
Updated: 2026-09-28Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Survey the research landscape
- Find recent frontier papers
- Search for abandoned approaches
- Check current lab activity
- Assess significance and novelty
- Stress-test research assumptions
- Evaluate experimental feasibility
- Generate research directions
- Debate ideas as a reviewer
Inputs
- AI/ML research topic
- Research idea or hypothesis
- Method, experiment, or observation
- Research question or direction
Outputs
- Research landscape summary
- Novelty and significance assessment
- Reviewer-style critique
- Weaknesses and mitigation directions
- Structured research proposals
- Relevant literature context
Requirements
- WebSearch tool
- WebFetch tool
- Access to current web sources