Generate literature-grounded research directions and hypotheses for AI research agents.
npx skills add https://github.com/BoomberAsp/DeeperScientist --skill idea-boomberasp
Please help me install this Agent Skill. Skill: idea Source: https://github.com/BoomberAsp/DeeperScientist/tree/main/src/skills/idea Command: npx skills add https://github.com/BoomberAsp/DeeperScientist --skill idea-boomberasp
This Skill helps in shaping research directions and hypotheses, providing concrete, literature-grounded, and frontier-aware directions for AI-powered research agents.
Use the idea skill to generate a research direction for the current objective and bottleneck.
Generate a research direction for the objective "Improve model accuracy on the ImageNet dataset" and the bottleneck "Overfitting during training".
High-intent search queries and answers about installing and using this skill.
To generate research directions from a literature search, analyze prior work to identify key contradictions and bottlenecks. This process focuses on finding novel mechanisms to propose concrete, frontier-aware hypotheses for AI-powered research agents.
Hypothesis generation for AI research agents is the process of shaping executable research routes by analyzing current objectives and bottlenecks. It produces a small slate of meaningfully different candidate ideas for further exploration.
Select a research direction by defining your current objective and the specific bottleneck you face, such as overfitting during training. The system then offers guidance on the next executable research route to overcome that challenge.
Yes, you can use this to find novel mechanisms by requiring comprehensive literature search and analysis of prior work. It identifies opportunities within the current research landscape to shape frontier-aware directions for your objective.
The best way to identify important contradictions in prior work is through a comprehensive literature search integrated with the ideation process. This approach focuses on finding bottlenecks and opportunities within the current research landscape.
rauffataliSynthesize AI/ML/CV literature into structured themes, comparisons, baselines, and research gaps.
Estrella-231Generates novel research ideas and candidate hypotheses from scientific questions.
danny0926Define research scope with hypotheses, bias checks, and prior art references.
EvoClawIdentify viable research directions from vague inputs and literature signals.
