idea-discovery

To automate the research process from literature survey to pilot-ready idea generation, this Skill orchestrates an end-to-end pipeline. It transforms broad research directions into validated ideas through literature surveys, novelty checks, and experimental planning.

The best way to run a novelty check on research ideas is through an automated idea discovery pipeline. It executes literature novelty checks during Phase 3 to verify generated concepts against existing academic and industry research.

Yes, you can use this idea discovery workflow for early product strategy and R&D planning. The pipeline supports academic and industry settings by applying structured brainstorming and experimental plans to validate pilot-ready concepts.

To ensure brainstorming sessions result in validated experimental plans, the workflow applies phase guardrails and auto-progression. It routes generated ideas through external review and refinement phases, outputting pilot-ready plans with budgeting constraints.

Limitations of automating idea discovery with a phase-based pipeline include dependencies on integrated sub-skills for literature surveys and novelty checks. The workflow requires checkpoint reviews and operates strictly within default pilot budgeting constraints to validate ideas.