idea-discovery

To turn a broad research direction into a pilot experiment plan, an end-to-end idea discovery pipeline orchestrates literature surveys, idea generation, novelty checks, and proposal refinement into a single automated workflow.

The best way to automate literature surveys and novelty checks for idea generation is using a workflow orchestration pipeline that chains sub-skills like research-lit and novelty-check to systematically validate proposed research concepts.

Yes, you can use a single workflow to generate research ideas and refine them into testable proposals by running a phase-driven orchestration pipeline that ranks generated ideas and outputs structured experimental plans.

Idea discovery workflow orchestration does not require manual sub-skill configuration, as the pipeline automatically coordinates research-lit, idea-creator, novelty-check, research-review, and research-refine-pipeline using predefined configuration constants.

A limitation of using an automated pipeline for research idea discovery is that it requires a clearly defined initial research direction or topic to properly load context and initiate the structured phase-driven workflow.

You should use a chained pipeline instead of separate tools for literature survey and novelty check because it ensures seamless context transfer between phases, moving directly from problem framing to experimental planning without manual intervention.