research-pipeline

To automate the research workflow, provide your research topic to initiate an end-to-end pipeline that handles idea discovery, implementation, evaluation, and manuscript drafting with traceable checkpoints for human oversight.

Yes, you can set human checkpoints using configurable gates like HUMAN_CHECKPOINT and AUTO_PROCEED to control autonomy, ensuring you review and validate autonomous experiments before the pipeline advances to the next stage.

The auto review loop iteratively evaluates and improves your manuscript draft against a defined quality bar, automatically applying revisions until the submission-ready paper meets the required publication standards.

Yes, the research pipeline supports reproducible experiments by scaling pilot studies into full experiments with consistent workflows and metrics, while automatically identifying and ranking research ideas from literature reviews.

The best way to scale pilot studies is using the pipeline's evaluation feature, which expands preliminary tests into full reproducible experiments with automated metrics tracking and configurable gates for controlled progression.

No, you do not need to download arxiv papers manually; the pipeline includes an ARXIV_DOWNLOAD configurable gate to automatically retrieve literature, enabling automated idea discovery and ranking from relevant sources.