Guides

Each guide starts from an outcome. Use the reference section when you need an exact command, field, or contract.

Bring your own domainReplace the ontology, prompts, source manifest, and seed questions while keeping the pipeline testable.

LLM-assisted setupDraft the ontology, manifest, seed questions, and prompts with a model, or with any assistant by copy-paste, and keep drafted ground truth labelled as such.

Run an open-access campaignDiscover DOI candidates, resolve explicit rights through Unpaywall, and download only verified direct PDFs into a manifest.

Evaluate your pipelineRun retrieval ablations and judged-answer evaluation, compare reports, and calibrate the judge.

Extend the seamsAdd a parser, corpus collector, reranker, model provider, or authentication backend without creating a plug-in framework.

OperationsBack up, restore, snapshot, delete, garbage-collect, and re-embed a changing corpus.

Deploy on Google CloudProvision Cloud SQL and Cloud Run from the included Terraform and verify the running service.