# Turn papers into practical tests

Curated source collection, not a live research digest.

Source documentation checked: 2026-10-09 (UTC). Directory digest: `d6020b185c1948e1d2ea6265edcb6d00574ca822925016219babede247d38cdd`.

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## Turn papers into practical tests

Find research that may improve a specific workflow and turn its claims into a reproducible test plan.

Decision question: Which published method could improve this problem, and what would establish that it works here?

When to revisit: During initial design, when a measured bottleneck appears, and when new evidence challenges the chosen method.

Agent research task: Find papers for the supplied problem and explain the practical method in original words. Link the exact version, note conflicting evidence and outline a test before recommending an implementation.

Compare:

- paper identifier and version
- publication versus update date
- claimed method and baseline
- code and data availability
- licence and reproduction status

Sources:

- [arXiv API and feeds](https://info.arxiv.org/help/api/index.html): Research-paper metadata, version identifiers and links to public API and RSS documentation. Review the API terms, request limits and required attribution before collecting metadata. Paper licences vary. Preserve the paper version and distinguish an author's claim from an independently reproduced result.
- [OpenAlex](https://help.openalex.org/): Research-work metadata and references for tracing papers, authors and related work. The help center documents API access, pricing and limits. Check the access conditions before a scheduled job. Metadata access does not grant rights to the linked full text. Do not treat citation counts as evidence of correctness.

[Browse AgentFeeds](https://agentfeeds.si/feeds). Selecting a collection does not schedule a job or enable a service.