Daily Neural Digest

Methodology

Automated pipeline, published policy, verifiable sources.

1

Collect (APIs/feeds only)

Data comes from official APIs and RSS/XML feeds — OpenRouter, Vast.ai, Hugging Face Hub, GitHub API, arXiv, confs.tech, and the East-Asian sources listed on the About page. We do not scrape HTML pages. One documented exception existed until 20/09/2026: a daily index value read from a public HTML page; that capture has been stopped and the values kept are dated and attributed. Every figure on the site carries the date it was observed.

2

Structure

Collectors write timestamped JSON. Tables and numbers on the site are rendered deterministically from those JSON files — a language model never generates a price, a license, or a benchmark.

3

Draft (AI)

A language model drafts the narrative: the angle, the verdict, the desk note. Generation runs with reasoning disabled to guarantee clean output.

4

Gate (automatic)

Every indexable page must pass the quality gate: real author present, data dated, primary source linked, at least one element not findable in the top-10 of search results, no near-duplicate in the same batch, valid structured data.

5

Editorial layer

Every piece is generated by scripts under a published policy, then checked by an automated gate: frontmatter, minimum length, language, source count, hallucination markers, duplicate detection. Failures are logged and re-tried; the digest retries three times and raises an alert if nothing is produced. No human reviews each day's batch — we do not claim one.

6

Publish

Static build → deployed → sitemap. Only pages that pass the gate appear in the sitemap; anything else stays readable but carries a noindex meta tag.

Why the site is intentionally small

Search engines penalize volume without value. Our answer is structural: the site only contains pages that are current and useful — dated trackers, verified comparisons, and an editor-signed digest. Old, archived, or superseded content is removed rather than hidden, so the crawl budget goes to pages that deserve it. The premium index caps each section at its strongest articles until the domain earns broader authority.

Corrections

Found an error — a price that moved, a license that changed, a link that broke? Contact us. Every correction is dated.

Last updated: September 3, 2026