Show HN: ARF – a record format for AI evaluation runs, with reproducible digests
KorvoUse CasesIntegrationsMedhaRelayAtlasARFDownloadAtlas Record Format · v0.1ARF - a record format for evaluation runsSo a score can be traced back to the question, model, inputs and judgement that produced it. Records canonicalize to identical bytes, so two implementations reach the same SHA-256 digest.Korvo Atlas is the reference implementation.View on GitHubStabilityv0.1 is unstable and may change without a migration path before v1.0. Treat published shapes as provisional.Disagree with a shape, or have a case it cannot express?
- ▪KorvoUse CasesIntegrationsMedhaRelayAtlasARFDownloadAtlas Record Format · v0.1ARF - a record format for evaluation runsSo a score can be traced back to the question, model, inputs and judgement that produced it.
- ▪Records canonicalize to identical bytes, so two implementations reach the same SHA-256 digest.Korvo Atlas is the reference implementation.View on GitHubStabilityv0.1 is unstable and may change without a migration path before v1.0.
- ▪Treat published shapes as provisional.Disagree with a shape, or have a case it cannot express?
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,908 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Hacker News (AI / LLM) |
| Canonical URL | https://www.korvo.xyz/arf |
| Publication time | Thu, 06 Aug 2026 23:25:29 +0000 |
| Retrieval time | 2026-08-06T23:35:41.758Z |
| Last seen | 2026-08-06T23:35:41.758Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | BnA-GROolDRK · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
KorvoUse CasesIntegrationsMedhaRelayAtlasARFDownloadAtlas Record Format · v0.1ARF - a record format for evaluation runsSo a score can be traced back to the question, model, inputs and judgement that produced it. Records canonicalize to identical bytes, so two implementations reach the same SHA-256 digest.Korvo Atlas is the reference implementation.View on GitHubStabilityv0.1 is unstable and may change without a migration path before v1.0. Treat published shapes as provisional.Disagree with a shape, or have a case it cannot express? Open an issue - v0.1 is the right time to break it.What breaks todayMost evaluation pipelines end in a CSV of scores.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Hacker News (AI / LLM).
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