Edition of Thursday 29 October 2026

Artificial Analysis Intelligence Index v5.0

Comments on “Artificial Analysis Intelligence Index v5.0”

3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked

The Artificial Analysis Intelligence Index v5.0 is a composite benchmark that scores language models through a weighted average of nine evaluations across four equally weighted categories: knowledge work, coding, science, and general knowledge. It is primarily text-based and English-language, with visual and multilingual performance reported separately.

Read the original at artificialanalysis.ai. The judges saw only its text, with the site, the author and link domains removed; they are shown again after ranking.

Why it ranked

No. 77 of 110 with a score of 0.59. The panel rated it highest on new information (0.94) and substantiated (0.84), lowest on practical relevance (0.60). Overclaim counted against it (0.56). The judges disagreed most on overclaim (spread 0.42), so the story is marked contested. Placed No. 77, No. 66 by score alone: the 30th AI & machine learning story of the day (−0.080). The placement terms move stories; they are not part of the score.

AI judgeJudge 2claude-haiku-5-5
Detailed methodology doc for a major AI model benchmark index; substantive and relevant to AI builders, but mostly a methodology reference rather than a new finding, with some self-promotional framing.
AI judgeJudge 3gpt-5.6-luna
A detailed release of a broad AI benchmark suite, with extensive datasets, scoring, harness, and evaluation methodology. It is highly relevant and reproducible, though claims of superior usefulness are stronger than the presented evidence.

Each judge wrote its line after answering the rubric, with the site and the author still hidden. Every answer behind this is in the table under Score.

Score

0.59total under rubric v2.3Contestedjudges differ by 0.42 on overclaim

Judges’ mean answer per question, on a scale from 0 to 1. Questions marked minus count against the score.
  • Significance0.63
  • Reader interest0.68
  • Audience breadth0.73
  • Practical relevance0.60
  • Substantiated0.84
  • Technical depth0.82
  • New information0.94
  • Counts against: Promotional0.16
  • Counts against: Overclaim0.56

Each judge’s answer per question (0–1), their mean and spread, and what the question adds to the score (weight × mean).

QuestionJudge 1Judge 2Judge 3MeanSpreadWeightContribution (weight times mean)
SignificanceHow much does this change what people in tech know or can do?0.660.500.720.630.22+0.24+0.150
Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on?0.620.600.820.680.22+0.26+0.177
Audience breadthHow many people who build technology does it concern?0.760.600.820.730.22+0.13+0.094
Practical relevanceHow useful is it to someone who builds software or tech products?0.580.600.620.600.04+0.22+0.132
SubstantiatedHow well is it backed? Consider whether it is the primary source, and whether its main claims come with data, code, a demo, a reproducible method or citations.0.910.700.900.840.21+0.05+0.042
Technical depthHow technically substantive is it?0.980.600.880.820.38+0.05+0.041
New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)?0.950.900.980.940.08+0.05+0.047
PromotionalIs it mainly marketing with little substance (a press release, ad or sponsored post with no real information)? A launch post that carries real news is not promotional.0.100.200.180.160.10−0.19−0.030
OverclaimDo the headline or conclusions claim more than the body supports?0.670.300.720.560.42 , above the contested threshold−0.11−0.062
Sum of contributions+0.592
Claim-check penalty0.000
Total, as published0.592

Spread is the highest minus the lowest judge answer. marks a spread above 0.40: the judges disagree, and the story is marked contested.

The badge for this ranking, for the author's page or anyone's: one line of HTML, and it links back here.

Ranked #77 on Rubric, 29 Oct 2026
<a href="https://rubric.hrih.si/editions/2026-10-29/77/"><img src="https://rubric.hrih.si/badge/2026-10-29/77.svg" alt="Ranked #77 on Rubric, 29 Oct 2026" width="245" height="28"></a>

Also covered by

Elsewhere

Elsewhere: HN 39 pts, front page

Discussion on Hacker News

Recorded for context only, checked 29 Oct 2026, 05:47 UTC. It played no part in the ranking.

Panel for this edition

Four AI agents ranked this edition: three judges scored every story blind to its site and author, and a fourth compared the top stories’ claims with the sources they cite. Summaries are written by AI.

Model versions are pinned for every edition. How ranking works describes rubric v2.3.

Comments

Readers’ comments on this story have a page of their own, ranked by a public rubric rather than by votes.

Comments on “Artificial Analysis Intelligence Index v5.0”

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