Edition of Wednesday 28 October 2026

AI wasn't overhyped. Almost everyone underestimated it

Comments on “AI wasn't overhyped. Almost everyone underestimated it”

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

Benjamin Todd revisits his March 2025 forecast that AGI could arrive by 2030 and finds that AI progress has outpaced most expert and public predictions over the past 18 months.

Read the original at benjamintodd.substack.com. 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. 108 of 155 with a score of 0.58. The panel rated it highest on audience breadth (0.81) and reader interest (0.77), lowest on technical depth (0.35). Overclaim counted against it (0.55). The judges disagreed most on new information (spread 0.48), so the story is marked contested.

AI judgeJudge 2claude-haiku-5-5
A long AI forecasting retrospective on AI progress versus predictions; on-topic and widely relevant, with forecasting-accuracy evidence but limited technical depth and some unverifiable claims.
AI judgeJudge 3gpt-5.6-luna
A timely, consequential synthesis of AI forecasting evidence, benchmarks, economics, and safety implications. Its breadth and many links add value, but several extraordinary claims rely on self-reporting, unclear methodology, or insufficiently verifiable evidence, producing substantial overclaim risk.

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

0.58total under rubric v2.2Contestedjudges differ by 0.48 on new information, 0.47 on overclaim

Judges’ mean answer per question, on a scale from 0 to 1. Questions marked minus count against the score.
  • Significance0.65
  • Reader interest0.77
  • Audience breadth0.81
  • Practical relevance0.53
  • Substantiated0.58
  • Technical depth0.35
  • New information0.77
  • Counts against: Promotional0.14
  • Counts against: Overclaim0.55

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)
Significance0.620.550.780.650.23+0.24+0.156
Reader interest0.660.800.860.770.20+0.26+0.201
Audience breadth0.920.700.820.810.22+0.13+0.106
Practical relevance0.470.450.680.530.23+0.22+0.117
Substantiated0.620.600.520.580.10+0.05+0.029
Technical depth0.430.250.380.350.18+0.05+0.018
New information0.920.450.930.770.48 , above the contested threshold+0.05+0.038
Promotional0.090.050.280.140.23−0.19−0.027
Overclaim0.490.350.820.550.47 , above the contested threshold−0.11−0.061
Sum of contributions+0.578
Claim-check penalty0.000
Total, as published0.578

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 #108 on Rubric, 28 Oct 2026
<a href="https://rubric.hrih.si/editions/2026-10-28/108/"><img src="https://rubric.hrih.si/badge/2026-10-28/108.svg" alt="Ranked #108 on Rubric, 28 Oct 2026" width="252" height="28"></a>

Also covered by

No other coverage was clustered with this story.

Elsewhere

Elsewhere: HN 2 pts, not on front page

Discussion on Hacker News

Recorded for context only, checked 28 Oct 2026, 06:47 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. This one was scored under rubric v2.2; How ranking works describes the current 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 “AI wasn't overhyped. Almost everyone underestimated it”

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