Edition of Saturday 7 November 2026

Turning the HEIC decoder into a SHA-256 computer

Comments on “Turning the HEIC decoder into a SHA-256 computer”

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

A team turned the HEVC decoder inside Apple's ImageIO into a SHA-256 computer: they wrote a HEIC file whose 564 pictures run the full SHA-256 compression, and the final decoded image displays the file's own hash.

Read the original at irisc2.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. 72 of 107 with a score of 0.60. The panel rated it highest on technical depth (0.98) and new information (0.93), lowest on practical relevance (0.34). Placed No. 72, No. 62 by score alone: the eighth Programming & dev tools story of the day (−0.080). The placement terms move stories; they are not part of the score.

AI judgeJudge 2claude-haiku-5-5
Deeply technical, self-verified artifact with strong primary evidence and novel HEVC-as-computer construction; broad practitioner appeal but niche practical use, and some overclaim in framing as a general computer.
AI judgeJudge 3gpt-5.6-luna
A deeply substantiated engineering write-up demonstrating a reproducible HEVC/HEIF computation and SHA-256 hashquine, with extensive compiler, decoder, routing, and verification details. It is novel and fascinating, though practical applicability and audience breadth are limited.

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

0.60total under rubric v2.3

Judges’ mean answer per question, on a scale from 0 to 1. Questions marked minus count against the score.
  • Significance0.57
  • Reader interest0.83
  • Audience breadth0.45
  • Practical relevance0.34
  • Substantiated0.88
  • Technical depth0.98
  • New information0.93
  • Counts against: Promotional0.04
  • Counts against: Overclaim0.17

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?0.560.600.550.570.05+0.24+0.136
Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on?0.730.850.900.830.17+0.26+0.215
Audience breadthHow many people who build technology does it concern?0.500.500.350.450.15+0.13+0.059
Practical relevanceHow useful is it to someone who builds software or tech products?0.420.200.400.340.22+0.22+0.075
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.0.940.800.900.880.14+0.05+0.044
Technical depthHow technically substantive is it?1.000.951.000.980.05+0.05+0.049
New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)?0.880.950.950.930.07+0.05+0.046
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.0.050.050.030.040.02−0.19−0.008
OverclaimDo the headline or conclusions claim more than the body supports?0.170.250.080.170.17−0.11−0.018
Sum of contributions+0.597
Claim-check penalty0.000
Total, as published0.598

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 #72 on Rubric, 7 Nov 2026
<a href="https://rubric.hrih.si/editions/2026-11-07/72/"><img src="https://rubric.hrih.si/badge/2026-11-07/72.svg" alt="Ranked #72 on Rubric, 7 Nov 2026" width="238" 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 7 Nov 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 “Turning the HEIC decoder into a SHA-256 computer”

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