Edition of Wednesday 4 November 2026

How software engineering is changing: a tale of two eras

Comments on “How software engineering is changing: a tale of two eras”

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

Neil Kakkar, a London software engineer, won The Pragmatic Engineer's essay challenge with a first-person account of his output rising from roughly 8 to 20 merged pull requests a month at pre-AI PostHog to over 200 at AI-native startup Tano, about 11 times more.

Read the original at newsletter.pragmaticengineer.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. 86 of 137 with a score of 0.59. The panel rated it highest on new information (0.83) and audience breadth (0.74), lowest on significance (0.54). Placed No. 86, No. 80 by score alone: the 33rd 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
Personal essay by a software engineer on AI-driven PR velocity, with self-collected data but mostly anecdotal; relevant to builders and startups, moderate practical insight, limited significance and rigor.
AI judgeJudge 3gpt-5.6-luna
A detailed first-person comparison of AI-native and pre-AI engineering practices, supported by personal throughput data and concrete workflow examples. Highly relevant, though metrics are limited and the broad culture conclusions exceed the 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 v2.3

Judges’ mean answer per question, on a scale from 0 to 1. Questions marked minus count against the score.
  • Significance0.54
  • Reader interest0.72
  • Audience breadth0.74
  • Practical relevance0.68
  • Substantiated0.67
  • Technical depth0.57
  • New information0.83
  • Counts against: Promotional0.16
  • Counts against: Overclaim0.39

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?0.690.300.620.540.39+0.24+0.129
Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on?0.690.600.880.720.28+0.26+0.188
Audience breadthHow many people who build technology does it concern?0.900.600.720.740.30+0.13+0.096
Practical relevanceHow useful is it to someone who builds software or tech products?0.750.500.780.680.28+0.22+0.149
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.0.820.500.700.670.32+0.05+0.034
Technical depthHow technically substantive is it?0.740.400.580.570.34+0.05+0.029
New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)?0.860.700.940.830.24+0.05+0.042
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.0.100.250.120.160.15−0.19−0.030
OverclaimDo the headline or conclusions claim more than the body supports?0.280.300.580.390.30−0.11−0.043
Sum of contributions+0.594
Claim-check penalty0.000
Total, as published0.594

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 #86 on Rubric, 4 Nov 2026
<a href="https://rubric.hrih.si/editions/2026-11-04/86/"><img src="https://rubric.hrih.si/badge/2026-11-04/86.svg" alt="Ranked #86 on Rubric, 4 Nov 2026" width="238" height="28"></a>

Also covered by

No other coverage was clustered with this story.

Elsewhere

Elsewhere: HN 5 pts, not on front page

Discussion on Hacker News

Recorded for context only, checked 4 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 “How software engineering is changing: a tale of two eras”

More on Rubric

From the last 7 editions, chosen by shared topic, score and date.

  1. Score 0.79

    Zlib 1.4