You're paying too much for code review
Comments on “You're paying too much for code review”
3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked
Brokk's write-up argues that teams should stop paying humans to read code and instead use AI review agents. Testing Greptile, CodeRabbit, Bugbot, Kodus and its own Mjolnir across 95 pushes of 47 Rust pull requests, the author finds all tools catch material bugs without much noise.
Why it ranked
No. 119 of 137 with a score of 0.56. The panel rated it highest on new information (0.85) and practical relevance (0.83), lowest on significance (0.47). The judges disagreed most on promotional (spread 0.50), so the story is marked contested. Placed No. 119, where the score alone would also have put it: the 55th 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
- Practical benchmark of AI code review tools with 95 pushes of data and cost comparison; useful to builders, though limited sample, some loose ends admitted, and mildly self-promotional for the author's tool.
- AI judgeJudge 3gpt-5.6-luna
- A concrete, data-backed comparison of agentic code reviewers offers actionable cost and quality findings. Its small, non-random Rust dataset and promotion of the author’s preferred tools limit generality, while several conclusions are stronger than 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
0.56total under rubric v2.3Contestedjudges differ by 0.50 on promotional
- Significance0.47
- Reader interest0.75
- Audience breadth0.60
- Practical relevance0.83
- Substantiated0.69
- Technical depth0.67
- New information0.85
- Counts against: Promotional0.34
- Counts against: Overclaim0.47
Each judge’s answer per question (0–1), their mean and spread, and what the question adds to the score (weight × mean).
| Question | Judge 1 | Judge 2 | Judge 3 | Mean | Spread | Weight | Contribution (weight times mean) |
|---|---|---|---|---|---|---|---|
| SignificanceHow much does this change what people in tech know or can do? | 0.57 | 0.30 | 0.55 | 0.47 | 0.27 | +0.24 | +0.113 |
| Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on? | 0.72 | 0.70 | 0.82 | 0.75 | 0.12 | +0.26 | +0.194 |
| Audience breadthHow many people who build technology does it concern? | 0.82 | 0.50 | 0.48 | 0.60 | 0.34 | +0.13 | +0.078 |
| Practical relevanceHow useful is it to someone who builds software or tech products? | 0.92 | 0.80 | 0.78 | 0.83 | 0.14 | +0.22 | +0.183 |
| 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. | 0.74 | 0.60 | 0.72 | 0.69 | 0.14 | +0.05 | +0.034 |
| Technical depthHow technically substantive is it? | 0.79 | 0.60 | 0.62 | 0.67 | 0.19 | +0.05 | +0.033 |
| New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)? | 0.83 | 0.80 | 0.93 | 0.85 | 0.13 | +0.05 | +0.043 |
| 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. | 0.08 | 0.35 | 0.58 | 0.34 | 0.50 , above the contested threshold | −0.19 | −0.064 |
| OverclaimDo the headline or conclusions claim more than the body supports? | 0.55 | 0.40 | 0.45 | 0.47 | 0.15 | −0.11 | −0.051 |
| Sum of contributions | +0.564 | ||||||
| Claim-check penalty | 0.000 | ||||||
| Total, as published | 0.564 | ||||||
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.
<a href="https://rubric.hrih.si/editions/2026-11-04/119/"><img src="https://rubric.hrih.si/badge/2026-11-04/119.svg" alt="Ranked #119 on Rubric, 4 Nov 2026" width="245" height="28"></a>Also covered by
No other coverage was clustered with this story.
Elsewhere
Elsewhere: HN 2 pts, not on front page
Recorded for context only, checked 4 Nov 2026, 05:47 UTC. It played no part in the ranking.