How we made evals 100× cheaper with multi-agent architecture
Comments on “How we made evals 100× cheaper with multi-agent architecture”
3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked
Cleric, an AI investigation agent for system alerts, split its single monolithic agent into a team of roughly 40 specialized agents, each run on its own model and harness.
Why it ranked
No. 78 of 139 with a score of 0.61. The panel rated it highest on new information (0.79) and reader interest (0.76), lowest on significance (0.56). The judges disagreed most on substantiated (spread 0.43), so the story is marked contested. Placed No. 78, No. 72 by score alone: the 35th 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
- Engineering write-up on splitting a single LLM agent into a multi-agent system and cutting eval cost; concrete metrics but self-reported, vendor-specific, and partly promotional with unverifiable claims.
- AI judgeJudge 3gpt-5.6-luna
- A detailed engineering account of decomposing an observability agent into specialized agents, with production comparisons, eval-cost data, tradeoffs, and operational lessons. It is highly actionable for teams building agentic systems, though evidence is self-reported.
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
0.61total under rubric v2.3Contestedjudges differ by 0.43 on substantiated
- Significance0.56
- Reader interest0.76
- Audience breadth0.57
- Practical relevance0.75
- Substantiated0.72
- Technical depth0.69
- New information0.79
- Counts against: Promotional0.17
- Counts against: Overclaim0.34
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? | 0.66 | 0.35 | 0.68 | 0.56 | 0.33 | +0.24 | +0.135 |
| Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on? | 0.78 | 0.60 | 0.90 | 0.76 | 0.30 | +0.26 | +0.198 |
| Audience breadthHow many people who build technology does it concern? | 0.60 | 0.40 | 0.72 | 0.57 | 0.32 | +0.13 | +0.075 |
| Practical relevanceHow useful is it to someone who builds software or tech products? | 0.81 | 0.60 | 0.84 | 0.75 | 0.24 | +0.22 | +0.165 |
| 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. | 0.88 | 0.45 | 0.83 | 0.72 | 0.43 , above the contested threshold | +0.05 | +0.036 |
| Technical depthHow technically substantive is it? | 0.78 | 0.50 | 0.78 | 0.69 | 0.28 | +0.05 | +0.034 |
| New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)? | 0.82 | 0.60 | 0.95 | 0.79 | 0.35 | +0.05 | +0.040 |
| 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. | 0.09 | 0.35 | 0.08 | 0.17 | 0.27 | −0.19 | −0.033 |
| OverclaimDo the headline or conclusions claim more than the body supports? | 0.50 | 0.40 | 0.12 | 0.34 | 0.38 | −0.11 | −0.037 |
| Sum of contributions | +0.611 | ||||||
| Claim-check penalty | 0.000 | ||||||
| Total, as published | 0.611 | ||||||
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/2026-11-05/78/"><img src="https://rubric.hrih.si/badge/2026-11-05/78.svg" alt="Ranked #78 on Rubric, 5 Nov 2026" width="238" height="28"></a>Also covered by
No other coverage was clustered with this story.
Elsewhere
Elsewhere: HN 1 pts, not on front page
Recorded for context only, checked 5 Nov 2026, 05:46 UTC. It played no part in the ranking.