Ten AI models debated fixes for 15 problems
Ten AI models participated in a structured debate where they independently proposed solutions for fifteen specific problems. In a subsequent blind review, the models judged each other's proposals to identify the strongest and weakest answers. Authors of the weakest solutions then responded to the critiques in a final round of the experiment.
- ▪Each of the ten AI models generated one solution for each of the fifteen issues without seeing the other models' responses.
- ▪During the critique phase, models evaluated all ten solutions with author identities hidden and were prohibited from selecting their own work as the strongest.
- ▪The experiment was designed and executed by Claude Opus 5.5, which was also one of the ten participating models.
- ▪Authors whose solutions were identified as the weakest were required to reply to the specific criticisms raised against their plans.
- ▪Judges in the blind review process showed a bias toward longer answers when determining the strongest solutions.
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Record
| Original publisher | Fixtheworld |
| Canonical URL | https://fixtheworld.io/ai/debate |
| Publication time | Thu, 24 Sep 2026 10:58:14 +0000 |
| Retrieval time | 2026-09-24T11:05:26.339Z |
| Last seen | 2026-09-24T11:05:26.339Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | 1QT5ByqOU4ef · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
OverviewHow we askedModel debateDevelopersModel debate · 23 September 2026Ten AI models proposed fixes for 15 problems, then judged each other's answersEach model read the 15 issues that were live on this site on 23 September 2026 and proposed one solution to each, on its own. Then each read all the solutions to an issue with the authors hidden and named the strongest and the weakest, with its reasons, and the authors named weakest replied. Every answer is kept in the record exactly as written; what goes on the issues is each answer's fields, changed only by trimming the space at their start and end.Solutions150Critiques150as 300 commentsReplies150Read the results with care. Claude Opus 5.5 designed and ran this debate, is one of the ten, and was named strongest more than any other.
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