AI Agents cannot currently conduct open-ended research
CRUX Evaluation 2Can AI agents conduct open-ended AI research? Early evidence from two case studiesWe gave frontier agents research questions from two non-public NeurIPS submissions and had the original authors grade the results. The papers produced by the agents were unambiguously rejected.
- ▪CRUX Evaluation 2Can AI agents conduct open-ended AI research?
- ▪Early evidence from two case studiesWe gave frontier agents research questions from two non-public NeurIPS submissions and had the original authors grade the results.
- ▪The papers produced by the agents were unambiguously rejected.
2 outlets in our directory ran this story, first to last over 21 hours. All of the coverage we found sits in one bucket: centre. That one-sidedness is itself worth noticing.
- ▪ AI agents can't yet do open-ended AI research — Hacker News (AI / LLM)
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,828 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | CRUX |
| Canonical URL | https://cruxevals.com/crux/can-ai-agents-conduct-research/ |
| Publication time | Thu, 06 Aug 2026 12:43:37 +0000 |
| Retrieval time | 2026-08-06T13:00:47.400Z |
| Last seen | 2026-08-06T13:00:47.400Z |
| 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 | Tr2_6iOeJZSB · 2 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
CRUX Evaluation 2Can AI agents conduct open-ended AI research? Early evidence from two case studiesWe gave frontier agents research questions from two non-public NeurIPS submissions and had the original authors grade the results. The papers produced by the agents were unambiguously rejected. By Peter Kirgis, Sayash Kapoor, Andrew Schwartz, Stephan Rabanser, David Africa, Konstantinos Voudouris, Viet Nguyen, Toby Pilditch, Magda Dubois, Harry Coppock, Cozmin Ududec, Nitya Nadgir, Matilda Orona, Tilman Bayer, Derrick Chan-Sew, Yue Ling, Abhishek Shetty, Helen Toner, Gillian Hadfield, Seth Lazar, Steve Newman, Shoshannah Tekofsky, Rishi Bommasani, and Arvind NarayananJuly 30, 2026Read the paper (PDF)·Code, data, and agent logsAbstractForecasts of explosive AI progress hinge on AI agents…
Excerpt limited to ~120 words for fair-use compliance. The full article is at CRUX.
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