Emergent Ventures winners, 54th cohort
The 54th cohort of Emergent Ventures has announced its winners, showcasing a diverse group of young innovators. These individuals are recognized for their contributions in various fields, including quantum computing, biomedical research, and education. The winners hail from different parts of the world, reflecting a global commitment to advancing knowledge and technology.
- ▪Kenny Guo is recognized for his work in quantum computing.
- ▪Heloise Hoffman is focused on biomedical research to cure her own rare disease.
- ▪Adnan Manna is exploring the discovery of exoplanets.
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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 | Marginal Revolution |
| Canonical URL | https://marginalrevolution.com/marginalrevolution/2026/05/emergent-ventures-winners-54th-cohort.html?utm_source=rss&utm_medium=rss&utm_campaign=emergent-ventures-winners-54th-cohort |
| Publication time | Mon, 25 May 2026 04:20:18 +0000 |
| Retrieval time | 2026-05-25T04:22:35.624Z |
| Last seen | 2026-05-25T04:22:35.624Z |
| 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 | zqsj5_uQKwyl |
| 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
Emergent Ventures winners, 54th cohort by Tyler Cowen May 25, 2026 at 12:20 am in Education Kenny Guo, Krish Chhajer, Luthira Abeykoon Mudiyansela, Toronto, quantum computing. Jolie Gan, Calgary/SF, a publication on science and meta-science. Hudson Mitchell-Pullman, 16, San Diego, how users interact with LLMs to learn. Adnan Manna, 17, Amman, Jordan, finding exoplanets. Heloise Hoffman, Stanford, biomedical research to cure her own rare disease. M.F. Libano-Monteiro, Portugal/LSE, economics education through video. Scott Ellis, Mississauga, Ontario, making movies with AI. Adrian Martinez, 17, Mission Viejo, CA, math, education. Aadil Ali, San Francisco, biographies of young achievers. Chandler Reilly, Denver, Substack on Denver and its economics.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Marginal Revolution.