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Kosmos, an autonomous “AI scientist”: 7 discoveries, per Edison

Kosmos, an autonomous "AI scientist": according to Edison, 79.4% of statements judged accurate and 7 discoveries

The gist

Edison Scientific and FutureHouse presented Kosmos on November 4, 2025 (arXiv preprint), an autonomous AI scientist: 79.4% of its statements judged accurate, 7 discoveries. Status: not yet assessed.

DiscoverIA status on October 11, 2026: not evaluated, meaning no third-party evaluation found.

Status detailsDetails

AI draft, not reviewedWhat has not been reviewed?

Text written by an AI (DiscoverIA pipeline), on . The status and its sources come from the registry; only the explanatory text has not been reviewed. A reported error is corrected, then the text is reviewed.

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Cite this entry

A single status snapshot since Oct 11, 2026: a citation always points to a dated snapshot.

Cite snapshot 1, Oct 11, 2026

APA citation with the dated link

DiscoverIA. (2026, October 11). Kosmos, an autonomous "AI scientist": according to Edison, 79.4% of statements judged accurate and 7 discoveries [Status: Not evaluated, snapshot 1]. DiscoverIA registry. https://discoveria.ai/entry/kosmos-edison-2025-11-04#releve-1

BibTeX @misc, key discoveria-kosmos-edison-2025-11-04-r1

@misc{discoveria-kosmos-edison-2025-11-04-r1,
  author       = {{DiscoverIA}},
  title        = {Kosmos, an autonomous "AI scientist": according to Edison, 79.4% of statements judged accurate and 7 discoveries},
  howpublished = {DiscoverIA registry, entry kosmos-edison-2025-11-04},
  note         = {Status “Not evaluated”, snapshot 1, recorded on October 11, 2026. System},
  year         = {2026},
  url          = {https://discoveria.ai/entry/kosmos-edison-2025-11-04#releve-1},
  urldate      = {2026-10-11}
}

Dated link opens this snapshot in the history

https://discoveria.ai/entry/kosmos-edison-2025-11-04#releve-1

To understand ≈ 10 s reading time, estimated

What it changes

If the result holds, an autonomous system could carry out analyses across several fields (metabolomics, materials, neuroscience, genetics). Of the 7 discoveries, 3 would reproduce unpublished work.

What remains unclear

The 79.4% figure measures the accuracy of statements, judged on 102 statements, not reproducibility. No independent replication was found.

In the glossary : Agent

Read the paper

Kosmos: An AI Scientist for Autonomous Discovery

What it establishes : The authors describe Kosmos, a system that alternates data analysis and literature search to write reports, and present seven discoveries: three reproduce findings from preprints or unpublished manuscripts, four are new.

Where to start : The abstract, then Figure 1c (Section 2.1), which breaks accuracy down by type of statement: 85.5% for data analysis, 57.9% for synthesis. Discoveries 1 to 7 follow (Sections 2.2 to 2.5).

Written by an AI · reviewed by a human

Version read: v2 of Nov 5, 2025.Open access, according to OpenAlex, checked on Oct 23, 2026.

For experts

Sources, method, key facts, status history, report an error

Status

Not evaluated

Recorded on · arxiv.org

Step 1 of 4 on the scale: not evaluated. Next step: under review.

  1. Announced
  2. Recordednot evaluated
  3. nextTo follow
What this status means

Source reading : Source read through an AI summary (level 2 of 3)

The result is declared neither right nor wrong.

To move to “Under review”: a public review under way. To “Peer reviewed”: a journal publication or a review by named experts.

Full history

Proofs
preprint arXiv

Sources

  • Main sourcearxiv.orgpage read through an AI summary

Method

DiscoverIA status: not evaluated, meaning that no third-party evaluation has been found in the sources read. Set on October 11, 2026 from arxiv.org (page read through a model summary, quotation not rechecked).

Limits

The status source was read through a model summary; its quotation was not rechecked. DiscoverIA has not checked this result itself.

Key facts

Claimed by
Edison Scientific / FutureHouse (37 authors)
announced on Nov 4, 2025
Nature
system
Field
Multidisciplinary (multidisciplinary (metabolomics, materials, neuroscience, genetics))
Checked by
independent evaluators named in the report (102 statements)
Sources
1 : 1 through an AI summary
This entry
AI draft, not reviewed

Status history

Only one observation so far.

  1. 01

    First observation:Not evaluatedCurrent status

    79.4% measures the accuracy of statements, not reproducibility; no independent replication found

    Source: arxiv.orgread through an AI summary

An observation is added; none is ever erased.

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