Development

Zoom's federated swarm beats the monolith on Humanity's Last Exam

development2025-12-13

Claim

Zoom deployed Federated AI, a swarm of small open and closed models that scored 48.1% on Humanity's Last Exam, beating Gemini 3 Pro.

Reported metric: 48.1%

Reporting date: 2025-12-13 (not necessarily the event date)

Sources

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Welcome to December 13, 2025 (theinnermostloop.substack.com)

The arrangement outperforming its best component is the strongest form of issue 002’s scaffolding claim so far.

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Welcome to December 13, 2025

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Zoom

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Zoom's federated swarm beats the monolith on Humanity's Last Exam
Innermost Loop KB — secondary record
Reporting date: 2025-12-13
KB permalink: https://nicholsn.github.io/innermost-loop-kb/developments/2025-12-13-zoom-federated-swarm-hle
Claim: Zoom deployed Federated AI, a swarm of small open and closed models that scored 48.1% on Humanity's Last Exam, beating Gemini 3 Pro.
Attributed sources:
- Welcome to December 13, 2025 — https://theinnermostloop.substack.com/p/welcome-to-december-13-2025
This citation does not imply independent verification of linked-source claims.

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