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All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

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All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

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All AI & ML Compute Inference Infrastructure LLMs & Foundations Enterprise AI

AI & ML LLMs & Foundations

Gemini 4 Carbon Tops the Intelligence Index at 59. What That Score, and Google's Safety Numbers, Can and Can't Tell You

Gemini 4 Carbon ranks first on the Artificial Analysis index, but only by a point, and few people can use it yet. Here is what the score proves, and which of Google's safety claims are still unchecked.

Oct 30, 2026 • 4 min read

AI & ML LLMs & Foundations

How Should Students Disclose AI Use in Assignments?

How to help students untangle heavy jargon and break down complex research paper sections without falling into the trap of oversimplified summaries.

Oct 29, 2026 • 9 min read

AI & ML LLMs & Foundations

Was Polysemanticity Misdiagnosed? Goodfire's Challenge to the Superposition Picture of Neural Networks

A Goodfire researcher says the superposition idea misread why some neurons look tangled. His numbers are bold, and still unreviewed. Here is what he claims, what is checkable, and how experts reacted.

Oct 29, 2026 • 4 min read

AI & ML LLMs & Foundations

Can AI Help Students Understand Difficult Research Papers?

How to use AI to untangle heavy jargon and break down complex sections without falling into the trap of oversimplified summaries.

Oct 28, 2026 • 10 min read

AI & ML LLMs & Foundations

OpenAI Says It Disproved the Exponential Time Hypothesis and Proved Kakeya and Yang-Mills: What Is Machine-Checked, What Is Public, and What Is Still a Claim

OpenAI's three claimed results sit at different verification levels. The Exponential Time Hypothesis and Kakeya proofs have public Lean files, Yang-Mills is withheld, and none has finished expert review.

Oct 28, 2026 • 4 min read

AI & ML LLMs & Foundations

How Can Students Check Whether an AI Answer Is Actually Correct?

A Practical Four-Stage Triangulation Protocol Using Peer-Reviewed Textbooks, Official Standards Repositories, Adversarial Cross-Examination, and Boundary-Condition Sanity Checks.

Oct 27, 2026 • 9 min read

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