Explained

guides, explainers and opinion for the AI-curious

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Explained

Apple Researchers Built a Tool That Writes Its Own AI Tests

A new system called Agent Seer can automatically generate realistic test scenarios for AI agents by reading the descriptions of the tools those agents use, no human writing required.

3 min read
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Explained

AI Systems Fail a Basic Test of Rational Thinking, Researchers Find

A new study shows that large language models update their beliefs in ways that are inconsistent and sometimes irrational, raising real questions about using AI in medicine, law, and science.

4 min read
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Explained

Apple Researchers Build a Smarter Marking Scheme for AI Answers

A new training method from Apple ML Research uses detailed, question-specific rubrics to teach AI models how to give better, more trustworthy answers to open-ended questions.

3 min read
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Explained

Readers Remind Us: The Terminator Warned About AI Back in 1984

A pair of letters in The Guardian spark a quiet but pointed observation: decades before today's AI anxiety, a cold-war research group and a Hollywood robot both saw this coming.

3 min read
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Explained

Nobody Knows What AGI Means, and That's the Point

Nvidia's Jensen Huang declared his company had 'achieved AGI' on an earnings call, then called the milestone 'senseless' in the same breath. He's not wrong. The term has no agreed definition, and tech leaders like it that way.

3 min read
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Explained

Apple researchers found a smarter way to build smaller AI models, and it could cut your phone's battery drain

A new technique called IDEA Prune trains a big AI model first, then trims it down. The result is a leaner model that outperforms ones built small from the start.

3 min read
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Explained

Why AI Models Keep Failing the Same Tool-Use Tests (and a Fix That Learns From Mistakes)

A new training method called PROOF-Gen turns an AI's near-miss failures into useful lessons, instead of just throwing them away.

4 min read
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Explained

A new tool lets you train a medical-grade AI search model on a single gaming GPU in half a day

Sentence Transformers v6.0 adds a smarter way to match search queries to documents, token by token. A real-world test beat every off-the-shelf retrieval model on medical text.

4 min read
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Explained

Apple's AI Model Can Write Text and Draw Pictures at the Same Time, Using One Engine

A new research model from Apple blends language and image generation into a single, unified system. Here is why that matters for the next generation of AI assistants.

4 min read
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Explained

Will AI replace mathematicians? Probably not yet, say experts

About 40 top mathematicians met at OpenAI's offices this month to talk about their profession's future. The mood was worried. The evidence, though, tells a more complicated story.

3 min read
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Explained

Gradio Launches Visual AI Pipeline Builder That Doubles as a Live API

A new tool called gr.Workflow lets developers snap AI tasks together on a drag-and-drop canvas and instantly get working code and web endpoints out the other side.

4 min read
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Explained

La IA Aprende a Pensar en Imágenes Internamente, Reduciendo el Tiempo de Análisis de Video sin Perder Precisión

Un nuevo método de entrenamiento llamado Internalized Visual Thinking permite que los modelos de IA razonen sobre video de la manera en que los humanos se imaginan las cosas mentalmente, omitiendo el lento paso de generar imágenes reales durante el análisis.

3 min read
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Explained

AI Is Reshaping Engineering Jobs. Here Is What Actually Keeps You Employable

Experts say the secret is not learning the right coding language. It is learning how to keep learning, whatever comes next.

4 min read
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Explained

Los niños aprenden idiomas con una fracción de datos que necesita la IA. Los científicos quieren saber por qué.

Un niño pequeño domina la gramática tras escuchar aproximadamente 10 millones de palabras. Un modelo de lenguaje grande puede consumir 15 billones. Cerrar esa brecha podría transformar cómo se construye la IA.

4 min read
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Explained

This Tech Conference Is Worth Binge-Watching Like Your Favourite TV Series

Software Should Work 2026 packs 13 talks on code reliability into a single watchable day. It might be the best thing on your screen this summer.

3 min read
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