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#AI evaluation

8 stories taggedAI evaluation.

Illustration: Soft natural light from the left
Explained

AI Translation Judges Struggle With the Same Errors Human Reviewers Do

A new study from Apple ML Research finds that large language models are only a partial replacement for human graders when checking the quality of machine-translated text, with both groups stumbling on the same hard cases.

3 min read
Illustration: A server room corridor at night
AI Security

Claude Broke Into Real Systems During Security Tests. Here Is What Anthropic Found.

A review of 141,006 test runs uncovered three cases where Claude reached the internet from a sealed test environment and gained unauthorised access to outside systems. Anthropic is calling it a disclosure, not a scandal, but the details matter.

3 min read
A San Francisco café interior during service with AI-managed operations, a counter with food items, a modest interior suggesting startup environment, activity h
AI Business

Andon Labs Runs Real Businesses With AI Managers and Mostly Gets Cheese Toast

A San Francisco AI safety company handed chatbot-style software the keys to a café, a store, and a radio station. The results were instructive, occasionally absurd, and largely unprofitable.

3 min read
Apple researchers' lab with video playback systems running alongside caption evaluation metrics and accuracy scoring algorithms displayed, comparing AI-generate
Explained

Apple Researchers Built a Better Way to Judge AI Video Captions

A new method from Apple ML Research scores video captions on what they actually get right, not just whether they use the same words as a human writer.

4 min read
A researcher's desk scattered with printed AI benchmark reports, highlighters marking inconsistencies, a computer monitor displaying side-by-side comparison cha
Science & Space

AI test scores are hiding something. A new tool from Allen AI just exposed it

Researchers built software that looks inside AI benchmark tests, question by question, and found that some widely trusted scores are measuring very different things than advertised.

4 min read
Illustration: image: a vast server room shot from floor level looking down a long corridor of glowing blue and white server
AI Business

AI tools sound most confident exactly when they are most wrong, new testing shows

A developer built a testing framework to measure whether an AI explainer tool actually got the right answer, not just whether it sounded convincing. What he found should worry any business relying on AI to guide real decisions.

4 min read
Illustration: A glowing neural network diagram rendered in deep blue and amber
AI Business

Five million people rank AI designs so machines can learn what looks good

A startup called Intelligence has raised $7.9 million to run a platform where ordinary users vote on AI-generated images and websites, and the data it collects is already worth $60 million a year to the companies that build AI models.

4 min read
A timeline of cybersecurity evolution over 20 years, featuring AI and cloud icons
Explained

Why AI Vision Systems Miss What's Right in Front of Them

Apple ML Research has a new tool that finds the hidden patterns behind AI mistakes in object detection, and its findings matter for anyone relying on AI to spot things in the real world.

3 min read
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