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AI Evaluation

369 summarised stories about AI Evaluation, each linking back to the original source. Browse all topics →

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Monday, 24 August 2026

Ox Alpha’s real mystery isn’t who built it

The New Stack 1 month ago 42 ● 3 sources

Ox Alpha appeared on OpenRouter on August 20 without any company claiming responsibility, and developers began probing endpoints and model behavior to identify the underlying provider. The OpenCode terminal agent debuted the same day with a claimed capacity of 100 trillion tokens per day, while Ox Alpha’s OpenRouter pricing for a preview was 0 for both input and output. Because OpenRouter and related disclosures conflict about prompt retention and training rights, teams face different privacy expectations and diligence concerns depending on the route they use for the same model.

Beyond Visual CoT: Internalized Visual Thinking for Proactive Video Reasoning

Apple Machine Learning Research 1 month ago 36

Internalized Visual Thinking (IVT) is introduced as a post-training framework that learns visual reasoning from unlabeled videos without generating future frames at inference time. IVT cuts end-to-end latency by more than 5× versus Visual CoT. As a result, it improves over text-only post-training and matches or exceeds Visual CoT performance while keeping the same efficient inference pathway.

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