377 summarised stories about AI Evaluation, each linking back to the original source. Browse all topics →
ChinaTalk 2 months ago 14 ● 3 sources
ChinaTalk is running a contest to crowdsource evaluation protocols for frontier AI models used in diplomatic and national-security decision-making. The submission deadline is September 1st. As a result, proposals will be used to create concrete evals that show what models are useful for, where they fail, and how their behavior changes over time, with judge input from listed researchers and labs.
ChinaTalk 2 months ago 13 ● 3 sources
ChinaTalk launched a rolling evals-and-essay project contest focused on testing AI models for policy and national-security decision support. The contest offers $75k in total prize money. This will fund and organize new benchmarking work, with submissions that examine how models handle strategic and high-stakes questions beyond coding tasks.
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20 October 2026
The biggest throughline today wasn’t model architecture—it was the plumbing. DeepSeek open-sourced DeepInfer, the inference framework behind its production AI services, and backed it with numbers: one cluster serving 155 trillion tokens per day, plus off-peak pricing at $38 per GPU hour. DeepInfer now ships under an Apache 2.0 license on GitHub with support for DeepSeek-V4.1-Flash, while some performance-critical components remain tied to internal infrastructure and non-Nvidia determinism. In other words, the team is sharing the parts that get customers running, and keeping the bits that keep their edges sharp.
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