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Tools & Coding

975 summarised stories in Tools & Coding, each linking back to the original source. Browse all topics →

Sunday, 27 October 2024

AlignEval: Building an App to Make Evals Easy, Fun, and Automated

Eugene Yan 1 year ago 25

AlignEval is a web app that simplifies the process of building LLM evaluators by guiding users through data labeling and evaluation criteria definition. The tool operates in four modes: uploading CSV data, binary labeling after 20 samples, evaluation metrics calculation, and optimization mode starting at 50 labeled samples. The app uses small models like gpt-4o-mini and claude-3-haiku to automatically improve evaluators through trial runs on development and test splits.

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TLDRocket 8 August 2026

Mistral AI's release of Shieldstral 1.0 3B marks a practical inflection point in content moderation: safety classifiers are shedding their fixed rulebooks. The 3B model takes policies as plain-language prompts at inference time—meaning a single deployment can enforce different standards for different customers without retraining—while matching the performance of a 20B baseline on both text and multimodal content. It runs on a single 16GB GPU and ships under Apache 2.0, making it available for local deployment across vLLM and llama.cpp. For teams managing multiple content policies or operating across jurisdictions, this matters because moderation no longer requires separate model forks or constant retraining cycles.

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Tools & Coding

Sunday, 27 October 2024

AlignEval: Building an App to Make Evals Easy, Fun, and Automated

Every AI story that matters, in your inbox by 8am.

Every AI story that matters,
in your inbox by 8am.