Architecture — Tech News

What Mutation Testing Frameworks Do When a Timeout Kills Them

Code: Megapixel99/assay-checks assay audits mutation harnesses: the scripts that deliberately break your code and check that a test notices. It look…

mutationtesting verification measurement

A mixture-of-experts model only activates a few of its experts per token, which means (unlike a dense model, where every forward pass touches every…

llm measurement macos ssd

I have a small transformer that turns a one-line spec into a working web app. It is 11.9M parameters, 6 layers, d=384, trained on 4,176 generated pr…

measurement codegeneration llm tokenization

Code: Megapixel99/capture-the-flag I built a capture-the-flag arena where language models attack and defend each other's containers. The replays the…

llm measurement finetuning security