Label-free accuracy estimation under data shift — and the monitoring sidecar that uses it. Scope note: two intent-classification datasets (Banking77, CLINC150), one ModernBERT-base classifier each, rule-based shift ladder. No vision, no NLU, no frontier models. The problem Your model was 91%…
O forte crescimento das vendas de carros de zero emissões em Portugal está a "revolucionar" a lista dos modelos mais populares em Portugal. A escalada nos preços dos combustíveis alimenta este cenário. Veja os 50 modelos mais vendidos nos primeiros nove meses do ano.
Model Evaluation in Machine Learning: How Do We Know a Model Is Good? Building a machine learning model is only one part of a machine learning project. After training a model, we need to answer an important question: How well does it actually perform on new data? This is where model evaluation…
Disclaimer & Notice: This project is strictly an educational experiment conducted for self-learning purposes to understand the mechanics of language model fine-tuning and deployment. The resulting model weights must never be used as actual medical, wilderness, or life-safety advice. Fine-tuning…
We run super-resolution and watermark removal entirely in the browser at ClearPix, using ONNX Runtime Web on WebGPU. This post is the writeup of one optimization round that produced our single biggest inference speedup — 4.8x at page level from fp16 quantization — and, in the same week, two of our…
A post in r/singularity with the title "Kimi 2.7 code is released & open-sourced" hit 100 upvotes fast. Over on X, the announcement from @Kimi_Moonshot crossed 2,600 likes while i was refreshing the page. This is the third major open-source model release from Moonshot AI in six months. K2.5 landed…
Laravel route model binding is the reason a resource controller rarely contains a manual Post::findOrFail($id) call. Part 1 covered how Laravel routing works at a basic level, and ended on the {post} parameter in a resource route resolving straight to a Post model instead of a raw ID. This part…
In September 2026 a company called TypeSafe released Jev, and it isn't a chatbot. It never writes a sentence. You give it some text and a question with fixed answer options, and it returns one of your options plus how sure it is: "bot, 97%." Nothing to parse, nothing to read. I spent a day testing…