Intellectual hub of the topic

methodology

Lab

How to Teach AI to Discover New Things Right on the Dance Floor: Training Neural Networks During Testing

Computer Science

Researchers have taught a language model to find optimal solutions in science not through preliminary preparation, but by learning right in the process of working on a specific task.

Dr. Rafael Santos Feb 1, 2026

AI: Events

Chunk Size Depends on the Query: How AI21 Labs Proposes Solving a Major RAG System Challenge

Development

AI21 Labs demonstrated that a single «chunk» size in RAG systems is a compromise and proposed a simple way to adapt text segmentation to the user's query type.

AI21 Labswww.ai21.com Jan 29, 2026

AI: Events

Theorizer: How AI Learns to Formulate Scientific Laws from Thousands of Papers

Research

Researchers at the Allen Institute for AI have created the Theorizer system, which analyzes arrays of scientific publications and attempts to formulate general patterns from them.

Ai2allenai.org Jan 29, 2026

AI: Events

How to Evaluate Language Models' Understanding of the Emirati Arabic Dialect

Research

Researchers from the UAE have created a benchmark suite to test how well large language models handle the Emirati Arabic dialect.

Hugging Facehuggingface.co Jan 27, 2026

Lab

How to Teach a Compressor to Forgive: Why Your Files Won't Unzip Due to a Single Calculation Speck

Mathematics & Statistics

The new PMATIC algorithm solves a sticky problem where the slightest calculation inaccuracy turns a compressed file into digital garbage – all without sacrificing quality.

Professor Lars Nielsen Jan 25, 2026

AI: Events

How Agentic Models Are Trained After Base Training

Technical context • Development

MiniMax has discussed its approach to fine-tuning language models that do more than just answer questions – they execute complex tasks by interacting with tools.

MiniMaxwww.minimax.io Jan 22, 2026

AI: Events

How Cursor Improved Their AI Debugger

The Cursor team shared how they refined Bugbot – a tool for automated bug fixing – using a specialized AI-based metric.

Cursor AIcursor.com Jan 16, 2026

NeuroBlog

What to Do If You've 'Tried Everything' but Still Haven't Found Yourself

Personal Growth & Learning • Personal Growth

When it feels like you've tried everything and still don't know what to do with your life, it's not a dead end. It's the moment to change your approach to the search itself.

Alice Weil Jan 16, 2026

AI: Events

How to Verify Punctuation Model Accuracy: A Practical Method from AMD

AMD has published a guide on evaluating the quality of machine punctuation models – useful material for anyone working with text processing.

AMDwww.amd.com Jan 15, 2026

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