Zhemal Khamidun
Head of AI at Alpina Digital, CPO of AlpinaGPT (~30-person engineering & AI team). Founder of Vibe Academy & Hamidun Consulting, author of the AI channel «Готовим ИИшницу» (@jemal_hamidun).

Theory Shows Masked Diffusion on Transformers Learns from Õ(LK/ε) Samples
A new arXiv paper gives end-to-end guarantees for masked diffusion models: sample complexity scales as Õ(L·K_par/ε), not exponentially as V^L in sequence length.

SAZO speeds up LLM fine-tuning without backprop: up to 6× fewer queries to reach the same loss
A new zeroth-order method, SAZO, learns to tell informative training examples from uninformative ones and reaches the same loss with up to 6× fewer queries than…

Holomorphic Neural Networks With Singular Functions Beat All Methods on Laplace Benchmarks
A new architecture satisfies the Laplace equation by construction and captures corner singularities. On a CdZnTe detector, it is 1.7–2.1 times more accurate than…

Open LLMs Explain Satire More Cheaply Than Frontier Models, but Handle Australian Satire Worse Than American

COFFEQA Adds 8.77 EM on TriviaQA to Few-Shot Distillation Using Counterfactuals

MADS Trains Dialog Agents Not to Break: 1,095 Conversations, 66% With "Bad" Scenarios

U4RASD Takes 1st Place at KnowledgeGraphEval-2026: 94.06 micro-F1 on Arabic

AXLE Method Primes Annotators' Own Experience Before Hate Speech Labeling: 104 People, 1,040 Ratings
AXLE, a new pre-annotation step, asks annotators to describe personal experience before rating toxic text. In a test with 104 people, agreement dropped and label…

perturber: a service with 68 text perturbations tests LLM robustness
Researchers have released perturber, a service and Python library that apply one meaning-preserving perturbation at a time from a catalog of 68 variants across 11…

Qwen Picks What to Remember: Replay From a Frozen Model Reduces Forgetting

CLUE Builds an Event Ontology Without Experts in Three Steps: Embeddings, Clusters, Names

AutoIndexer Teaches a Language Model to Edit Its Own Output with Three Types of Edits

OGPO Teaches VLA Models to Get Back on Track After a Failure, Without Online Fine-Tuning

Researchers Propose a 3-Criterion Formula for Creativity and Test It on Chess and Picasso
An arXiv paper proposes a formal definition of creativity built on novelty, value and surprise, and tests it on chess moves and paintings.

Neural Networks Are More Modular Than Their Neurons Suggest: Three Levels of Testing
A new arXiv paper proposes three nested levels of modularity and finds that networks without neuron-level modules often have clear functional modules in subspaces.









