Zhemal Khamidun
Hamidun News editorial desk led by Editor-in-Chief Zhemal Khamidun (CPO of AlpinaGPT). Daily curation across 50+ global AI labs, research feeds, and industry reports in 6 languages.

VizRAG: Visualizing Hypergraphs to Improve RAG Retrieval for Multimodal Models
Researchers unveil VizRAG, the first RAG system that shows a language model its knowledge hypergraph as an image rather than text alone, and it outperforms strong…

TriAgent: A Committee of Small Models Instead of an Expensive LLM Saves $9.3M a Year
Researchers unveiled TriAgent, a multi-agent financial sentiment system where cheap models replace a cloud LLM, saving $9.3M a year at 10M users.

Rubric4Setwise: Evaluating Whole Document Sets for RAG Instead of Ranking by Relevance
Researchers introduce SetwiseEvalKit, a benchmark of ~28,000 criteria for judging the quality of an entire document set, and Rubric4Setwise, a method that generates…

Small Qwen Language Models Ignore Instructions but Look Accurate on Benchmarks

Why Pure Transformers Can't Learn Structural Generalization: A Proof

Hypernetworks Instead of LoRA: Scaling Laws for Knowledge Injection into LLMs

SFT Fine-Tuning Narrows AI Behavior: arXiv Study on Diversity Collapse

CRA-Bench and CRA-Net: Catching Harm That Builds Up Over the Course of an LLM Conversation
A new framework, CRA, and a benchmark, CRA-Bench, aim to catch harm that builds up gradually from harmless messages in an LLM conversation rather than in a single…

Spectral-LSH: Up to 16× Prompt Compression Without Fine-Tuning to Speed Up LLM Inference
The new Spectral-LSH method compresses long prompts 8–16× with no model fine-tuning: it hashes similar tokens into groups in attention's spectral space and…

AI Data Centers and Heat Overload US Power Grids: PJM Capacity Costs Jump 60%

China vs. the US: How Each Protects Children From AI Companions, and Why Beijing's Approach Is Stricter

Why a Successful AI Pilot Fails to Pay Off at Scale: The Topic of INFOSTART CIO CAMP 2026

Timeweb Cloud: one in three documentation requests comes from AI agents, not humans

Google starts training Gemini 4 as Alphabet raises capex forecast to $205 billion
Alphabet raised its 2026 capex forecast to $205 billion and began training Gemini 4. AI and cloud demand is outrunning spending, and Google Cloud grew 82%.

DeepSeek Raised Its Registered Capital 65% in 2026, and Its Founder Says AGI Is the Only Goal
DeepSeek's registered capital rose 65% in 2026 after two capital increases, and founder Liang Wenfeng told investors in a closed-door meeting that the path to AGI…









