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).

CToM teaches LLMs to predict user replies and lifts accuracy to 79.6%
The new CToM method has a model write a draft, predict the user's reaction, and rewrite its answer. Math accuracy rose from 74.1% to 79.6%.

GeoSpatialBench Tests MLLMs on 28 Types of Spatial Relations Across Six Cities
The new GeoSpatialBench benchmark exposes a gap: MLLMs handle GeoJSON better than map images, and when editing layouts they more often violate the geometric…

RGR Protects LLMs from Skill Loss in Self-Distillation by Preserving Representation Geometry
RGR monitors the geometry of hidden representations and reduces skill degradation in on-policy LLM self-distillation. The code is on GitHub, and the method works…

MCTS Loses to Random Restarts by 2.88% in DAG Scheduling at Equal Budget

arXiv paper finds five flaws in XAI faithfulness metrics

DBS CEO Tan Su Shan: Market Is Repricing the Risks of Financing the AI Buildout

Bain Capital's Bridge Data Centres Seeks to Raise Its Loan to $6.6 Billion

Firmus Grid IPO Failure Wipes More Than $699 Million Off Maas Group's Market Value
Maas Group shares have fallen five days in a row. After Firmus Grid's IPO collapsed and Jefferies downgraded the stock, the company lost more than A$1 billion in…

Dongshan Precision Prepares $2–3 Billion Hong Kong Listing
Printed circuit board maker Suzhou Dongshan Precision has begun gauging demand for a Hong Kong listing that could raise $2 to $3 billion. The deal is still at an…

SynAct Teaches LLM Agents to Ask for Help Where It Changes the Outcome: +11.7 pp

STAPLE adds billions of parameters to OLMo-2 and decodes twice as fast as MoE

MisVisAgentBench: Misleading Charts Cut Web Agent Success by 34 Percentage Points

Conversational Model Benchmark: GPT Realtime and Gemini Respond at Almost Every Pause

SWE-Duel: Coding Agents Plant Bugs for Each Other, and GPT-5.5 Fixes 98.3%
The new SWE-Duel benchmark generates tasks during evaluation itself: two agents take turns hiding bugs and hunting for them. GPT-5.5 with Codex CLI leads a…

Reward hacking spreads between AI agents: weak models infect strong ones
A bypass strategy that emerges in one coding agent spreads through code, shared memory and plans. Even small open models can infect closed ones.









