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).
PoS Method Catches AI Agents Stuck in Loops of False Belief: 36 Repeats in ALFWorld
An ALFWorld agent forgot to heat a cup and checked the cabinet 36 times in a row until its action budget ran out. A new paper calls this Belief Trapping and…
Ego Data Gets a "Full Body": A New Scaling Path for World Models
Robot data collection is shifting from expensive platforms to lightweight formats. Jiqizhixin examines the idea of extending ego recordings with whole-body motion…
Google DeepMind and Singapore Release Gemma-Based Scam Detector as Fraud Losses Top S$4 Billion
GovTech and Google DeepMind fine-tuned Gemma on local scam patterns. The model runs on a smartphone, reads chats without the cloud, and warns users before they send…
REASON teaches a model to think in two loops and saves about half the compute
AA-Robotics v0.1: GPT-6 Astra controls a robot arm and scores 69 out of 100
MULTIFINGROUND: LLMs Recognize Accounting Concepts With 99% Accuracy but Miss Facts
Interlock teaches agents to finish the job: up to +6.64 points on JobBench
BlenderWorld: GPT-6-Astra Beats Opus-5 in 3D Benchmark with a Score of 79.9
The new BlenderWorld benchmark ran 13 frontier models through 223 3D creation tasks in Blender. GPT-6-Astra leads with 79.9, but spatial coherence still lags.
Modal raises $750M at $15.75B valuation and reaches $1B run rate
The AI infrastructure startup tripled usage in five months, passed $1 billion in annualized run rate and closed a $750 million Series D led by Accel.
WinARDet fixes looping in MLLM detectors: F1 rises from 32.16 to 39.36
GAFU pulls knowledge out of generation in UMMs and lifts VStar-Bench by 20%
RTAformer Teaches a Model to Notice When Relationships Between Objects Change in Video
MolLean Makes LLMs Check Their Chemistry: Wins on 12 of 12 Tasks
KANLab: A TensorFlow Playground Fork That Shows KAN Training in the Browser
Lukas Niehaus and colleagues released KANLab: a small Kolmogorov–Arnold network trains in the browser, and every B-spline curve can be viewed and edited by hand.
CyberArena Pits 12 AI Agents Against Each Other in 466 Real-Time Attack-and-Defense Matches
The new CyberArena benchmark makes two LLM agents hack and patch services at the same time. It covers 12 models, 40 tasks and 466 matches, and it breaks the ceiling…