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Hamidun News Editorial Desk · Editor-in-Chief Zhemal Khamidun

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.

10,208Published articles
50+Verified primary sources
6Language editions (RU/EN/ES/PT/FR/AR)
ELR teaches one model to loop: Koi-4B scores 18 and 29
Research·arXiv cs.CL

ELR teaches one model to loop: Koi-4B scores 18 and 29

Oct 12, 2026·2 min
DCOCO speeds up LLM inference by up to 6.6x and beats rivals by 6–23%
Research

DCOCO speeds up LLM inference by up to 6.6x and beats rivals by 6–23%

Oct 12, 2026·2 min
SWE-Duel: Coding Agents Plant Bugs for Each Other, and GPT-5.5 Fixes 98.3%
LLM

SWE-Duel: Coding Agents Plant Bugs for Each Other, and GPT-5.5 Fixes 98.3%

Oct 12, 2026·2 min
Reward hacking spreads between AI agents: weak models infect strong ones
LLM

Reward hacking spreads between AI agents: weak models infect strong ones

Oct 12, 2026·2 min
EvoBelief teaches LLM agents to test hypotheses about the world: 83.3% vs 0% for baselines
Research·arXiv cs.AI

EvoBelief teaches LLM agents to test hypotheses about the world: 83.3% vs 0% for baselines

EvoBelief keeps an agent's knowledge of its environment as falsifiable hypotheses on top of a frozen LLM. In Reactor Lab it solves 83.3% of Normal tasks; the…

Oct 12, 2026·2 min
MagicBeanStalk lifts gpt-oss-120b from 61.2 to 69.8 points on math
Research·arXiv cs.AI

MagicBeanStalk lifts gpt-oss-120b from 61.2 to 69.8 points on math

Authors show that 88% of tasks in a large RLVR corpus give no learning signal, and propose MagicBeanStalk: task synthesis added +8.6 points for gpt-oss-120b.

Oct 12, 2026·2 min
CLEAT Teaches Qwen3-4B Agents to Ask for Clarification at the Right Time: Up to +13.2 pp
LLM·arXiv cs.AI

CLEAT Teaches Qwen3-4B Agents to Ask for Clarification at the Right Time: Up to +13.2 pp

The CLEAT framework jointly trains a clarification controller and an agent policy. On Qwen3-4B it leads in all ten configurations and gains 13.2 pp on UserGym…

Oct 12, 2026·2 min
SpireBench Puts 20 LLMs Through a Full Run of Slay the Spire: Experts Still Ahead
Research·arXiv cs.AI

SpireBench Puts 20 LLMs Through a Full Run of Slay the Spire: Experts Still Ahead

The SpireBench benchmark runs 20 LLMs through full Slay the Spire at top difficulty: the best models match the average player but trail experts by a wide margin.

Oct 12, 2026·2 min
Top themes
01Beijing Moves to Calm A-Shares After Tech Selloff Over US Sanctions FearsOct 12, 2026·2 min02DBS chief: market is reassessing AI investment risk and will tighten financingOct 12, 2026·2 min03AI Takes on C++ Refactoring in OpenBMC: Single-Threaded Async, D-Bus and KludgesOct 12, 2026·3 min04CXMT Claims Progress on 4F² Memory Cell, Plans Server DRAM by End of 2026Oct 12, 2026·2 min05Runpod shows how to run diffusion models on JAX in GPU podsOct 12, 2026·2 min
Runpod Sponsors TreeHacks 2026: 36 Hours of GPU Compute at Stanford
Business·RunPod Blog

Runpod Sponsors TreeHacks 2026: 36 Hours of GPU Compute at Stanford

Oct 12, 2026·2 min
RunPod Breaks Down 4 Quantization Methods: Going From FP16 to INT4 Cuts Memory 4x
LLM·RunPod Blog

RunPod Breaks Down 4 Quantization Methods: Going From FP16 to INT4 Cuts Memory 4x

Oct 12, 2026·2 min
UK to strengthen cyber defenses and demand more safety from AI labs
Business·Guardian

UK to strengthen cyber defenses and demand more safety from AI labs

Oct 12, 2026·2 min
Dream2Discern Predicts Multi-Agent System Failures With Over 90% Accuracy
Research·Hugging Face Daily Papers

Dream2Discern Predicts Multi-Agent System Failures With Over 90% Accuracy

Oct 12, 2026·2 min
TabWM learns to predict database edits: F1 rises from 0.016 to 0.685
Research·Hugging Face Daily Papers

TabWM learns to predict database edits: F1 rises from 0.016 to 0.685

From 64 execution examples, TabWM predicts how an action will change the relational database of an unfamiliar system: full edit F1 of 0.685 versus 0.016 with no…

Oct 12, 2026·3 min
EvoWeb Tests Coding Agents on 320 Sequential Requests Across 32 Web Apps
LLM·Hugging Face Daily Papers

EvoWeb Tests Coding Agents on 320 Sequential Requests Across 32 Web Apps

The new EvoWeb benchmark makes AI agents build out a single app step by step. The models' main weakness is integrating new features with code they have already…

Oct 12, 2026·2 min
DuoDiscover, built on coding agents, speeds up vLLM 1.92x and beats ArchAgent v2
LLM·Hugging Face Daily Papers

DuoDiscover, built on coding agents, speeds up vLLM 1.92x and beats ArchAgent v2

DuoDiscover teaches a fleet of coding agents to invent fast proxy evaluators, and it outperforms humans: vLLM runs 1.92x faster, and a CPU design takes 16.7 days instead of 40.

Oct 12, 2026·3 min
FrontierCode: Top AI Models Fail Maintainer Review in 42% of Attempts
Business·Artificial Analysis

FrontierCode: Top AI Models Fail Maintainer Review in 42% of Attempts

Oct 12, 2026·3 min
HACE Co-Trains a Domain Specialist and an LLM Agent Across Three Domains
LLM·Hugging Face Daily Papers

HACE Co-Trains a Domain Specialist and an LLM Agent Across Three Domains

Oct 12, 2026·2 min
Anthropic cuts distillers' extraction of Claude's reasoning by 10–100x
Business·Anthropic Blog

Anthropic cuts distillers' extraction of Claude's reasoning by 10–100x

Oct 12, 2026·3 min
vLLM Teaches Decode Nodes to Send KV Cache Back, Cutting TTFT by Up to 3.3x
LLM·vLLM Blog

vLLM Teaches Decode Nodes to Send KV Cache Back, Cutting TTFT by Up to 3.3x

Oct 12, 2026·3 min
Alignment Forum Proposes 4 Steps: Next-Generation AI Only After Vetting the Current One
Business·AI Alignment Forum

Alignment Forum Proposes 4 Steps: Next-Generation AI Only After Vetting the Current One

Oct 11, 2026·3 min
Nicolas Cage Says He Will No Longer Work With Amazon Over an AI Dispute
Business

Nicolas Cage Says He Will No Longer Work With Amazon Over an AI Dispute

Oct 11, 2026·2 min
Habr: AI Made Forecasts Cheap, but Checking Them Still Takes Hours of Human Work
Business

Habr: AI Made Forecasts Cheap, but Checking Them Still Takes Hours of Human Work

Oct 11, 2026·2 min
LANN-4 Author Shows Repeated Fine-Tuning of a Small LLM Hits a Ceiling
Research

LANN-4 Author Shows Repeated Fine-Tuning of a Small LLM Hits a Ceiling

Oct 11, 2026·2 min
Guardian: Even an AI boom would barely dent US national debt, Eduardo Porter argues
Business·TNW

Guardian: Even an AI boom would barely dent US national debt, Eduardo Porter argues

The White House hopes AI will let the US "grow out" of its debt. Eduardo Porter argues in the Guardian that even supercharged growth would do little for public…

Oct 11, 2026·2 min
Parents of school 300 m from Tesla plant ask for more time to study emissions plan
Business·TNW

Parents of school 300 m from Tesla plant ask for more time to study emissions plan

Tesla wants to change emission limits for two aluminum smelting furnaces in Fremont. An elementary school sits less than 1000 feet from the plant, and parents are…

Oct 11, 2026·2 min