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AI news source. Articles are auto-selected and adapted by Hamidun News editors.
Latest publications
Moonshot AI Releases Kimi K2.7-Code: 21.8% Improvement on Code Bench v2 over K2.6
Moonshot AI open-sourced Kimi K2.7-Code — an agentic coding model with 256K context and 30% lower reasoning token consumption compared to K2.6.
2026 TTS Models Comparison: From Commercial to Open Source
In 2026, choosing a TTS model depends on three factors: sound quality, processing latency, and cost. Commercial solutions win on naturalness, open models on control and affordability.
StepFun unveils Step 3.7 Flash — a 198-billion-parameter Vision-Language model
StepFun has released Step 3.7 Flash, a new multimodal model with 198 billion parameters, built-in vision, a 256K-token context window, and Advisor mode for coding agents.
NVIDIA X-Token: distillation that beats GOLD by 3.82 points
NVIDIA has released X-Token, a knowledge distillation method for small models (Llama-3.2-1B) that outperforms GOLD by 3.82 points and improves math accuracy from 2.56 to 15.54%.
AgentTrove: how to use the 1.7M agent trace dataset in Python
AgentTrove is the largest open dataset of agent interaction traces: 1.7 million examples in ShareGPT format. A Python tutorial shows how to stream the data, normalize agent actions, and prepare the dataset for model fine
Nous Research released Tool Search for Hermes Agent: accuracy improved by 49–74% with Opus 4
Nous Research solved the problem of context bloat in MCP by adding smart tool search. The system selects only relevant schemas and improves accuracy by tens of percent when working with Opus 4.
Genesis AI Released Genesis World 1.0 — a Platform for Robot Evaluation 400 Times Faster
Genesis AI released the Genesis World 1.0 platform for robot simulation, which reduces evaluation time from 200 hours to 30 minutes and matches real robot behavior by 90%.
NVIDIA Releases Polar — Framework for Training Code Agents
NVIDIA introduced Polar, a framework for training language agents using reinforcement learning, which improved SWE-Bench performance by 22.6 points in the Codex environment.
UC Berkeley created mKernel: a unified library for GPU synchronization in clusters
UC Berkeley released mKernel — a new CUDA library for synchronizing thousands of GPUs in data centers, combining local and remote communication in a single persistent kernel.
Stability AI Releases Stable Audio 3 for Fast Music Generation
Stability AI introduced Stable Audio 3 — models for music and sound effects generation that run on MacBook and consumer GPUs with 8GB VRAM.
ZeroEntropy Unveiled Zerank-2 — A Lightweight Reranker for Precise Search
ZeroEntropy released Zerank-2, a compact cross-encoder based on Qwen3 that significantly improves search quality in two-stage RAG systems.
Sakana AI Introduces DiffusionBlocks: A Method for Block-by-Block Neural Network Training
Sakana AI has introduced DiffusionBlocks—a new method that allows training layers of residual neural networks independently by interpreting updates as reverse diffusion.
Vector Search in PostgreSQL: Complete Guide to pgvector for AI Applications
PostgreSQL has become a serious competitor to specialized vector databases thanks to the pgvector extension.
Perplexity AI Released Tokenizer 5x Faster Than Hugging Face Standard
Perplexity AI released a rewritten Unigram tokenizer that accelerates text processing 5x and reduces CPU load 5-6x in production environments.
Scientists Created MEMO — A Framework for Expanding LLM Memory Without Retraining
Scientists proposed MEMO — a framework that allows LLMs to learn from new data without retraining the base model, using a separate memory module.
EAGLE 3.1: How to Fix Speculative Decoding Instability in LLMs
A joint release by the EAGLE team, vLLM, and TorchSpec fixes a critical speculative decoding issue — attention drift — that was slowing down large language model inference in production.
Anthropic Released Claude Opus 4.8 with Dynamic Workflows and Cheaper Fast Mode
Anthropic introduced Claude Opus 4.8 with dynamic workflows and a more affordable fast mode. The update is available in Claude Code's research preview.
Liquid AI Releases LFM2.5-8B: A Compact MoE Model with 128K Context
Liquid AI introduced the new LFM2.5-8B-A1B model — an efficient MoE model that activates only 1.5B parameters out of 8.3B. Runs on consumer PCs with a 128K context window.
Hexo Labs Published SIA — an Agent That Updates Itself During Operation
Hexo Labs released the open source code for SIA — a system that improves itself by updating both the agent's instructions and the weights of its neural network.
Microsoft Research releases Webwright — browser agent that solves web tasks at 60%
Microsoft Research introduced Webwright — a browser agent that executes complex web tasks better than large language models: 60% success on Odysseys benchmark versus 33.5% for baseline GPT-5.4.
StepFun Releases StepAudio 2.5 Realtime Voice Model with Roleplay Support
Chinese AI lab StepFun introduced the real-time voice model StepAudio 2.5 Realtime, which outperforms competitors in speech naturalness and can adapt voice to user scenarios.
Langfuse for LLM Engineers: Complete Tracing and Experimentation Pipeline
Langfuse is a tool for debugging and optimizing LLM applications. Learn how to set up a complete monitoring pipeline, prompt management, and experiments without paid models.
WorkOS Introduces auth.md — An Open Protocol for AI Agent Registration
WorkOS has released auth.md — an open standard that enables AI agents to register in applications via Markdown file without human intervention.
ByteDance Presented Lance: One Model for Video Understanding, Generation, and Editing
ByteDance released Lance — an open-source model that operates in a single framework with images and video: understands, generates, and edits content using only 3B active parameters.
Cohere releases Command A+: 218 billion parameters for agents on two GPUs
Cohere has unveiled the open Command A+ model with 218 billion parameters and multimodal capabilities, running on two H100 GPUs and supporting 48 languages.
Alibaba Introduces Qwen3.7-Max: An Agent with Million-Token Context
Alibaba introduced Qwen3.7-Max — the most advanced agent model from Qwen with a 1M-token context window and reasoning mode for complex multi-step tasks.
CopilotKit Redefines Architecture for AI Agents in 2026
CopilotKit released a new stack for agentic AI developers: AG-UI protocol, AIMock testing platform, and Pathfinder server—a complete production solution.
OpenMythos: Building Advanced Transformers with MLA and GQA in Colab
OpenMythos enables building recurrent transformers in Google Colab, comparing MLA and GQA architectures. A new video tutorial verifies model stability through spectral radius analysis of injection matrices.
Nous Research Introduces CNA: Controlling LLM Behavior Without Retraining
Nous Research introduced the Contrastive Neuron Attribution (CNA) method, which enables controlling the behavior of large language models by identifying and disabling individual neural circuits without retraining and wit
Eight best authentication platforms for AI-agents and MCP in 2026
MCP reached 97 million SDK downloads per month. AI agents are massively transitioning from experiments to production environments, and choosing the right authentication platform has become one of the…