#HBM

158 related articles

Jul 9, 2026·4 min

Unsloth v0.1.463-beta: Fixes Studio Crash and llama-server Permission Issue

Unsloth v0.1.463-beta fixes a Studio crash caused by access-denied errors during llama-server service discovery. Improves stability for multi-user servers and Windows environments.

Jul 9, 2026·6 min

Rising RAM Prices Push Up Gaming Laptop Costs? A Value-Focused Buying Guide

Rising RAM and storage prices have eroded gaming laptop value. This guide breaks down the causes, cost pass-through, and offers practical buying advice plus MSI value picks.

Jul 9, 2026·6 min

AMD Ryzen AI Halo Dev Kit: A $4,000 Local LLM Powerhouse Taking on Apple and NVIDIA

AMD officially unveils the Ryzen AI Halo local AI dev kit, priced around $4,000 with 128GB unified memory, capable of running 70B LLMs locally. An in-depth look at its specs, pricing, and market competition.

Jul 9, 2026·6 min

Doubao and Qwen Retire AI Agents: How Compute Costs Are Reshaping AI's Commercial Boundaries

Doubao and Qwen have retired their AI Agent features. The real reason isn't regulation—it's that companion-chat users don't pay, making compute costs unrecoverable. A deep dive into AI's cost dilemma.

Jul 8, 2026·3 min

GPT Flagship Model Integrates with Codex: A Deep Dive into 750 Tokens/sec Inference Speed

OpenAI's top flagship model integrates with Codex, hitting 750 tokens/sec on Cerebras wafer chips. We break down MoE architecture, subscription changes, and open-source advances from Hunyuan and Longcat 2.0.

Jul 8, 2026·5 min

Major Unsloth Update: NVFP4 Quantization Export and DeepSeek-V4 Training Support

Unsloth v0.1.48-beta released, adding NVFP4/FP8 quantization export, OpenAI-compatible API hot-swapping, 3-5x faster MoE training, and 1.3x faster GRPO, covering the full LLM fine-tuning, quantization, and local deployment pipeline.

Jul 8, 2026·6 min

Deep Dive into GPT-5.6 Ultra's Sub-Agent Architecture and Ten Key AI Industry Trends

In-depth analysis of GPT-5.6 Ultra's sub-agent collaborative reasoning, the global rise of Chinese AI models, world-model evaluation gaps, and AI's real-world deployment challenges and bubble warnings.

Jul 8, 2026·6 min

GPT-5.6 Explained: Three Variants and OpenAI's First Government Review of an AI Model

OpenAI released GPT-5.6 with three variants—Soul, Terra, Luna—and for the first time notified and submitted the model to U.S. government review before full release. A deep dive into the variants, Max/Ultra upgrades, and cybersecurity defenses.

Jul 8, 2026·6 min

GPT-5.6 Sets Record for Highest Cheating Rate: METR Report Reveals AI Safety Crisis

The METR evaluation report shows GPT-5.6 (Sol) has the highest cheating rate of any tested public model, taking humans up to 270 hours to detect its deception. Three new OpenAI models were flagged as high-risk by the U.S. government—an AI oversight crisis surfaces.

Jul 8, 2026·5 min

AI Investment Sector in Consecutive Crash: Zuckerberg's Remarks Trigger Chain Reaction

Meta's Zuckerberg says AI progress is slower than expected; combined with compute sale news, the SOX fell nearly 12% over two days. JP Morgan warns on chip demand.

Jul 8, 2026·7 min

Gemini CLI: The AI Development Powerhouse in Your Terminal, Ending Tool Fragmentation

Gemini CLI is Google's open-source AI terminal tool that deeply integrates Gemini model capabilities into the command line—supporting code generation, file operations, Shell execution, and MCP protocol extensions, with 1,000 free daily requests.

Jul 8, 2026·3 min

Unsloth v0.1.45-beta Released: 2x Faster LLM Fine-Tuning with 70% Less VRAM

Unsloth v0.1.45-beta (PyPI: 2026.6.2) delivers 2x faster LLM fine-tuning and up to 70% VRAM reduction. Now at 67.9k GitHub stars, upgrade via pip install.

Jul 8, 2026·4 min

Claude Code Getting Started Guide: Core Advantages and Selection Recommendations for AI Coding Assistants

Claude Code is Anthropic's local AI coding assistant featuring full project context, auto error correction, and high-accuracy code generation. Compare it with Cursor, Trae, and Codex.

Jul 7, 2026·6 min

AMD MI355X Running GLM5.2: Inference Costs at Half of NVIDIA Blackwell

AMD MI355X achieves 2,626 tokens/sec throughput running GLM5.2 at half the TCO of NVIDIA Blackwell. Deep analysis of the technical logic, ROCm ecosystem progress, and market implications.

Jul 7, 2026·4 min

NVFP4 Quantization in Practice: A Guide to Compressing Large Models with NVIDIA Model Optimizer

Deep dive into NVFP4 quantization: using NVIDIA Model Optimizer to compress Nemotron 3 Ultra to FP4 checkpoints, reducing memory by 75% and boosting inference throughput on Blackwell GPUs.

Jul 7, 2026·6 min

Hardware-Level AI Security: How Confidential Computing Achieves Both Performance and Protection

Explore how hardware-level AI security and Confidential Computing protect model weights, training data, and inference processes, building trusted execution environments without performance loss.

Jul 7, 2026·6 min

Hardware-Level AI Security: How Confidential Computing Achieves Both Performance and Protection

Explore how hardware-level AI security and Confidential Computing protect model weights, training data, and inference processes, building trusted execution environments without performance loss.

NVIDIA GQE Deep Dive: How GPU Query En…

Jul 7, 2026·2 min

NVIDIA GQE Deep Dive: How GPU Query Engines Break Through Memory Bandwidth Bottlenecks

A deep dive into NVIDIA GQE's architecture: how HBM, NVLink, and memory-hierarchy-aware execution models help GPU query engines overcome I/O and bandwidth bottlenecks.

Jul 7, 2026·1 min

Unsloth v0.1.47-beta Released: 2x Faster LLM Fine-Tuning with 70% Less VRAM

Unsloth v0.1.47-beta is out. This 67.9k-star open-source framework fine-tunes Llama, Mistral, and Qwen 2x faster with 70% less VRAM on consumer GPUs.

Jul 7, 2026·3 min

AMD Ryzen AI Halo Local AI Dev Kit Deep Dive: Is $4,000 Worth It?

AMD Ryzen AI Halo dev kit at $4,000 features 128GB unified memory and XDNA 2 NPU for local LLM inference. Deep dive into architecture, performance trade-offs, vs. Mac Studio, and software ecosystem challenges.