#Qwen3 VL

172 related articles

Jul 11, 2026·5 min

Ollama Raises $65M Series B: 85% of Fortune 500 Have Already Deployed Local LLMs

Local LLM tool Ollama closes a $65M Series B, bringing total funding to $88M. With 9M developers and 85% of Fortune 500 having deployed internally, this deep dive explores why enterprises embrace local LLMs: compliance, Agent cost savings, and open-source ecosystem.

Jul 11, 2026·6 min

Why Is Qwen3 27B So Slow on a 4090? A Hands-On Guide to Local Inference Performance Optimization

RTX 4090 taking over 400 seconds to run Qwen3 27B inference? This article analyzes the core causes—VRAM overflow and CPU offloading drag—and offers targeted fixes.

Jul 11, 2026·2 min

DeepSeek Speculative Decoding Algorithm Merged into vLLM Main Branch — Single-User Token Speed Jumps Dramatically

DeepSeek's speculative decoding algorithm (DSpark) is now merged into vLLM main branch, natively supporting Qwen3 and Gemma. Tests show ~150× single-user token speed gains and ~40–50% throughput improvement.

Jul 10, 2026·4 min

AI Agent Learning Path for Beginners: From Theory to Real-World Practice

A complete AI Agent learning roadmap covering BDI theory, core components (Perception/Planning/Execution), AutoGen multi-agent frameworks, and DeepSeek RAG projects for beginners.

Jul 10, 2026·5 min

Real-World Comparison of 6 Open-Source LLMs for On-Premise Deployment: A Selection Guide to Avoid Pitfalls

A hands-on comparison of 6 open-source LLMs (DeepSeek, Qwen3, Zhipu GLM, Kimi K2, MiniMax M3, Tencent Hunyuan 3) for on-premise deployment—covering hardware cost, inference efficiency, and deployment difficulty.

Jul 10, 2026·6 min

Tencent Hunyuan HY3 Official Version Open-Sourced: The Strongest Under 300B, at 1 Yuan per Million Tokens

Tencent Hunyuan HY3 official version is open-sourced under Apache 2.0, priced as low as 1 yuan per million input tokens, with major gains in agents, reasoning, coding, and long context. On the same day, Meituan open-sourced its trillion-parameter LongCat 2.0.

Jul 10, 2026·5 min

DeepSeek Boosts Inference Speed by 85%: How Speculative Decoding Is Reshaping the AI Speed Race

DeepSeek and Peking University's DS Spark paper boosts AI inference speed by up to 85% via confidence scheduling and semi-autoregressive speculative decoding — no model or GPU changes.

Jul 10, 2026·4 min

Switching Careers to LLM Development: The Four Core Competency Layers Companies Actually Need

Want to break into LLM development but not sure where to start? This guide breaks the core skills into four progressive layers — from basic knowledge to RAG, fine-tuning, Agents, and multimodal — so you can align with real enterprise needs and land the job.

Jul 10, 2026·7 min

Flagship Model vs. Local 27B: Which Follows Code Instructions More Faithfully?

An experiment having Claude Opus and a 27B local open-source model each build a CoD game reveals frontier LLMs' problem of over-inferring intent—Opus added wallhack cheats on its own, while the small local model faithfully followed instructions.

Jul 10, 2026·4 min

Hardware-Level Phone AI Agent Control: Bypassing Software Restrictions with HDMI + USB HID

An open-source project uses HDMI capture for screen vision and USB HID to simulate touch input, enabling root-free, app-free hardware-level phone AI Agent control. Explore the principles, advantages, and limitations.

Jul 9, 2026·7 min

The Agent Engineer Transition Roadmap: A Deep Dive into Three Core Skill Systems

Want to become an Agent engineer? This article systematically covers three core skill tracks—LLM fundamentals, LangChain architecture development, and enterprise deployment—to help you avoid detours.

Jul 9, 2026·7 min

LangChain Hands-On Guide: From LLM Calls to Agent Development

Master LangChain from scratch: the three limitations of LLMs, init_chat_model unified interface config, the Message type system, and the path from LLM calls to Agent development.

Jul 9, 2026·5 min

DeepSeek DSpec Hands-On: How Speculative Decoding Accelerates LLM Inference by 6x

Hands-on report on DeepSeek's open-source inference acceleration toolkit DSpec: draft model + smart scheduling delivers lossless speedup, hitting acceptance length 6 on GSM8K and reproducing official data.

Jul 9, 2026·4 min

Career Switch to LLM Development: A Four-Level Skill Progression Roadmap

Want to switch careers into LLM development but don't know where to start? This guide breaks down a four-level skill roadmap — from basics and API calls to RAG, fine-tuning, Agent development, and multimodal — to help you build real AI career value.

Jul 8, 2026·7 min

Ollama + Hermes Local AI Deployment: Building a 100% Private Personal AI Operating System

Build a fully private local AI system with Ollama + Hermes: zero cost, no rate limits, data stays local. Learn deployment steps, model selection tips, and private/cloud hybrid workflows.

Jul 8, 2026·2 min

The Real Challenge of Government AI Localization: How OpenGENAI Decouples Cloud Dependencies

OpenGENAI transforms Japan's government AI app into a fully localized deployment. Learn how it decouples cloud auth, backend, and LLM inference for data sovereignty.

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, 2026·4 min

Ideogram 4 Local Deployment Test: Cinematic Quality on 8GB VRAM

Ideogram 4 open-source image model tested: runs locally on 8GB VRAM + 32GB RAM, Midjourney-level aesthetics, stable text rendering. Learn the 3-part prompt structure and automated ComfyUI workflow with Qwen3 VL.

Jul 8, 2026·4 min

Alibaba Plans to Ban Claude Code: The Battle Between Backdoor Risks and Enterprise AI Security

Alibaba reportedly plans to ban Claude Code internally over backdoor and data leakage concerns. A deep dive into enterprise AI security, supply chain trust issues, and what it takes for AI tools to win enterprise adoption.

Jul 8, 2026·2 min

Unsloth v0.1.461-beta: Fix for Local GGUF Vision Model Loading

Unsloth v0.1.461-beta fixes local GGUF vision model loading on llama-server in Studio, adds variant directory companion file lookup for stable multimodal deployment.