#Instruct model
3360 related articles
Product Reviews·1 min
DeepSeek V4 vs Qwen3.6 Real-World Testing: In-Depth Comparison Across 8 Categories and 150 Scenarios
BenchLocal real-world testing of DeepSeek V4 Pro, V4 Flash vs Qwen3.6 27B across 8 categories and 85 scenarios. V4 Pro leads by 6% but stumbles on math reasoning. Qwen3.6 Q6 rivals V4 Pro in agent tasks.
Read more →
Product Reviews·1 min
Qwen3.6-27B Open-Source Model Review: Flagship-Level Code and Multimodal Capabilities with Just 27B Parameters
Deep dive into Alibaba's Qwen3.6-27B: a 27B dense model delivering flagship-level code generation and multimodal capabilities on a single GPU with INT4 quantization.
Read more →
Product Reviews·1 min
Qwen3.6 Quantized Local Deployment Benchmark: Which Is Best — NVFP4, APEX, Q4, or Q6?
Benchmarking 7-8 Qwen3.6 quantized models across 8 dimensions including tool calling, CLI ops, and bug fixing. Comparing NVFP4, APEX, Q4, Q6 with rankings and recommendations.
Read more →
Tutorials·2 min
vLLM and SGLang Local Deployment Tutorial: A Practical Guide to 3-8x Performance Gains
Complete guide to deploying vLLM and SGLang locally. Compare performance vs LM Studio, deploy in 3 steps with Docker + AI assistant. Covers SGLang vs vLLM selection, 5090 VRAM optimization, and Cherry Studio integration.
Read more →
Tech Frontiers·1 min
Qwen3.6 MTP Acceleration Benchmarked: Single GPU Inference Hits 220 token/s
Qwen3.6 experimental MTP-GGUF benchmarked: single GPU pushes 35B-A3B model to 220 token/s, 1.4x faster with zero accuracy loss. Covers MTP principles, optimal Draft Tokens strategy, and RTX 5090 results.
Read more →
Deep Dives·1 min
Qwen3.5 Deep Dive: Hybrid Attention Architecture Achieves 19x Speedup for Long Context
Deep analysis of Alibaba's open-source Qwen3.5 hybrid attention architecture, how Gated Delta Net achieves 19x speedup at 256K context, and multimodal results surpassing Gemini 3 Pro and GPT-5.2.
Read more →
Product Reviews·2 min
GitHub Copilot CLI In-Depth Review: A Free Terminal Coding Agent Powered by Claude Sonnet
In-depth review of GitHub Copilot CLI public preview: a free terminal coding agent powered by Claude Sonnet with no rate limits, tested against Claude Code across four real coding tasks.
Read more →
Product Reviews·2 min
GitHub Copilot CLI Hands-On Review: A Terminal AI Coding Tool Put to the Test
Hands-on review of GitHub Copilot CLI public preview: installation, MCP server extensions, deep GitHub integration, and a comparison with Claude Code to help you decide if it's worth switching.
Read more →
Tech Frontiers·2 min
OpenAI Officially Lands on AWS: Models, Codex, and Managed Agents Now in Preview
OpenAI announces its frontier models, Codex programming tool, and Bedrock Managed Agents are now in limited preview for AWS customers. Analyzing the three core products, enterprise value, and shifting cloud AI dynamics.
Read more →
Tech Frontiers·2 min
ChatGPT Image Usage Surges 50%: 360° Viewer Launches as AI Image Generation Becomes Essential
OpenAI reveals ChatGPT Images 2.0 data: image usage up 50%+, nearly 60% new users. New 360° viewer launched. Analysis of growth drivers, business use cases, and competitive landscape.
Read more →
Tech Frontiers·1 min
Claude 4 Launch: Opus and Sonnet Dual Models Explained, Coding Agent Capabilities Fully Upgraded
Anthropic launches Claude 4 Opus and Claude 4 Sonnet. Claude Code goes GA with IDE integration and SDK. MCP protocol connects directly to API. Full breakdown of coding and agent upgrades.
Read more →
Tutorials·2 min
Complete Guide to the Codex Interface: Model Switching, Skill/Plugin Configuration, and PPT Generation in Practice
A detailed breakdown of OpenAI Codex's interface layout, three-level permissions, model reasoning intensity, Skills vs Plugins, and a hands-on PPT generation demo.
Read more →
Product Reviews·1 min
Claude 4 Hands-On Review: In-Depth Comparison of Opus 4 and Sonnet 4
First hands-on review of Claude 4 series: multi-dimensional comparison of Opus 4 and Sonnet 4 across coding, document analysis, reasoning, and AI Agents, with benchmarks against GPT-4o and Gemini 2.5 Pro.
Read more →
Tutorials·2 min
MSPM0 + SysConfig Embedded AI Development Skill Open-Sourced: A Powerful Tool for Electronics Design Competitions
Open-source MSPM0 embedded AI development Skill for electronics design contests. Enables AI Agents to auto-configure peripherals, compile, flash, and tune PID parameters via SysConfig CLI.
Read more →
Tutorials·1 min
Claude Code + DeepSeek in Practice: A Vibe Coding Tutorial for Building a Desktop Pet
Use Claude Code with DeepSeek to build a desktop pet from scratch via Vibe Coding. Learn the combo's advantages, key technical points, and AI-driven iterative development workflow.
Read more →
Tech Frontiers·3 min
Google I/O 2026 Deep Dive: The Ambitions and Concerns Behind Gemini Spark and Antigravity
Deep analysis of Google I/O 2026's two core releases: AI agent Gemini Spark with deep Google ecosystem integration, and Antigravity's shift from open to closed source. Covers Prompt Injection risks and AI Agent trends.
Read more →
Deep Dives·2 min
GPT-5.3 Codex Deep Dive: From Coding Tool to Digital Colleague
A deep dive into OpenAI's GPT-5.3 Codex agentic coding model — from SWE-Bench Pro to OS World benchmarks — exploring how AI evolves from tool to digital colleague.
Read more →
Product Reviews·2 min
OpenAI Codex App In-Depth Review: 38 Open-Source Skills Explained with Hands-On Experience
In-depth review of OpenAI Codex App: 38 open-source Skills breakdown, Plan Mode, automation workflows, and hands-on demos including game dev and PDF generation.
Read more →
Tutorials·2 min
Codex from Scratch: Tool Selection Logic & Complete Login Guide for Chinese Users
How to choose AI programming tools? What's the difference between Codex and Cloud Code? This guide covers tool selection logic, Codex's 4 core capabilities, and 2 login paths for users in China.
Read more →
Product Reviews·3 min
OpenAI Codex App In-Depth Review: How This AI Programming Assistant Is Reshaping the Development Workflow
In-depth review of OpenAI Codex App: natural language app building, multi-task parallel development, voice interaction, and intelligent Code Review reshaping the development workflow.
Read more →