#Instruct model
3391 related articles
Tech Frontiers·2 min
Deep Dive into Google AgentGravity 2.0: Dynamic Sub-Agents, SDK, and the Controversial Product Split
Deep analysis of Google AgentGravity 2.0: dynamic sub-agent system, free SDK, project management upgrades, and the controversy over splitting into desktop app, code editor, and CLI tool.
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Tutorials·2 min
Python Machine Learning in Practice: A Complete Guide from Algorithm Derivation to Code Implementation
A systematic Python ML course using a 3-stage framework: algorithm derivation, code implementation, and experimental analysis. Covers logistic regression, decision trees, and ensemble learning.
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Deep Dives·2 min
The Three-Stage Evolution of AI Coding Tools: From Copilot to Cursor to Claude Code
Deep analysis of AI coding tools' three-stage evolution: GitHub Copilot as a supercharged input method, Cursor as a pair programming partner, and Claude Code as a system-level agent.
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Tutorials·2 min
Harness AI Engineering Programming: A Practical Guide to Building Enterprise-Grade Projects with Claude Code
A deep dive into the Harness AI Engineering Programming framework — how to use Claude Code with VS Code for enterprise-grade development, covering architecture, task decomposition, and quality gates.
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Deep Dives·1 min
Qwen3.7 Max Deep Dive: How a 1T-Parameter MOE Architecture Creates the Ultimate Agent Foundation
Deep analysis of Alibaba's Qwen3.7 Max: 1T parameters, MOE architecture, 256K context, leading in agent programming, reasoning, and multilingual tasks with full LangChain/CrewAI compatibility.
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Tutorials·1 min
Using AI to Crack Infinite Debugger Anti-Debugging in One Click: A Hook Script Hands-On Tutorial
Learn how to use Prompt Engineering to have AI auto-generate Hook scripts that bypass infinite debugger anti-debugging, covering Function constructor rewriting and timer interception.
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Expert Opinions·2 min
How Can a One-Person Company Achieve a Computing Power Leap with AI Clusters? A Practical Guide from Executor to Decision-Maker
How can indie developers build a one-person company with AI clusters? This guide covers AI automation agents, information arbitrage, and bio-optimization for the transition from executor to decision-maker.
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Tutorials·1 min
Andrew Ng's New Course Explained: Agent Memory Engineering from Basics to Practice
Deep dive into Andrew Ng's Agent Memory course with Oracle: covering memory engineering concepts, memory-first architecture design, and building AI agents with persistent memory.
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Tutorials·3 min
Codex Desktop Tutorial: Complete Breakdown from Installation to Interface Features
Complete breakdown of OpenAI Codex Desktop: installation, three-panel interface, plugin system, automation features, and more to help beginners master this all-in-one AI desktop assistant.
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Tutorials·2 min
Local AI Comic Drama Production with ComfyUI: Complete Workflow from Images to Final Cut
Complete guide to local AI comic drama production with ComfyUI, covering KLEIN image editing, LTX first-last frame video generation, and QWEN TTS voice synthesis on a 4060Ti GPU.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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