#GPT-5 coding ability
395 related articles
Product Reviews·2 min
DeepSeek V4 Deep Dive: Three Major Innovations — Hybrid Attention, Manifold-Constrained Hyperconnections, and MOM Optimizer Fully Explained
Deep dive into DeepSeek V4's three core innovations: Hybrid Attention for million-token context, Manifold-Constrained Hyperconnections, and MOM Optimizer. Pro model rivals Claude Opus 4.6 at 1/7 the cost.
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Tech Frontiers·2 min
Mercury 2 Hands-On Review: The Fastest Inference LLM Powered by Diffusion Models — A Complete Game Generated in 18 Seconds
Hands-on review of Inception Labs' Mercury 2 diffusion model, benchmarked against Claude Haiku, Gemini Flash and more across code generation, structured reasoning, and long-range planning at 1000+ tokens/sec.
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Tutorials·2 min
Getting Started with Qwen3-0.6B Fine-Tuning: Core Concepts of Large Language Models and Fine-Tuning Methodology Explained
Starting from the three core characteristics of LLMs, this article systematically covers foundational knowledge needed for Qwen3-0.6B fine-tuning, including model comparisons, fine-tuning value analysis, and the complete learning path.
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Tutorials·2 min
Claude Code Installation & Setup Guide: Comparison with Cursor/TRAE and Solutions for Users in China
Complete guide to installing Claude Code with system requirements and setup for users in China. Compare with Cursor and TRAE, learn IDE integration, and configure third-party models like DeepSeek.
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Tutorials·2 min
Gemini 3.5 Free Access Guide: Direct Connection from China Without VPN
Learn how to use Gemini 3.5 for free from China without VPN or registration. Includes real code generation tests comparing Gemini 3.1 vs 3.5 building a web Minecraft game, plus risk warnings.
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Tutorials·2 min
GitHub Copilot CLI Hands-On Tutorial: Complete Guide from Installation to Auto-Creating PRs
Complete guide to GitHub Copilot CLI: installation, MCP extensions, and Agentic Coding demo building a Windows 95 simulator with auto GitHub repo creation and PR workflow.
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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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Industry Insights·1 min
Recursive Self-Improvement: The Flywheel Effect of AI Giants and the Acceleration of Industry Oligopoly
Recursive self-improvement is reshaping AI competition. Leading labs form talent siphoning flywheels through AI-assisted R&D, rapidly closing the entry window for competitors.
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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.
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Product Reviews·3 min
Xiaomi MiMo V2.5 Pro In-Depth Review: Comprehensive Testing of Code, 3D, and SVG Generation Capabilities
In-depth review of Xiaomi's MiMo V2.5 Pro open-source LLM: 1.2T parameter MoE architecture tested on macOS clone, frontend UI, Three.js 3D scenes, and SVG generation tasks.
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Product Reviews·1 min
GPT-5.5 Deep Dive: Coding, Automation & Agent Capabilities Tested
Deep dive into GPT-5.5: from chat assistant to autonomous agent. 20-minute coding tasks, end-to-end workflow automation, benchmarks, pricing & safety.
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Tech Frontiers·3 min
GPT-5.6 Exposed: Codex Logs Reveal Internal Testing, Anthropic Enterprise Adoption Surpasses OpenAI for the First Time
GPT-5.6 spotted in OpenAI's internal Codex logs as first checkpoints enter testing. Anthropic enterprise adoption hits 34.4%, surpassing OpenAI's 32.3%. Claude Code limits rise 50%.
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Product Reviews·4 min
AI Frontend Design Showdown: Opus 4.5 Dominates with a Single Markdown Skill File
Real-world comparison of Opus 4.5, Gemini 3 Pro, and GPT 5.2 frontend design capabilities. Opus 4.5 goes from worst to best with a Markdown skill file. Includes setup tutorial and full test results.
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Product Reviews·4 min
GPT-5.2, Claude 4.5, Gemini 3 Pro Hands-On Comparison: 2025 Buying Guide
2025 hands-on comparison of GPT-5.2, Claude Sonnet 4.5, Gemini 3 Pro, and Grok 4.1 across image generation, deep research, writing, and reasoning, with pros/cons summary and budget-friendly access tips.
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Product Reviews·3 min
Cursor + Windsurf Two-in-One Real-World Test: Is Stacking Free Quotas Actually Worth It?
Real-world test of a Cursor + Windsurf two-in-one tool: one-click switching, free quota stacking, VPN-free access. Detailed analysis of benefits, suitable users, and security risks.
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Tutorials·4 min
Unlimited Free Windsurf Accounts: Complete Guide to Seamless Account Switching & Credit Compression
Complete guide to Windsurf batch registration, seamless account switching, credit compression, and MCP sustained conversations for unlimited GPT-5.2 calls with free accounts.
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Tutorials·4 min
Claude Opus 4.5 Tutorial: Real-World Coding Tests + How to Access from China Without a VPN
Hands-on review of Claude Opus 4.5's coding, writing, and data visualization capabilities. Includes two methods for accessing it from China without a VPN, plus real demos of bug fixing and dashboard development.
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Product Reviews·2 min
OpenAI Codex on Windows: Features, Quotas, and Real-World Testing
A deep-dive test of OpenAI Codex on Windows: GPT-5.4 capabilities, quota comparison with Claude Code, Work Tree parallel tasks, sandbox security, and two real-world projects.
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Product Reviews·2 min
OpenAI Codex Desktop App In-Depth Review: Riddled with Bugs and Counterintuitive Interactions
In-depth review of OpenAI's Codex desktop app reveals broken model selection, file reading crashes, UI rendering glitches, and counterintuitive design — falling far behind competitor Conductor.
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Product Reviews·2 min
GPT-5.5 In-Depth Review: Real-World Performance in Coding, Research, and Presentations
In-depth hands-on review of GPT-5.5's real-world performance in coding, data analysis, presentation generation, and visualization — with comparison to o4-mini and best-practice prompting tips.
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