#AI coding reality
966 related articles
Tutorials·4 min
Windsurf Pro 14-Day Free Trial: Activate with Alipay, Access Top AI Models Like Claude & GPT
Windsurf Pro offers a 14-day free trial with access to Claude Opus 4.7, GPT-5.4, Gemini 3.1 Pro and more top AI models. Activate with Alipay—no credit card needed.
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Tech Frontiers·4 min
Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini
Deep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
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Product Reviews·2 min
One Month of Vibe Coding: Lessons Learned from Building Real Projects with Zero Coding Experience
A creator with zero coding experience spent one month Vibe Coding with OpenAI Codex, completing two real projects. Here are the real pitfalls and three hard-won lessons.
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Expert Opinions·2 min
Agent Observability in Practice: Self-Diagnostics, Implicit Signals, and Production Monitoring Systems Explained
Deep dive into AI Agent observability: self-diagnostics, explicit and implicit signal monitoring, trajectory visualization, and root cause analysis for production Agent systems.
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Product Reviews·3 min
Manus vs Tiangong vs Liaobots: AI Subtitle Translation Real-World Scoring Comparison
Real-world comparison of Manus, Tiangong, and Liaobots translating English tech presentation subtitles, scored across colloquial handling, terminology accuracy, and ASR error correction.
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Deep Dives·3 min
The Truth About AI Writing Code: Can It Actually Program? A Complete Breakdown
Can AI really program? This article explains how LLMs generate code through massive training and pattern matching, and analyzes the true capabilities and limitations of AI coding tools.
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Product Reviews·5 min
DeepClaude Open Source Analysis: DeepSeek + Claude Dual-Model Collaborative Code Generation
Deep dive into DeepClaude, a 2800+ Star open source project combining DeepSeek R1 reasoning with Claude 3.7 Sonnet code generation for superior AI output.
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Research·4 min
Continual Harness: AI Automatically Builds Scaffolding to Beat Pokémon RPGs
Princeton and Google DeepMind propose Continual Harness, enabling LLM agents to automatically build and optimize scaffolding to beat multiple Pokémon RPGs without human intervention, cutting costs by 40%.
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Industry Insights·4 min
AI Projects Command 2x the Rates While Traditional IT Struggles to Get Approved: The Real Freelance Market in 2024
In 2024, AI projects command day rates up to 4,000 RMB while traditional IT budgets shrink. A freelance developer's real experience reveals AI premiums, workflow orchestration differentiation, and B2B survival strategies.
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Deep Dives·3 min
Deep Dive into OpenAI Agent Kit: Can It Really Replace Dify and n8n?
Deep analysis of OpenAI's Agent Kit visual workflow system: feature breakdown, comparison with Dify/n8n, scenario limitations, and the strategic intent behind its launch.
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Product Reviews·3 min
gstack Explained: A Complete Breakdown of Garry Tan's 23 Open-Source Claude Code Tools
YC CEO Garry Tan open-sourced gstack, a Claude Code toolset with 23 role-based AI tools covering CEO, Designer, Engineering Manager, QA and more. 97K+ GitHub stars. Full breakdown inside.
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Product Reviews·4 min
Cursor vs Claude Code Real-World Comparison: Who Wins at Analyzing a 40K-Line Java Project?
Real-world comparison of Cursor vs Claude Code analyzing a 20-40K line Java project with identical models and prompts, testing code analysis, design pattern recognition, and test coverage assessment.
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Tech Frontiers·3 min
Trump Arcade Game Appears at Washington War Memorial: An Absurd Experiment in Pixel Politics
Three Trump pixel-art arcade cabinets appeared near a DC war memorial. The game Operation Epic Furious features absurd political themes and surprisingly high quality, sparking viral discussion.
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Product Reviews·3 min
Cursor vs Claude Code In-Depth Comparison: Real-World Testing Across 5 Dimensions
In-depth comparison of Cursor vs Claude Code across speed, programming proficiency, usability, IDE features, and use cases with real engineering tests. Final result: 2-2 tie with detailed pros/cons.
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Product Reviews·2 min
After Cursor's Regional Restrictions, Can Claude Code Be the Best Alternative?
Cursor blocks Chinese users with regional restrictions. This article compares Cursor vs Claude Code, analyzes Claude Code's advantages in coding and debugging, and offers practical solutions to bypass geo-restrictions.
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Product Reviews·3 min
Google AI Studio Annotate App Explained: The New Vibe Coding Approach Where You Draw to Modify Code
Deep dive into Google AI Studio's exclusive Annotate App feature — draw and annotate directly on your frontend to modify code. Covers usage methods, three-phase dev strategy, and comparisons with Cursor AI and Claude Code.
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Tutorials·3 min
GPT-OSS Open-Source Model Local Deployment Tutorial: Real-World Performance and VRAM Usage Analysis
Complete guide to deploying OpenAI's open-source GPT-OSS model locally with Ollama. Real-world testing of the 20B version on RTX 4090 covering Chinese comprehension, logical reasoning, and VRAM usage analysis under MoE architecture.
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Product Reviews·3 min
go-cursor-help: A Deep Dive into the 26K-Star Cursor Trial Limit Reset Tool
Deep analysis of GitHub's popular go-cursor-help project: how it resets device fingerprints to bypass Cursor's free trial limits, its risks, and compliant alternatives for AI coding assistants.
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Tutorials·3 min
Build a Personal Website with AI in 10 Minutes, Zero Code: Complete Google AI Studio + Netlify Tutorial
Step-by-step guide to building a free personal website with Google AI Studio and Netlify — no coding needed, deployed in 10 minutes. Includes prompt tips and troubleshooting.
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Tutorials·3 min
Cursor + CodeRabbit in Practice: A Complete Guide to AI-Powered Automated Code Review
Learn how to integrate CodeRabbit into Cursor for AI-powered automated code review. Covers prompt design, incremental review, auto-fix, and the complete generate-review-fix pipeline in one command.
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