#debugging methodology
414 related articles
·2 min
AI Skills in Practice: How Test Engineers Can Automate API Testing and Generate Test Cases at Scale
Learn how AI Skills are transforming software testing. This guide covers Skill architecture, learning paths, and real-world applications in API automation and WebApp testing.
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·3 min
AI-Accelerated Reverse Engineering: Cracking SM2/SM4 Encrypted Freelance Jobs in 30 Minutes
Real freelance case study: how to use DeepSeek and LLMs to reverse-engineer SM2/SM4 encrypted API parameters in 30 minutes, covering anti-debug bypass, call stack backtrace, and AI-assisted deobfuscation.
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·3 min
Zero-Code Xianxia Game Development: A Head-to-Head Comparison of Four Major AI Models
A Bilibili creator built a 2D xianxia game using zero code via Vibe Coding, testing GPT, Claude, Grok, and Doubao with the same 3,000-line prompt. Full workflow breakdown and rankings inside.
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·2 min
Vibe Coding in Practice: Building Your Core Competitive Edge with AI-Assisted Programming
Vibe Coding is redefining how people learn to program. Explore the core methodology, tools like Claude Code, and how AI can 10x your personal productivity.
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YimMenuV2 Deep Dive: An Open-Source Ex…
·2 min
YimMenuV2 Deep Dive: An Open-Source Experimental Menu Tool for GTA 5 Enhanced
YimMenuV2 is an open-source experimental in-game menu tool for GTA 5 Enhanced, built in C++. This deep dive covers DLL injection, function hooking, anti-cheat risks, and reverse engineering value.
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·7 min
Claude Code Practical Tutorial: A Complete Beginner's Guide to Automating Your Entire Workflow
No coding required! This guide breaks down the complete Claude workflow: custom Projects, batch SEO content, one-sentence tool building with Artifacts, and Claude Code terminal ops—with real traffic-growth cases.
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·3 min
No-Code Research: Using AI Coding Tools to Complete the Full Machine Learning Pipeline
No coding skills? No problem. Learn how AI tools like Codex and Claude Code let researchers complete ML workflows — data cleaning, model training, visualization — using only natural language.
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·3 min
GPT-5.6 Real-World Test: The True Capability Limits of AI-Assisted Game Development
A creator tests GPT-5.6 Codex on two real projects: an Android MAUI app and a tower defense game prototype. Zero code written for the app; the game demo surfaces multiple bugs. Honest look at AI coding's real limits.
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·2 min
23K Stars on GitHub: The Hackathon Champion's Ultimate Claude Code Configuration Guide
A Claude Code open-source config with 278 skills and 67 sub-agents helps developers ship a full MVP in 8 hours. Covers security scanning, silent failure detection, and experience migration. Free under MIT license, compatible with Cursor and Codex.
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·3 min
Codex Practical Guide: A Complete Roadmap from Beginner to Advanced AI Programming
Master Codex AI programming assistant with this complete guide: CLI setup, slash commands, agents.md governance, MCP protocol, multi-agent systems, and enterprise plugin development.
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·4 min
GPT-5.6 + Codex Tested: 3 Prompts to Edit a 15-Minute Video, Efficiency Doubled
OpenAI's GPT-5.6 and Codex integration tested: 3 prompts to edit a 15-min video in just 20 minutes. Full breakdown of performance, Token costs, GPT Work automation, and Chat Card real-world results.
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·3 min
AI-Powered Python Reverse Engineering: A Full Retrospective on Using LLMs to Accelerate the Workflow
A real-world retrospective on AI-assisted Python reverse engineering: from JS obfuscation tracing and SM2/SM4 key extraction to generating decryption code with DeepSeek. An honest assessment of LLM value and legal risks.
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·2 min
Cursor + Appium: Building a Full Mobile Automation Testing Workflow with AI
Learn how to combine Cursor AI with Appium in a 4-step workflow—environment check, test planning, project generation, and reporting—to build mobile automation fast.
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·3 min
Vibe Coding in Action: How AI Collaboration Built an Award-Winning Sleep Aid Product
A Bilibili creator used Vibe Coding to independently build 'Breath Garden,' an AI sleep companion app, winning third place at the Tencent Music Hackathon. Full breakdown inside.
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·3 min
The Other Side of the Fable Programming Myth: A Developer's Sober Reflection and Rational Assessment
When AI coding assistant Fable sparked community frenzy, one developer admitted he 'couldn't feel the magic.' A deep look at survivorship bias, hype psychology, and rational AI tool evaluation.
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·2 min
LoRA Training Showdown: Which Base Model Is Best for Character Fine-Tuning? A 6-Model Real-World Test
Real-world LoRA training comparison across Ideogram, Flux 1 Dev, Z Image, Flux 2 Klein, and Krea — revealing which base model best handles face fidelity and generalization for AI portrait developers.
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·3 min
AI Code Getting Worse with Every Fix? A Three-Layer Closed-Loop Engineering Methodology to Break the Cycle
AI code spiraling out of control? This article breaks down a three-layer engineering system — Prompt rules, Skill workflows, and Harness feedback loops — with real-world results showing pass rates rising from 70% to 98%.
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·2 min
Vibe Coding: A New Way to Learn Programming from Scratch in the AI Era
What is Vibe Coding? This in-depth guide explores AI-assisted programming for beginners: skip the syntax grind, build your first project in 15 minutes, and develop with intent.
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·2 min
AI Agent Beginner's Guide: A Structured Learning Path and Hands-On Project Roadmap
New to AI Agents? This guide breaks down the full learning path — covering Agent principles, Prompt Engineering, RAG, multi-Agent systems, and hands-on projects to get you building fast.
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·2 min
Dissecting a Single Convolutional Neuron: A New Approach to Mechanistic Interpretability
An independent researcher dissects a single 1×1 convolutional neuron in InceptionV1, using Hadamard product clustering to reveal detection patterns and discovers how gradient descent hides concepts in noise.
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