#bug fixing
768 related articles
·3 min
Understanding Claude Code's Project Context Advantage Through a Bug Fix
A real front-end bug fix case comparing screenshot-based AI help vs. Claude Code's project-level context, showing how context determines AI diagnostic accuracy.
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·3 min
$60 Billion to Acquire Cursor? Unpacking the Industry Logic Behind Musk's AI Coding Gamble
SpaceX reportedly acquires AI coding tool Cursor for $60B. This article analyzes the industry logic: why AI coding is a strategic battleground, the evolution from models to agents, and the dual ambitions of compute and commercialization.
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·3 min
Buddy Visual Tests: AI-Powered Visual Regression Testing Tool That Automatically Reviews UI Changes Before Merge
Buddy Visual Tests embeds visual regression testing into CI/CD, using pixel-by-pixel comparison to catch UI changes. With MCP support, AI Agents can automatically discover, fix, and close visual bugs before merge.
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·4 min
AI Agent Reliability: 10 Open-Source Projects Solving the 'Can Do the Work, Can't Prove It' Problem
10 open-source projects tackling AI Agent reliability—from prompt orchestration and visual evidence to sandboxes, memory management, and state persistence for verifiable coding Agents.
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·3 min
AI Agent Security Regression Testing: Automatically Blocking Behavioral Degradation Like CI Failures
Traditional quality scores can't catch silent degradation in AI Agent tool-calling paths. Learn how to integrate Agent security regression into CI pipelines by freezing Prompts, model configs, tool schemas, and execution traces.
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·4 min
Top 10 Hottest AI Skills in the Programming World: From Methodologies to Workflows Fully Explained
In-depth review of the 10 hottest AI Skills in programming, covering Super Powers, MCP Builder, Composio and more—how Skills enable structured workflows, automated testing, and external connections.
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·3 min
Gitar: An AI Code Review Tool That Doesn't Just Find Issues — It Fixes Them
Gitar is an AI code review tool that automatically fixes issues it finds, supports PR review & repair, CI failure diagnosis, and Flaky Test handling. Now part of Sonar.
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·3 min
Phoenix: An AI Coding Agent Built Specifically for iOS and macOS Development
Phoenix is an AI coding agent designed for the Apple ecosystem, supporting Swift code writing, Xcode builds, and error diagnosis to automate iOS and macOS app development from idea to working app.
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·2 min
HG-ESR-NET: Modernizing the Real-ESRGAN Open-Source Super-Resolution Tool
HG-ESR-NET modernizes Real-ESRGAN by fixing dependency issues and adding OpenModelDB model support, making this classic image super-resolution tool work smoothly in modern environments.
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·3 min
GLM-5.3 Programming Capability Up 50%: Benchmark Analysis & Practical Validation Guide
Deep analysis of GLM-5.3's 50% programming improvement across six benchmarks, examining the performance-cost relationship in agentic programming and providing actionable model validation methods.
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·3 min
Solving Codex Long-Task Drift: Deep Analysis and Fix Strategies for Three Failure Modes
Deep analysis of AI coding agent drift in long tasks, decomposed into goal drift, state drift, and strategy drift with targeted diagnostic methods and fix strategies.
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·3 min
Gemini 3.7 Flash Lands on Devin: Challenging Claude Sonnet 5 at Half the Cost
Google Gemini 3.7 Flash is now available on Devin Desktop and CLI. Officials claim it matches Claude Sonnet 5 coding performance at less than half the cost.
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·3 min
Vibe Coding for Beginners: A Six-Step Guide to Building Complete Products with AI
A detailed six-step Vibe Coding guide covering AI tool selection, prompt writing, and hands-on projects to help beginners build real products with AI.
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·4 min
RisenX Explained: The Coding Agent Officially Recommended by DeepSeek
RisenX is a DeepSeek-native coding agent featured in DeepSeek's official API docs. It supports cache-first loops, tool-call repair, and Flash/Pro smart switching.
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·2 min
Unsloth Dynamic v3 Released: 10% Accuracy Gain at Same Size, 1-bit Quantization in Just 6GB
Unsloth releases Dynamic v3 quantization: Qwen3.8-27B GGUF models achieve 10% top-1% accuracy gain at same size, plus 6-8GB 1-bit extreme quantization. New Divergence-300 metric for realistic evaluation.
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·2 min
Real-World Coding Test Across Four AI Models: DeepSeek V4 Flash Unexpectedly Takes the Crown
Real-world coding test comparing DeepSeek V4 Flash, V4 Pro, Grok 4.6, and more. The lightweight Flash model unexpectedly beats flagships in speed and first-pass success rate.
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·3 min
Practical Tutorial: Using Tongyi Lingma AI to Generate a Repair Website Service Listing Page
Learn how to use Tongyi Lingma AI to generate a repair company service listing page, covering context referencing, layout instructions, natural language debugging, and style unification.
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·4 min
Claude Code Hands-On Tutorial: Complete Guide from Installation to Automated Development
Complete guide to Claude Code covering environment setup, permission configuration, Go Goals autonomous loops, Skills system, MCP protocol integration, and version control for automated development.
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·2 min
DevQ: An Open-Source Quantum Runtime That Makes the Quantum Execution Layer Transparent and Reproducible
DevQ is an Apache-2.0 open-source quantum execution layer that solves the black-box problem of commercial quantum runtimes through inspectability, plugin architecture, and seeded runs for reproducible results.
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·4 min
Codex in Practice: A Complete Path for Ordinary People to Monetize Side Projects with AI Programming
A complete guide on using Codex and AI programming tools to build monetizable products from scratch, covering the 5-stage AI user model, four monetization paths, and Vibe Coding methodology.
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