#software verification
1237 related articles
Expert Opinions·2 min
Karpathy's Epic Interview: In the Software 3.0 Era, Understanding Is Humanity's Only Moat
OpenAI co-founder Karpathy explains the Software 3.0 paradigm revolution at AI Ascent: from Vibe Coding to Agentic Engineering, programming's essence is fundamentally shifting. When AI can refactor 100K-line codebases, understanding becomes humanity's ultimate moat.
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Expert Opinions·2 min
People Who Write Great Code Actually Struggle with AI? The Washing Machine Theory Reveals Why
Why do expert developers struggle to embrace AI programming? Through the Washing Machine Theory and imperative vs. declarative thinking, this article explores the mindset shift technical professionals face in the AI era.
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Tutorials·3 min
Spring AI + MCP Protocol in Practice: Tool Calling, Security Authentication, and Enterprise Deployment
Deep dive into Spring AI and MCP protocol integration, covering tool calling, OAuth security, horizontal scaling, and context optimization for enterprise AI Agent services.
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Tutorials·3 min
Auto-Generating CRUD Code with Claude Code: A Practical Guide to Writing Skill Files
Learn how to auto-generate high-quality CRUD code using Claude Code with MCP and Skill files. Covers MySQL MCP setup, Skill file writing, TDD patterns, and pagination optimization.
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Tutorials·4 min
Claude Code Keeps Forgetting Everything? Build an AI Project Manager with 3 Documents and 4 Commands
Fix Claude Code's amnesia problem. Use 3 documents and 4 slash commands to transform AI from a stateless code assistant into a project manager with memory, boosting efficiency 13x.
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Tutorials·3 min
Introduction to Software Testing: A Complete Guide to Classification Systems and Core Concepts
A beginner's guide to software testing covering definitions, purposes, four testing stages, black-box vs. white-box testing, smoke testing, regression testing, and other core concepts.
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Industry Insights·3 min
Risks of AI Account Rotation Tools Exposed: Security Threats Behind the Gray Market
Deep dive into how AI quota-cracking tools work, exposing the legal, compliance, and data security risks behind account rotation gray markets, with legitimate alternatives like API pay-per-use and subscription upgrades.
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Industry Insights·3 min
Replit Partners with Visa: How AI Agentic Payments Are Reshaping the Future of Transactions
Replit partners with Visa to explore AI Agentic Payments. Learn how AI agents can autonomously complete payments and what this means for developers and fintech.
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Tutorials·2 min
Anthropic Engineer Shares Four Golden Rules for Vibe Coding
Anthropic's coding agent lead shares four core principles for Vibe Coding in production: be AI's product manager, use it at leaf nodes, focus on verifiability, and embrace exponential growth.
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Product Reviews·4 min
Comprehensive Review of 10 Mainstream AI Coding Tools: How to Choose from Cursor to Claude Code
In-depth comparison of 10 AI coding tools including GitHub Copilot, Cursor, Claude Code, and Windsurf, analyzed across features, target users, and pricing to help developers choose the right AI assistant.
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Tutorials·3 min
Vibe Engineering in Practice: AI Evolves from Code Generator to Programming Teammate
A deep dive into Vibe Engineering principles: context engineering, sub-agent collaboration, autonomous testing loops, plus OpenAI's case study of a 12-hour Kotlin-to-Rust rewrite.
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Industry Insights·4 min
Qoder's Context Engineering in Practice: Four-Layer Retrieval Engine and Memory System Architecture
Deep analysis of Qoder's (Tongyi Lingma international edition) context engineering architecture, including its four-layer retrieval engine, memory engine, context caching, and core product design.
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Tutorials·3 min
Context Engineering in Practice with CodeBuddy IDE: Two Rule Files to Generate Apps with a Single Sentence
Learn how to apply Context Engineering in CodeBuddy IDE using two custom rule files — a Requirements-to-TODO-LIST engine and a Project Execution engine — to generate complete apps with a single sentence.
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Tech Frontiers·2 min
Opus 4.8 Lands on Cosmos: Breaking Down Its Long-Running Autonomous Task Execution
Claude Opus 4.8 launches on Cosmos with multi-hour autonomous task execution, end-to-end ticket-to-PR workflows, and deep Linear/Sentry integration, marking a new era for AI coding assistants.
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Industry Insights·2 min
AMD MI355X Beats B200: Full-Stack Optimization Breakdown for 5% Lower TCO on DeepSeek-R1 Inference
AMD Instinct MI355X achieves 5% lower TCO than NVIDIA B200 on DeepSeek-R1 disaggregated inference via SGLang+MoRI full-stack optimization with 1.25x per-GPU throughput.
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Product Reviews·3 min
Deep Comparison of o1, o1 pro, and o3-mini-high Coding Capabilities: A Deep Research Analysis
Deep Research comparison of OpenAI o1, o1 pro, and o3-mini-high coding capabilities, covering code quality, optimization, error rates, and debugging with benchmarks and real-world cases.
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Industry Insights·3 min
AI Fully Automated Orchestration in Practice: How Software Production Costs Are Being Completely Disrupted
Deep analysis of AI fully automated software orchestration: from Claude Code workflows to parallel orchestration strategies, exploring how models like MiniMax M1 drive software production costs toward zero.
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Tutorials·3 min
AI Programming Spec Sheets: 30 Lines of Configuration Saves Five Rounds of Rework
Replace vague prompts with spec sheets—30 lines of config gets AI coding right the first time. Covers the six-element framework, three-tier boundaries, and three iron rules to eliminate rework.
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Tutorials·3 min
Cursor + MCP in Practice: A Complete Guide to Building a Browser Automation Agent
A detailed guide on integrating Playwright MCP Server with Cursor, covering Node.js setup with NVM, NPM mirror configuration, and building a browser automation agent step by step.
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Product Reviews·3 min
Web Studio: Open-Source Local AI Coding Workbench Integrating Three Major Agents
Web Studio is an open-source desktop AI coding workbench integrating Cloud Code, Gemini CLI, and Codex into a local-first app with multi-repo management, structured code review, and smart PR workflows.
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