#contract testing
305 related articles
Tech Frontiers·1 min
Anthropic Donates AI Alignment Tool Petri to Meridian Labs: A New Chapter for Open-Source Safety Evaluation
Anthropic donates AI alignment tool Petri to Meridian Labs with a major update improving adaptability, realism, and depth. Analysis of the impact on AI safety.
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Tutorials·2 min
AI Programming Post-Mortem: 6 Engineering Rules That Determine Project Success or Failure
Post-mortem from a real Android project built with AI tools, distilling 6 engineering rules—from cross-project context to local environment loops and API contracts—that determine AI programming success.
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Tutorials·1 min
Claude Code Multi-Agent Parallel Development in Practice: Post-Mortem and Engineering Pitfall Guide
Practical guide to Claude Code Agent Teams multi-agent parallel development, covering 7 common pitfalls like naming conflicts, AI-invented APIs, and token limits, with complete engineering solutions.
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Tech Frontiers·3 min
AI Test Development Learning Path: A Practical Guide from Prompt Engineering to RAG Knowledge Bases
A systematic AI test development learning path covering LLM fundamentals, prompt engineering, PyTest automation, RAG knowledge bases, and MCP tool chains to help QA engineers master AI-empowered testing.
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Tutorials·2 min
EasyClick Multi-IDE Collaborative Programming in Practice: Three Approaches to Double Your Development Efficiency
Three multi-IDE collaboration strategies for EasyClick development: UI/script separation, plugin modules, and modular splitting. Combine Trae, Lingma, Cursor to break single-IDE limitations.
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Tutorials·2 min
SiliconFlow Free Token Tutorial: Connect Claude Code to Chinese LLMs
SiliconFlow offers 16 RMB free credits on signup, supporting DeepSeek, Qwen, Kimi APIs. Complete guide from registration to Claude Code integration via CitySwitch.
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Tutorials·3 min
Building a Full-Stack Website from Scratch with AI: A Cursor + DeepSeek Hands-On Tutorial
A complete guide on building a full-stack website from scratch using Cursor and DeepSeek, covering MySQL database design, Node.js backend, Vue frontend, and deployment via BT Panel.
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Industry Insights·2 min
3,500 Enterprise AI Use Cases Reveal: Is AI Investment Actually Worth It?
Survey of 1,000+ enterprises and 3,500 AI use cases reveals: 44% see moderate ROI, 37% see high ROI. AI Agent adoption surged from 11% to 42%. Coding and risk use cases top the charts.
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Expert Opinions·2 min
The Faster AI Generates Code, the Faster Your Project Dies: Trust Engineering Is the Real Bottleneck
AI programming drives code generation cost to zero, but verifying correctness is the ultimate bottleneck. GitClear data shows 10x copy-paste surge. Developers must shift from writing to verifying code.
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Deep Dives·2 min
Does Claude Code Save Your Code? A Complete Privacy Policy Breakdown
Deep dive into Claude Code's privacy policy: data storage duration, model training usage, comparison with Cursor and GitHub Copilot, plus practical privacy tips for developers.
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Tutorials·2 min
5 Fatal AI Agent Failure Modes: A Practical Guide to Safe Architecture Design
Deep dive into 5 fatal AI Agent failure modes: infinite loops, tool hallucination, context explosion, error cascades, and permission escalation — with practical safety architecture solutions.
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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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Tutorials·3 min
Agency Agents: 144 AI Role Templates with One-Click Installation for Cursor/Claude Code
Agency Agents provides 144 structured AI Agent role templates across 12 domains, with one-click installation for Claude Code, Cursor, Windsurf and more.
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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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Product Reviews·2 min
Qoder 1.0 In-Depth Review: How Good Is This AI Autonomous Coding Platform Really?
In-depth review of Alibaba's Qoder 1.0: Quest task units, Multi-Agent expert teams, Knowledge Engine, and comparison with Codex, Claude Code, and other competitors.
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Product Reviews·3 min
Trump Mobile Phone Not Shipping? Can You Trust a 'Patriotic' Brand That Can't Even Get the Flag Stripes Right?
Trump Mobile has failed to ship review units for weeks, and its promo materials may have the American flag stripes wrong. A deep dive into its delivery crisis and trust issues.
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Product Reviews·3 min
9 Emerging AI Tools to Try: The Best Automation & Agent Platforms of 2025
Explore 9 noteworthy AI tools of 2025 covering workflow automation, multi-agent collaboration, no-code development, and autonomous programming including Active Pieces, Make, Devin AI, and OpenAI Operator.
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Expert Opinions·3 min
TypeScript + Zod: The Essential Skill Combo for AI Full-Stack Development
Deep dive into why TypeScript + Zod is the core tech stack for AI full-stack development. Covering type safety, unified full-stack architecture, and AI output validation for enterprise-grade workflows.
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Tutorials·4 min
Claude 4.5 Haiku Released: A Practical Guide to 7 AI Side Hustle Monetization Methods
Claude 4.5 Haiku delivers Sonnet 4-level coding at 1/3 the cost and 2x speed. Explore 7 proven AI side hustle methods with real income data and step-by-step workflows.
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Tutorials·3 min
GEMINI.md Configuration Guide: Customize Your AI Coding Assistant with Three-Level Scoping
Learn how to create and configure GEMINI.md files in Gemini CLI, including /init auto-generation, personal coding preferences, and the project/directory/global three-level scoping mechanism.
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