#boundary value analysis
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Tutorials·3 min
LangGraph + MCP: A Practical Guide to Building Enterprise-Grade ChatBI Data Analysis Agents
Learn how to build a ChatBI data analysis Agent from scratch using LangGraph + multi-MCP architecture, covering centralized-to-decentralized evolution, NL2SQL, agent orchestration, and enterprise deployment.
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Product Reviews·2 min
TangPing.skill: An Open-Source Meme Project That Teaches AI Agents to Slack Off
TangPing.skill is an open-source AI Agent Skill on the OpenClaw ecosystem that teaches AI to "lie flat." Explore its hot-loading mechanism, lightweight Skill distribution, and what it reveals about AI Agent ecosystems.
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Tutorials·3 min
Claude Code + Skills: A Practical Guide to 10x AI-Driven Test Case Generation
Learn how Claude Code combined with Skills encapsulation enables AI-driven test case generation with 10x efficiency gains, from 33 to 400+ cases through encoded expert knowledge.
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Product Reviews·3 min
Trae SOLO 2.0 Deep Dive: Generating a ChatGPT Website with a Single Sentence — How Well Does It Work?
Hands-on test of Trae SOLO 2.0's zero-code development: generating a ChatGPT-like website from a single sentence. Detailed review of requirements generation, auto-correction, UI quality, and backend limitations.
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Tutorials·2 min
Vibe Coding in Practice: Building a Mini-OpenClaw Agent from Scratch Without Writing Code
Learn how to build a Mini-OpenClaw Agent framework using Vibe Coding with zero code, covering OpenClaw's architecture, LangChain integration, and AI-assisted development workflows.
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Tutorials·2 min
Mock Interview Review for a Test Engineer with 6 Years of Experience: Three Fatal Mistakes and How to Fix Them
A 6-year test engineer's mock interview reveals three fatal flaws: poor communication, contradictory framework descriptions, and shallow AI application depth. Learn targeted strategies to improve.
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Tutorials·2 min
Claude Code Skill Creator in Practice: One-Click Test Skill Generation Tutorial
Learn how to use Claude Code's official Skill Creator to auto-generate test coverage report skills from natural language, covering creation, iterative optimization, and skill management workflows.
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Product Reviews·2 min
Codex vs Claude Code: An In-Depth Comparison of Two Leading Coding Agents
In-depth comparison of OpenAI Codex and Claude Code across work modes, extension mechanisms, and security strategies to help you choose the right AI coding agent for your team.
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Tutorials·2 min
AI Keeps Going Off-Track? Use Code to Compile Your Materials into Task Context
AI answers always off-track? The problem isn't the model — it's your input. Learn how context compilation scripts transform scattered materials into structured task context, boosting AI output quality from 2 to 90 points.
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Product Reviews·2 min
CodeGraph Real-World Test: Can a Code Graph Indexing Tool Actually Save Tokens? The Results Were Surprising
Real-world test of CodeGraph (20k Stars), a code graph indexing tool that replaces AI file-by-file scanning with local semantic graphs. Unity project comparison reveals higher costs but significantly better code quality.
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Industry Insights·2 min
A New Self-Marketing Tactic in AI: Can a Recommendation List Featuring Only Yourself Go Viral?
An AI blogger posts a "top 13 people to follow" list naming only himself. Analyzing the self-deprecating marketing strategy, attention economy dynamics, and how to identify truly valuable AI practitioners.
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Expert Opinions·2 min
AI-Generated Slop Issues Are Poisoning Open Source Communities, and Maintainers Are Fed Up
Flask creator Armin Ronacher slams AI-generated slop issues eroding open source communities. AI-rewritten reports are full of hallucinations, tanking signal-to-noise ratios for maintainers.
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Tutorials·2 min
Claude Code + Skills: A Complete Hands-On Guide to Automatically Generating Test Cases from Requirements Documents
A complete guide to using Claude Code with custom Skills for automated test case generation from requirements docs, covering normalization, decomposition, multimodal extraction, review, and export.
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Product Reviews·2 min
What's It Like to Live with Robots? Tech Journalist Joanna Stern's Firsthand Account
WSJ tech journalist Joanna Stern lives with robots, revealing the real experience, challenges, and psychological impact of AI-powered home robots in daily life.
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Tutorials·3 min
Building a Smart Home Quote Mini-Program with AI and Zero Code: A Full Workflow from Concept to Launch
Learn how to build a smart home quote mini-program with zero code using AI. Three steps from requirements to deployment, covering layout selection, budget tiers, and auto-generated quotes.
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Tutorials·2 min
Zicoder's Three-Layer Search Architecture: Code Retrieval Design Practices in Agentic Coding
Deep dive into Zicoder's three-layer search architecture for agentic coding: AST-based semantic retrieval, Trigram full-text search, and autonomous agentic search for RAG in AI programming.
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Research·2 min
Complete Disassembly of 80386 Microcode: A Reverse Engineering Feat Deep into x86 Processor Microarchitecture
A researcher completes full disassembly of Intel 80386 microcode, revealing how this x86 CISC processor decomposes complex instructions into micro-operations, with implications for security research and emulation.
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Tutorials·2 min
Vibe Coding Interview in Practice: Passing a Programming Interview with Claude Code in One Hour
Real Vibe Coding interview experience: using Claude Code and MiniMax M2.1 to build a smart outfit assistant Agent in one hour. Learn Plan Mode, MVP strategy, and AI collaboration tips.
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Product Reviews·2 min
7 AI Models Fix the Same Bug: GLM 5.1 Overtakes Claude Sonnet in Detailed Comparison
7 AI models independently fix real bugs from a 350K-star project. GLM 5.1 scores 89.3 to overtake Claude Sonnet 4.6's 87.2, dominating in test coverage. Chinese open-source AI coding matches Sonnet baseline.
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Product Reviews·1 min
DeepSeek V4 Deep Dive: A Trillion-Parameter Open-Source Model Crushing Closed-Source Rivals
Deep dive into DeepSeek V4's trillion-parameter open-source model: benchmarks, million-token context architecture, API cost comparison, and MIT license — how V4 outperforms GPT and Claude.
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