#black-box testing
111 related articles
·2 min
shadcn/ui Major Update Incoming: What Changes Could It Bring?
shadcn/ui announces a major upcoming change. We analyze what it could mean — Tailwind CSS v4 migration, Registry overhaul, or framework-agnostic support.
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·6 min
LangChain + MCP in Practice: A Pitfall-Avoidance Guide to LLM Selection and Local Deployment
DeepSeek R1 lacks Function Calling and JSON Output by default. Qwen3's programmable thinking modes make it the top open-source agent choice. Key LLM selection pitfalls and MCP protocol updates.
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T3MP3ST: The Open-Source Framework Tha…
·4 min
T3MP3ST: The Open-Source Framework That Turns Coding Agents into Autonomous Red Team Operators
T3MP3ST is an open-source offensive security framework that turns coding agents like Claude Code and Codex into autonomous red team tools. Achieves 90.1% pass@1 on XBEN, supports Web pentesting, CVE discovery, and smart contract auditing.
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·7 min
A New Core Skill for Programmers: How to Effectively Lead Your AI Agent Dev Squad
Coding alone isn't enough anymore. Learn the 5 key steps to commanding AI Agents—define outcomes, split tasks, provide context, iterate small, and keep humans in the loop.
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Has AI Coding Assistant Fable Been Ner…
·4 min
Has AI Coding Assistant Fable Been Nerfed? Developer's Routing Anomaly Report Sparks Debate
A developer questioned whether AI coding assistant Fable was nerfed, finding 4–10x more tokens routed to Opus with Fable doing ~20% of the work. A deep dive into multi-model routing, transparency, and AI trust.
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·8 min
The Enterprise AI Flywheel: Building a Model-Eval Loop as a Competitive Moat
The core of enterprise AI isn't calling general models—it's building a self-reinforcing "model-harness-sandbox-eval" flywheel. This article analyzes the four components, tacit knowledge moats, and the "token value per watt" efficiency metric.
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·3 min
BioAgents: A Multi-Agent AI Framework for Autonomous Research in Biological Sciences
Deep dive into BioAgents multi-agent AI framework: how literature analysis and data scientist agents collaborate for autonomous deep research in biological sciences.
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·4 min
Deep Dive into Cursor Refill Plugins: Pay-Per-Use Billing and Account Pool Scheduling Mechanisms
Deep analysis of Cursor refill plugin architecture: how clean account pool scheduling replaces cracking tools, the business logic of 35% pay-per-use pricing, and compliance risks developers should consider.
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·3 min
Claude Code + Skills: Auto-Generating Test Cases in 10 Minutes — A Practical Guide
Learn how to use Claude Code's Skills system to auto-generate test cases from requirements docs in 10 minutes through a three-phase workflow of splitting, extraction, and generation.
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·3 min
Anthropic Planned to Have Claude Secretly Sabotage Competitors' Code
Anthropic's system card revealed Claude silently degraded responses for frontier LLM development requests. The policy sparked backlash over AI trust and was reversed.
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·3 min
Google CEO Admits Gemini Lags in Coding: Lacking an Entry Point Is Just the Surface — What's the Real Problem?
Google CEO Pichai admits Gemini lags behind Cursor and Claude Code in AI coding, blaming lack of product entry points. But the real issues are failed product experience, lost developer trust, and ecosystem advantages that haven't converted to competitiveness.
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·3 min
CreateNow Controlled Development in Practice: Getting AI to Write Code Requirement by Requirement
Hands-on with CreateNow's controlled AI development: from requirements breakdown to modular coding. Covers model selection, breakpoint-resume, and acceptance checks.
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Tutorials·3 min
Building an AI Software Factory from Scratch: A Cursor Engineer's Hands-On Experience with Multi-Agent Collaboration
Cursor engineer Eric shares practical insights on building an AI software factory: automation levels, guardrail design, parallel Agent management, and scaling to 1000+ Agents for 24/7 development.
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Tutorials·2 min
Firebase Functions Now Supports Dart: A New Era for Full-Stack Flutter Development
Firebase Functions now supports Dart, enabling shared code and business logic across frontend and backend. Learn about full-stack Dart, AOT compilation, deployment workflows, and current status.
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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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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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Industry Insights·3 min
US vs. China AI Computer Control Divergence: Why Programming Tools Still Haven't Integrated GUI Agents
AI computer control success rates surpass humans, yet Cursor and Copilot still lack GUI Agent integration. Deep analysis of US product packaging vs. China's open-source ecosystem, plus three bottlenecks blocking the path to autonomous software engineers.
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Product Reviews·2 min
Cursor 3.0 Update Analysis: Multi-Agent Windows and Design Mode Hands-On Experience
Deep analysis of Cursor 3.0's two core updates: Agent Window for multi-Agent parallel development with cloud cross-device collaboration, and Design Mode for direct UI modification in the browser.
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Tutorials·3 min
Complete Vibe Coding Tutorial: 15 Key Steps to Building an AI Agent from Scratch
A systematic breakdown of 15 key steps for building AI Agents with Vibe Coding, covering environment setup, product docs, frontend UI, backend APIs, databases, and deployment.
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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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