#system testing
3355 related articles
Industry Insights·4 min
Microsoft Open-Sources Copilot: A Seismic Shift in AI Coding — Was the $3B Windsurf Acquisition Worth It?
Microsoft open-sources GitHub Copilot, reshaping the AI coding market. Analysis of the three reasons behind this move, its impact on Cursor and Windsurf, and whether OpenAI's $3B Windsurf acquisition still makes sense.
Read more →
Tutorials·4 min
Browser-Use WebUI Installation & Configuration Guide: AI Browser Automation in Practice
A detailed guide on installing Browser-Use WebUI, configuring Gemini and DeepSeek models, with four practical demos including form filling, content summarization, and e-commerce data scraping.
Read more →
Tutorials·3 min
DeepSeek R1 + BrowserUse: A Free Open-Source Browser Automation Setup Tutorial
Learn how to build a free browser automation solution with DeepSeek R1 and BrowserUse. Includes Ollama local deployment, WebUI setup, and real-world tests rivaling OpenAI Operator.
Read more →
Tutorials·4 min
Browser Use Deep Dive: A Practical Guide to Natural Language-Driven Browser Automation Agents
Deep dive into Browser Use browser automation agent: architecture, installation, CDP framework, and pytest integration. Learn how natural language-driven AI Agents replace repetitive browser tasks.
Read more →
Tutorials·4 min
Stagehand Tutorial: An AI Browser Automation Framework That Balances Control and Intelligence
Deep dive into Stagehand's four core capabilities: Act, Extract, Observe, and Agent. Learn to build browser automation that balances AI flexibility with code control using DeepSeek as a low-cost alternative to OpenAI.
Read more →
Product Reviews·3 min
GPT Image 2 vs Nano Banana 2: E-commerce Image Generation Showdown Across 5 Key Scenarios
Hands-on comparison of GPT Image 2 vs Nano Banana 2 across 5 e-commerce scenarios: posters, character consistency, nine-grid displays, scene control, and background replacement with Chinese text analysis.
Read more →
Product Reviews·3 min
DeepSeek V4 vs GLM-5.1 vs GPT 5.5 Real-World Coding Test: Which One Wins in Actual Project Development?
Real-world coding test of DeepSeek V4, GLM-5.1, and GPT 5.5 using a 7,000-user browser extension. GLM-5.1 achieves first-pass success with the most stable performance across project development and 3D generation.
Read more →
Product Reviews·3 min
Step Audio 2.5 In-Depth Review: How Does China's Voice AI Compare to GPT Realtime 2?
Hands-on comparison of StepFun's Step Audio 2.5 vs OpenAI GPT Realtime 2 across reasoning, role-playing, Chinese understanding, and API pricing for developers.
Read more →
Product Reviews·3 min
GPT-5.5 Hands-On Review: Image Generation at Just 3 Cents Per Image, Plus a Full Breakdown of Coding Capabilities and API Costs
Hands-on review of GPT-5.5 image generation and coding abilities. API image generation costs as low as 3 cents per image. Full breakdown of quality, capabilities, and cost comparisons.
Read more →
Product Reviews·2 min
Hands-On with GPT-Image-2: One Prompt Generates Stunning Images — Where Does This Leave Designers?
In-depth testing of OpenAI's GPT-Image-2: from Japanese fashion lookbooks to photorealistic portraits, one prompt generates professional-grade designs. Exploring its impact on designers and deepfake concerns.
Read more →
Product Reviews·3 min
GPT 5.5 vs DeepSeek V4 Hands-On Comparison: Who Wins at Logic, Frontend Generation, and 3D Scenes?
Hands-on comparison of GPT 5.5 vs DeepSeek V4 across logic reasoning, frontend generation, and 3D scenes. Covers speed, code quality, visuals, and cost-effectiveness to help you choose the best AI coding model.
Read more →
Tech Frontiers·3 min
Mistral AI's Inaugural AI Now Summit: Four Key Themes Reveal an Open-Source AI Enterprise Roadmap
Mistral AI hosts its inaugural AI Now Summit in Paris on May 28, focusing on open-source AI transformation, scale-up deployment, enterprise infrastructure, and multimodal AI with robotics.
Read more →
Tech Frontiers·2 min
Netflix Forms AI Animation Studio INKubator: Short-Form Animation as the Breakthrough
Netflix forms AI animation studio INKubator focused on short-form animated content. Deep analysis of its strategy, tech approach, industry impact, and how AI may reshape animation.
Read more →
Product Reviews·4 min
Dyson Find+Follow Air Purifier Fan Review: AI Camera Tracks People's Positions for Precision Airflow
Dyson launches the Find+Follow Purifier Cool bladeless fan with an AI camera for real-time person tracking and directional airflow. We explore its core technology, privacy considerations, and the proactive sensing trend in smart homes.
Read more →
Tech Frontiers·3 min
NVIDIA Nemotron Hackathon Korea Winners Announced: Asia-Pacific AI Developers Showcase Their Strength
NVIDIA Nemotron Hackathon Korea winners officially announced, showcasing Korean AI developer innovation. Analysis of Nemotron LLM ecosystem, Korea's AI landscape, and NVIDIA's global developer strategy.
Read more →
Product Reviews·4 min
Motorola Razr Fold Review: Battery Life Crushes Foldable Rivals, So Why Is It Still Hard to Recommend?
In-depth review of Motorola's first book-style foldable, the Razr Fold. Battery life rivals slab flagships, yet reviewers call it "stuck in the middle." Full analysis of its strengths, software gaps, and 2025 foldable market competition.
Read more →
Product Reviews·3 min
Cursor In-Depth Review: Four Modes + Parallel Agents — Why It Remains the Best AI Coding Tool
In-depth comparison of Cursor vs Claude Code, Windsurf, Trae, and other AI coding tools across Agent modes, terminal tools, browser integration, parallel processing, and context management.
Read more →
Tutorials·3 min
Commercial AI Agent Development Guide: 7 Key Steps to Build from Scratch
A complete guide to building commercial AI Agents in 7 steps: requirements analysis, model selection, prompt engineering, Dify/Coze platform comparison, data storage, testing, and deployment.
Read more →
Tech Frontiers·2 min
New Windows Update Feature: Automatic Rollback of Faulty Drivers to Eliminate Blue Screens
Microsoft introduces Cloud-Initiated Rollback for Windows 11, automatically detecting and rolling back problematic drivers installed via Windows Update without user intervention.
Read more →
Deep Dives·4 min
The Four Stages of AI Agent Evolution: A Complete Guide from Copilot to Multi-Agent Collaboration
Deep dive into the four stages of AI Agent evolution: Chat, Copilot, Agent, and Agentic AI. Covers ReAct framework, Spring AI stack, and multi-Agent architecture design for 2025.
Read more →