#automated testing
1367 related articles
Product Reviews·3 min
Google Jules 2.0 Major Upgrade: Deep Dive into Seven New Features
Google's AI coding assistant Jules exits Beta with environment snapshots, Critic Agent reinforcement learning code review, interactive planning, web preview, web search, and more.
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Tutorials·3 min
Harness Engineering: A Practical Guide to AI Development — From Prompts to Mastering AI Agents
A deep dive into Harness Engineering's three-layer architecture: Information, Constraint, and Automation layers, covering Agent failure modes, OpenAI and Anthropic best practices, and AI tool selection strategies for controlled AI development.
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Tutorials·3 min
Codex Desktop App Hands-On Tutorial: 15 Use Cases from Beginner to Advanced
A detailed guide to 15 core use cases for OpenAI's Codex desktop app, covering file management, website development & deployment, browser control, Computer Use, Skills, MCP services, and automation.
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Deep Dives·3 min
Harness Engineering Explained: Building Stable and Efficient Work Systems for AI
Deep dive into Harness Engineering: how to build execution environments, toolchains, and feedback loops for AI. From Prompt Engineering to system-level engineering for stable AI production.
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Tutorials·3 min
From Programmer to Agent Developer: A Detailed Four-Stage Learning Roadmap
A systematic four-stage learning roadmap for programmers transitioning to AI Agent development, covering core theory, ReAct and classic paradigms, Prompt engineering, and hands-on projects.
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Tutorials·3 min
The Complete Guide to Claude Code: From Personal Assistant to AI Agent Development
A systematic breakdown of the Complete Guide to Claude Code course, covering context engineering, MCP protocol, claude.md configuration, multi-Agent architecture, and three progressive projects.
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Product Reviews·3 min
Claude 4.5 vs Gemini 3 Pro: A Comprehensive Coding Showdown
In-depth comparison of Claude 4.5 vs Gemini 3 Pro across five benchmarks including ARC-AGI-V2, SWE-Bench, and Terminal Bench 2.0, revealing their real coding and reasoning strengths.
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Product Reviews·3 min
CREAO Agent Competitive Monitoring Automation in Practice: From 5 Hours a Week to 10 Minutes a Day
Learn how to build an automated competitive monitoring pipeline with CREAO Agent, covering multi-platform data collection from X, Reddit, and Xiaohongshu to generate structured intelligence reports with high-value Leads, user complaint analysis, and actionable Ideas.
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Tutorials·3 min
GStack Tutorial: 23 Commands That Give One Person an Entire AI Development Team
Deep dive into GStack, the open-source toolkit by YC President Gary Tan. 23 slash commands turn Claude Code into a full AI dev team covering product decisions to deployment.
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Industry Insights·2 min
NVIDIA Blackwell Sets New STAC-AI Records for Financial LLM Inference
NVIDIA Blackwell GPU sets new LLM inference records in STAC-AI financial benchmark. Explore Blackwell architecture advantages, TensorRT-LLM co-optimization, and LLM applications in trading and risk management.
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Tutorials·3 min
Enterprise AI Agent Four-Layer Architecture Design and PDCA Continuous Optimization Practical Guide
Deep dive into enterprise AI Agent four-layer architecture design (User, Gateway, Agent Service, Capability layers) with PDCA optimization methodology and dual manual+automated evaluation for production-grade Agent systems.
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Tutorials·3 min
Universal AI Prompts for Mathematical Modeling: A Zero-to-Hero Four-Stage Practical Guide
A detailed guide to the four-stage universal AI prompt system for mathematical modeling, covering problem analysis, innovative model construction, data processing, and model solving for competitions.
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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
Codex++: Connect Codex to DeepSeek, GLM, and Other Chinese LLMs
Codex++ is a free open-source tool that connects Codex to DeepSeek, GLM, and other Chinese LLMs while unlocking plugin features in API mode. Full setup guide included.
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Product Reviews·3 min
OpenAI Codex Multimodal in Practice: Turning Whiteboard Sketches into Polished Frontend Apps in Seconds
Deep dive into OpenAI Codex's multimodal demo: from whiteboard sketch photos to auto-generated 3D globe frontend apps, analyzing visual self-inspection, responsive validation, and one-off data visualization capabilities.
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Tutorials·2 min
Building a Browser Extension with Cursor from Scratch: A Beginner's Guide to Indie Development as a Side Hustle
Learn how to build browser extensions from scratch using Claude and Cursor. A complete guide to starting indie development as a side hustle with AI tools.
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Tutorials·3 min
Multi-Agent Automated Coding Framework: A Deep Dive into Zero-Intervention Project Delivery
Deep dive into a multi-Agent automated coding framework using file state machines, scheduler orchestration, and multi-agent collaboration to achieve fully automated development from requirements to delivery in 3.5 hours with zero intervention.
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Tutorials·3 min
Zero Coding Experience to SaaS in 48 Hours: A Complete Breakdown of Reaching $20K MRR in 90 Days
Amazon seller Hassam, with zero coding experience, used Cursor to build SaaS product LaunchFast in 48 hours. Through an equity-for-distribution strategy, he hit $20K+ MRR in 90 days.
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Product Reviews·3 min
Three AI Agents Tested Head-to-Head: Which One Handles E-Commerce Livestream Data Analysis Best?
Testing three AI Agents on e-commerce livestream data analysis: local deployment memory limits, costly overseas APIs, and how a cloud-based multi-model solution delivers a complete business workflow.
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