#Agent testing
2146 related articles
Product Reviews·2 min
GPT-5 Codex Deep Dive: 93% Token Savings But Tool Ecosystem Still Needs Work
Deep testing GPT-5 Codex: 93.7% Token savings on simple tasks with deeper reasoning on complex ones. But UI quality drops, search is poor, and tool ecosystem fragmentation remains a major issue.
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Tutorials·2 min
Deep Dive into OpenAI Codex Plugin System: Architecture, Installation, and Hands-On Development
Deep dive into OpenAI Codex plugin system architecture (Skills, Apps, MCP Server), four installation methods, and a macOS app development case study showing how plugins boost AI coding efficiency.
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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 Deep Dive: How Does the Async AI Coding Agent Actually Perform?
Deep dive testing OpenAI Codex cloud coding agent on a 50K-user production codebase, covering bug fixes, prompt optimization, and frontend UI tasks, with insights on the 30% completion rate value.
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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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Tech Frontiers
Deep Dive into Six Major Open Source P…
·3 min
Deep Dive into Six Major Open Source Projects: GitHub Native Stacked PRs, Open Source Figma Alternative, and More
Deep dive into six open source projects: GitHub native Stacked PRs, Open Pencil design editor, Happy DOM, Open Agents cloud coding Agent, Bright Beans social media platform, and Fuse.js fuzzy search.
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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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Industry Insights·3 min
How Anthropic and OpenAI Found Product-Market Fit Through Coding Agents
Anthropic nears its first profitable quarter as OpenAI enterprise revenue surges. Coding agents drive PMF, enterprises shift to API billing, and AI transitions from burning cash to product-driven profitability.
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Product Reviews·2 min
Mistral Vibe: Free Open-Source Terminal AI Coding Assistant — A Claude Code Alternative
Mistral Vibe is an open-source, free terminal AI coding agent by Mistral with sub-agents, async processing, and Slash commands — a powerful Claude Code alternative for developers.
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Tutorials·2 min
Codex Getting Started Guide: Dual-Channel Setup with DeepSeek (China) and ChatGPT (Global)
A detailed guide to OpenAI Codex's six core capabilities with dual setup options: DeepSeek for China-based users and ChatGPT for global access.
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Product Reviews·2 min
AWS Kiro Deep Dive: Spec-Driven Development vs Cursor — Which One Is Right for You?
Deep analysis of AWS's new AI IDE Kiro, comparing it with Cursor. Covers spec-driven development workflow, pricing advantages, hands-on impressions, and industry shifts.
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Product Reviews·2 min
Deep Dive into Kiro: What Makes Amazon's AI IDE and Its Spec-Driven Development So Powerful?
Deep dive into Amazon AWS's AI IDE Kiro: how its Spec-driven development integrates requirements, design, and task breakdown into AI coding workflows, compared with Cursor and others.
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Product Reviews·2 min
Kiro AI IDE In-Depth Review: How Spec Mode Makes AI Coding More Reliable and Powerful
In-depth review of AWS's new Kiro AI IDE, covering Spec Mode, Agent Hooks, Steering, and a real WeChat mini program project comparing Kiro with Cursor.
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Tutorials·2 min
Replicating Kiro's Spec-Driven Development in Trae: A Free Alternative Tested and Compared
Amazon Kiro pulled offline after crashes. Free Chinese IDE Trae replicates its Spec-driven dev workflow with auto-execution. Side-by-side comparison of requirements, design docs, and task lists.
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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
Deep Dive into Warren: A Fully Autonomous AI Coding System Where One Person Uses Agents to Handle the Entire Development Workflow
Deep dive into Warren, a fully autonomous AI coding system. Learn how developer Jim West uses multi-agent collaboration to automate the entire pipeline from intent definition to production deployment.
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Tutorials·2 min
Codex User Guide: Five Key Concepts for Mastering Agent Workflows
Codex is an Agent, not ChatGPT. Learn the five key concepts — Thread, Workspace, Tools, Patch, Verification — to master Codex's agent workflow effectively.
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