#effort parameter
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Product Reviews·3 min
VS Code AI Toolkit 2.0 Deep Dive: Agent Builder + Free Access to GPT-5
Deep dive into VS Code AI Toolkit 2.0 major update, covering Agent Builder, MCP tool integration, batch testing, model evaluation, and a complete guide to using GPT-5 and Claude for free via GitHub Models.
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Expert Opinions·3 min
TypeScript + Zod: The Essential Skill Combo for AI Full-Stack Development
Deep dive into why TypeScript + Zod is the core tech stack for AI full-stack development. Covering type safety, unified full-stack architecture, and AI output validation for enterprise-grade workflows.
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Product Reviews·3 min
Claude Code vs Cursor Real-World Comparison: Which Wins on an Elevator Simulator Project?
Real-world comparison of Claude Code and Cursor through an elevator scheduling simulator project — analyzing task planning, architecture understanding, code generation, and delivery quality.
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Tutorials·4 min
Gemini CLI + MCP Server Cloud Real Device Automated Testing: Natural Language-Driven Mobile App Testing in Practice
Complete guide to integrating Gemini CLI with Unity Cloud Real Device MCP Server for natural language-driven mobile app automated testing, performance analysis, and crash log diagnosis.
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Product Reviews·3 min
Vibe-Kanban: An Open-Source Platform for Unified Orchestration of AI Coding Agents Like Claude Code and Gemini CLI
Vibe-Kanban is an open-source AI coding agent orchestration platform supporting parallel task processing with Claude Code, Gemini CLI, and AMP via kanban tracking and centralized MCP configuration.
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Product Reviews·3 min
Vibe Board: An Open-Source Orchestration Platform for Managing Multiple AI Coding Agents
Vibe Board (VibeCombat) is an open-source AI coding agent management platform supporting parallel orchestration of Claude Code, Gemini CLI, AMP, and more with unified MCP config and real-time task tracking.
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Product Reviews·3 min
Open Design: A Local-First Open Source Alternative to Claude Design with 40K+ GitHub Stars
Open Design is a local-first open source AI design tool with 40K+ GitHub Stars, featuring 19 design skills, 71 brand-grade design systems, and compatibility with 9+ AI tools including Claude Code and Cursor.
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Product Reviews·3 min
Cursor Editor In-Depth Review: The AI Coding Tool with 30K+ GitHub Stars
In-depth analysis of Cursor AI code editor's core features, architecture, and real-world experience. Learn how this 30K+ Star GitHub tool boosts coding efficiency 30%-50% through intelligent code generation, full-project context understanding, and multi-model support.
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Deep Dives·3 min
Reinforcement Learning Drives AI Reasoning Evolution: From Imitator to True Thinker
How RL, Self-Play, and Verifiers work together to evolve LLM reasoning — driving the leap from SFT imitation to true System 2 deep thinking.
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Tutorials·4 min
Complete Guide to Creating Ant Civilization Videos with AI: Free Tools for Millions of Views
Complete guide to creating viral ant civilization videos using Google AI Studio and Flow for free, covering story writing, AI image generation, animation, and editing for YouTube monetization.
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Tutorials·3 min
AI Agent + Shiji: A Step-by-Step Guide to Building an Automated Daily To-Do System
Learn how to connect an AI Agent with the Shiji task management tool to auto-generate and push daily to-dos. Full walkthrough from API setup to deep conversation training.
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Tutorials·4 min
DevBox in Practice: Building an MCP Server & Client from Scratch with One-Click Deployment
Step-by-step tutorial: Build an MCP Server and Gradio Client from scratch using DevBox cloud platform, covering tool definition, LLM function calling, SSE connections, and one-click deployment.
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Tutorials·3 min
Jules MCP Server: Using the MCP Protocol to Let Claude Orchestrate Google Jules for Autonomous Coding
Jules MCP Server is an open-source project providing a production-grade MCP server for Google Jules API, enabling Claude and Cursor to orchestrate autonomous coding via multi-Agent collaboration.
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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.
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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.
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Tutorials·2 min
Dify Java Client: Best Practices for Integrating AI into Java Projects
dify-java-client is an open-source Java client library for integrating Dify's generative AI capabilities. It supports chat, text generation, workflows, and knowledge base APIs with streaming responses and type-safe wrappers for enterprise scenarios.
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Tech Frontiers·3 min
Inside the SJSU Hackathon Winning Projects: A Practical Guide to Building High-Impact AI Agents
Deep analysis of SJSU hackathon-winning AI Agent projects covering architecture design, core elements, and UX optimization—a practical guide from prototype to product.
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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.
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Tech Frontiers·2 min
Bugbot Custom PR Review Depth: Cursor Team's New Approach to AI Code Review
Cursor's AI code review tool Bugbot adds custom review effort, letting developers adjust PR review depth by code importance. Analysis of usage strategies and workflow impact.
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Product Reviews·3 min
awesome-LLM-resources: A Comprehensive Analysis of the 8,200-Star LLM Learning Resource Repository on GitHub
In-depth analysis of the 8,200-star GitHub project awesome-LLM-resources, covering multimodal generation, Agents, model training, MCP protocol, and more — a one-stop LLM learning guide.
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