#unified AI API
2883 related articles
Deep Dives·4 min
MCP Apps Deep Dive: AI Tools Move from Text Exchange to Interactive Collaboration
Deep analysis of MCP Apps: how Anthropic and OpenAI's official MCP extension enables AI tools to return interactive UIs, solving the context gap with Human-in-the-Loop collaboration.
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Expert Opinions·3 min
100K Views but Only 20 Sales: An Indie Developer's Monetization Post-Mortem
An AI indie developer built a Windows one-click installer for Open WebUI in 3 days, got 100K views but only 20 sales. A full post-mortem on pricing, distribution, and monetization mistakes.
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Industry Insights·3 min
How Jane Street Built a Custom AI Programming Toolchain for OCaml
Jane Street's AI team details how they built a custom LLM toolchain for OCaml, covering workspace snapshot training data, RL with code evaluation, and the AID editor architecture.
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Product Reviews·2 min
Zero Coding, Zero Art Skills: Building a Rhythm Game with AI in 24 Hours
A Bilibili creator used AI platform TabTab to build a rhythm game from scratch in under 24 hours — art, music, and code 100% AI-generated. A deep dive into this zero-experience AI game dev case.
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Product Reviews·3 min
Zenflow Hands-On Review: Spec-Driven AI Coding vs. Pure Prompt-Based Development
In-depth review of Zenflow's spec-driven AI coding vs Google AI Studio's prompt-based approach. Covers multi-agent execution, automated validation, version rollback, and the paradigm shift in AI programming.
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Product Reviews·3 min
Cursor vs Tongyi Lingma vs Qoder: A Comprehensive Comparison of Price, Performance, and Experience
In-depth comparison of Cursor, Tongyi Lingma, and Qoder across price, speed, code quality, IDE support, and Agent capabilities with selection advice.
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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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Industry Insights·2 min
Behind the Gemini CLI Explosion: Why the Terminal Is Becoming the Ultimate Gateway for AI Agents
Google's open-source Gemini CLI hit 100K GitHub stars. This article analyzes why the terminal is becoming the ultimate AI Agent gateway through execution chains, infrastructure integration, and more.
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Product Reviews·3 min
UnityMCP 1.0 Hands-On Review: Generate Unity3D Games with a Single Sentence Using AI
Detailed review of UnityMCP 1.0 plugin covering installation, core features, and real-world results. This MCP plugin integrates directly into Unity Editor, enabling automatic scene building, scripting, and component attachment via natural language.
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Product Reviews·2 min
Fitten Code MCP Launch: Connecting AI Agents to Unlimited External Tools
Fitten Code Agent now supports MCP protocol, enabling flexible integration with GitHub, Bing search, Excel, and other external tools to become a super AI programming assistant.
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Deep Dives·2 min
ACP Protocol Explained: A New Open-Source Protocol Standardizing Communication Between IDEs and Coding Agents
Deep dive into ACP (Agent-Client Protocol): how Zed and Google Gemini standardize IDE-to-coding-agent communication, its architecture, and how it complements MCP.
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Tutorials·2 min
Gemini CLI Practical Guide: Custom Commands & MCP Plugin Configuration Explained
Complete guide to Gemini CLI setup, custom TOML commands, and MCP plugin integration. Covers free tier details, command templates, and multi-MCP Server configuration for an efficient AI coding workflow.
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Tutorials·2 min
Five Core Capabilities of GitHub Copilot's MCP Integration in JetBrains
Deep dive into GitHub Copilot's MCP integration in JetBrains IDEs: Agent Mode, Sampling model scheduling, MCP Prompts, Resources context injection, and Elicitation structured dialogue guidance.
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Product Reviews·3 min
Context Mode: How One MCP Plugin Cured AI Coding Assistants' Amnesia
Context Mode solves AI coding assistants' context amnesia via sandbox isolation, session continuity tracking, and code-thinking philosophy—compressing context consumption by 99% and earning 9,700 Stars in two months.
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Product Reviews·2 min
Link CC MCP Plugin: 78 Tools That Let AI Directly Control Cocos Creator to Build Games
Link CC MCP plugin integrates AI with Cocos Creator via MCP protocol, offering 78 automation tools for scene creation, node management, and component binding to build games from natural language.
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Tutorials·3 min
6 Must-Have MCP Plugins to Supercharge Your Claude Code Productivity
6 must-have Claude Code MCP plugins: File System, Structured Thinking, GitHub, Chrome DevTools, Context7, and Memos—build a complete AI programming workflow.
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Tutorials·3 min
Complete Game Art in 30 Minutes with AI: A Practical Guide for Indie Developers
How can indie game developers complete all game art assets in 30 minutes using AI tools? A complete workflow breakdown from character design and action frames to NPC generation and Godot engine assembly.
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Tutorials·3 min
LangGraph Multi-Agent Architecture: Graph Structure Principles and Enterprise-Level Implementation Guide
Deep dive into LangGraph's core graph structure design, single and multi-agent collaboration patterns, MCP protocol integration, and Time Travel fault-tolerance, with enterprise-level hybrid multi-agent architecture implementation.
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Product Reviews·3 min
Warp 2.0 Deep Dive: An AI Development Environment with Multi-Agent Parallelism
Deep dive into Warp 2.0's Agent Development Environment (ADE): multi-agent parallel orchestration, terminal editor, AI coding platform, hands-on SaaS app building, and comparison with Cursor and Claude Code.
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Product Reviews·3 min
Deep Dive into the Codex Chrome Extension: How an AI Coding Assistant Breaks Beyond the Code Editor
OpenAI launches a Codex Chrome extension enabling automated actions on authenticated websites. Deep analysis of its capabilities, security design, CLI improvements, and plugin ecosystem evolution.
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