# artificial intelligence

Cursor Multi-Agent Workflow: A Practical Guide to Main Thread & Grunt Collaboration

Learn the Cursor "Main Thread & Grunt" multi-agent workflow: use a high-tier model for complex tasks and a low-tier model for simple tasks in parallel to maximize AI coding efficiency.

Zenflow Hands-On Review: Spec-Driven A…

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.

Cursor 3.0 Deep Dive: From Code Editor to AI Agent Command Center

Cursor 3.0 Deep Dive: From Code Editor to AI Agent Command Center

Deep dive into Cursor 3.0's major upgrades: proprietary Composer 2 coding model, multi-agent parallel workflows, built-in browser and design mode. Exploring the shift from VS Code fork to Rust rewrite and the AI agent programming paradigm.

ZenFlow Hands-On: Testing the Spec-Driven Fully Autonomous AI Software Engineer

2026年5月28日·2 min

ZenFlow Hands-On: Testing the Spec-Driven Fully Autonomous AI Software Engineer

Hands-on review of ZenFlow—the first spec-driven fully autonomous AI software engineer. Multi-agent parallel collaboration with built-in verification delivers end-to-end development from ideation to production.

Claude Sub-agents vs Agent Teams: How to Choose Between Two AI Multi-Agent Collaboration Patterns

Deep Dives

Claude Sub-agents vs Agent Teams: How to Choose Between Two AI Multi-Agent Collaboration Patterns

Deep comparison of Claude sub-agents vs agent teams: architecture differences, use cases, and real-world results. A Pokémon RPG case study shows how agent teams achieve 95%+ feature completeness.

xAI Merges with SpaceX, GPT-5.5-Cyber Preview, Gemini 3.1 Flash Released

xAI Merges with SpaceX, GPT-5.5-Cyber Preview, Gemini 3.1 Flash Released

Musk announces xAI-SpaceX merger as SpaceX AI, OpenAI launches GPT-5.5-Cyber security model, Google releases Gemini 3.1 Flash, and Airbnb reveals AI writes 60% of new code.

ZhiHu AI Digital Human Live Streaming Review: Dual-Person Co-Frame and Full-Posture Features Tested

ZhiHu AI Digital Human Live Streaming Review: Dual-Person Co-Frame and Full-Posture Features Tested

In-depth review of ZhiHu AI's digital human streaming software: dual co-frame streaming, full-posture multi-scene support, timed host switching, smart script rewriting across 14 platforms with OEM options.

From Programmer to Agent Developer: A Detailed Four-Stage Learning Roadmap

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.

DeepSeek OCR2, Kimi K2.5, and Microsoft Maia 200 All Launched on the Same Day

DeepSeek OCR2, Kimi K2.5, and Microsoft Maia 200 All Launched on the Same Day

DeepSeek releases OCR2 replacing CLIP with an LLM as visual encoder; Moonshot AI launches Kimi K2.5 with 100+ sub-agent cluster mode; Microsoft deploys 3nm Maia 200 chip; Alibaba releases Qwen3 Max Thinking.

AI Agent Investment Research Showdown: ChatGPT vs. Kimi vs. Manus — Who Delivers Better Financial Analysis?

AI Agent Investment Research Showdown: ChatGPT vs. Kimi vs. Manus — Who Delivers Better Financial Analysis?

Testing ChatGPT, Manus, and Kimi on the same investment analysis task reveals how multi-agent architecture, fault tolerance, and parallel workflows define the real capability boundaries of AI Agents in professional finance.

Getting Started with AI Full-Stack Development: A Knowledge Framework from Machine Learning to Large Language Models

Getting Started with AI Full-Stack Development: A Knowledge Framework from Machine Learning to Large Language Models

A systematic guide to the relationships between AI, machine learning, deep learning, and large language models, helping developers build a clear knowledge framework and find an efficient learning path.

TangPing.skill: An Open-Source Meme Project That Teaches AI Agents to Slack Off

TangPing.skill: An Open-Source Meme Project That Teaches AI Agents to Slack Off

TangPing.skill is an open-source AI Agent Skill on the OpenClaw ecosystem that teaches AI to "lie flat." Explore its hot-loading mechanism, lightweight Skill distribution, and what it reveals about AI Agent ecosystems.

RAG Technology Full-Stack Analysis: Core Principles, Enterprise Implementation & Learning Path

RAG Technology Full-Stack Analysis: Core Principles, Enterprise Implementation & Learning Path

Deep analysis of RAG technology's core principles, three key values, enterprise implementation cases, common pitfalls, and a systematic learning roadmap covering vector databases, retrieval optimization, and Knowledge Graph fusion.

Kimi K2.5 Fully Open-Sourced: Deep Dive into 1T Parameter MoE Architecture + Agent Cluster Capabilities

Kimi K2.5 Fully Open-Sourced: Deep Dive into 1T Parameter MoE Architecture + Agent Cluster Capabilities

Deep dive into Moonshot AI's fully open-sourced Kimi K2.5: 1T parameter MoE architecture, Vision-to-Code capabilities, and 100-Agent parallel cluster system topping open-source benchmarks.

Enterprise RAG Implementation: Architecture Principles and Production-Grade Optimization Guide

Enterprise RAG Implementation: Architecture Principles and Production-Grade Optimization Guide

Complete guide to enterprise RAG architecture covering data indexing, vectorization, and retrieval optimization. Practical insights on chunking strategies, hybrid retrieval, and hallucination control for production-grade LLM applications.

Gemini Spark and Daily Brief: A Deep Dive into Google's Two AI Agent Tools

Gemini Spark and Daily Brief: A Deep Dive into Google's Two AI Agent Tools

Deep analysis of Google Gemini team's two AI agent tools — Gemini Spark and Daily Brief — covering product positioning, core features, AI Agent trends, and Google's strategic agent ecosystem.

Multi-Agent Automated Coding Framework…

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.

Major Gemini CLI Update: Three Core Up…

Major Gemini CLI Update: Three Core Upgrades to This Free, Open-Source AI Agent Tool

Google's Gemini CLI update brings multimodal processing, agentic AI, and MCP protocol integration. This free, open-source terminal AI agent is evolving into a business automation engine.

Codex Getting Started Guide: Dual-Chan…

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.

A Comprehensive Guide to the OpenAI Codex APP: Feature Breakdown and the New Paradigm of AI Programming