#software engineering workflow
2600 related articles
Tech Frontiers·3 min
Google Jules Officially Launches: How Critical Agents Are Redefining AI Programming
Google's AI coding agent Jules exits Beta, now available to all developers. Features include Critical Agent for proactive code review, environment snapshots, web browsing, and seamless GitHub PR creation.
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Tech Frontiers·3 min
Google Jules 1.5 Upgrade: Free Task Quota Increased 12x, Development Experience Completely Revamped
Google Jules 1.5 gets a major upgrade with daily free tasks jumping from 5 to 60, plus new copy/download buttons, context preservation, and significant performance improvements.
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Tutorials·4 min
Google Jules Official Launch: A Complete Guide to the Free AI Coding Agent
Google's AI coding agent Jules is now officially available, with a free tier offering 15 tasks/day. Covers Jules's 5 core features, GitHub integration, CLI support, use cases, and practical tips.
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Product Reviews·3 min
Grok 4.1 vs GPT-5 vs Claude 4.5 Real-World Comparison | 2025 Model Selection Guide
2025 deep comparison of Grok 4.1, GPT-5, Claude 4.5, and Gemini 3 Pro across reasoning, coding, writing, and long-text tasks, with multi-model workflow examples and a selection guide.
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Product Reviews·3 min
ChatGPT vs Gemini vs Claude: Who Can Build Mario 64 from Scratch?
Testing ChatGPT 5.2, Gemini 3 Pro, and Claude 4.5 building Super Mario 64 from scratch with the same prompt. Gemini wins overall with best playability, ChatGPT has best visuals but only 1 fps, Claude fails at collision detection.
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Deep Dives·4 min
AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
Deep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
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Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
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Tutorials·5 min
Claude Code Skill Installation Guide: Four Steps from Search to Setup
Step-by-step guide to installing and using Claude Code Skills: GitHub search tips, one-click AI installation, project vs user-level setup, and progressive questioning techniques.
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Product Reviews·3 min
Mistral Vibe Hands-On Review: Is This $15/Month Claude Code Alternative Actually Worth It?
Hands-on review of Mistral Vibe terminal AI coding agent: sub-agent orchestration, async tasks, custom skills. At $15/month vs Claude Code's $200, is it worth it?
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Tutorials·4 min
Vibe Coding Beginner's Guide: Learn AI-Assisted Programming in 10 Minutes with Zero Experience
A zero-experience beginner's guide to Vibe Coding. Learn to build practical tools with AI agents like Cursor in 10 minutes, covering core tips, Skills accelerators, and real-world examples.
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Tutorials·5 min
Can't Use Claude Code? Hands-On Guide to Accessing Opus 4 via Cursor and Windsurf
Can't use Claude Code in China? This hands-on guide tests Cursor and Windsurf as alternatives for accessing the Opus 4 model, both supporting Alipay payment with no overseas phone number required.
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Tech Frontiers·4 min
Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini
Deep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
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Product Reviews·2 min
One Month of Vibe Coding: Lessons Learned from Building Real Projects with Zero Coding Experience
A creator with zero coding experience spent one month Vibe Coding with OpenAI Codex, completing two real projects. Here are the real pitfalls and three hard-won lessons.
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Deep Dives·3 min
Google Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
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Tutorials·4 min
Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice
Deep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.
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Product Reviews·5 min
Manus vs Google Deep Research vs Flowith: A Hands-On Comparison of AI Agents for Courseware Generation
Hands-on comparison of Manus, Google Deep Research, and Flowith generating Kafka courseware with the same prompt. Detailed scoring reveals which AI agent delivers the best results.
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Product Reviews·4 min
Manus Full Public Launch Review: Can an AI Agent Really Help Beginners Build a Social Media Business?
Manus AI Agent is now fully open. This hands-on review tests it through a complete social media startup scenario—from research to content production—revealing its real capabilities and limitations.
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Product Reviews·5 min
Nano AI Agent Hands-On Review: Real Experience and In-Depth Evaluation of Free MCP Tools
In-depth hands-on review of Nano AI agent with Guizhou travel guide and Pop Mart business analysis tasks. Free MCP tools, zero setup, 10-min reports with detailed pros/cons analysis.
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Tutorials·5 min
Trae MCP Plugin for FoxTable in Action: AI Builds a Complete Business System in 4 Minutes
Learn how a custom MCP plugin connects Trae AI IDE with FoxTable, using knowledge bases and prompt engineering to build a complete business system in 4 minutes.
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Product Reviews·4 min
Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios
In-depth hands-on review of Kimi's AI Agent 'OK Computer' across website building, data analysis, audio picture books, and PPT creation. Can an agent with 20+ built-in tools truly do your work?
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