#Pull Request workflow
606 related articles
Tutorials·4 min
Browser Use Deep Dive: A Practical Guide to Natural Language-Driven Browser Automation Agents
Deep dive into Browser Use browser automation agent: architecture, installation, CDP framework, and pytest integration. Learn how natural language-driven AI Agents replace repetitive browser tasks.
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Product Reviews·3 min
DeepSeek V4 vs GLM-5.1 vs GPT 5.5 Real-World Coding Test: Which One Wins in Actual Project Development?
Real-world coding test of DeepSeek V4, GLM-5.1, and GPT 5.5 using a 7,000-user browser extension. GLM-5.1 achieves first-pass success with the most stable performance across project development and 3D generation.
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Tutorials·3 min
NVIDIA Nemotron Labs Open Source Contribution Guide: A Complete Playbook for Developers Joining AI Open Source Projects
A comprehensive guide to contributing to NVIDIA Nemotron Labs open source projects, covering NeMo framework contributions, community participation, and career benefits for AI developers.
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Tutorials·3 min
Codex Desktop Pet in Practice: Building a Talking AI Sprite from Scratch
How to build a personalized AI desktop pet with OpenAI Codex and TTS voice cloning — covering character design, voice cloning, interaction development, and practical troubleshooting.
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Product Reviews·3 min
Cursor In-Depth Review: Four Modes + Parallel Agents — Why It Remains the Best AI Coding Tool
In-depth comparison of Cursor vs Claude Code, Windsurf, Trae, and other AI coding tools across Agent modes, terminal tools, browser integration, parallel processing, and context management.
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Industry Insights·2 min
Uber's AI Agent Platform Now Contributes 11% of PRs — The Engineering Role Is Transforming
Uber reveals its internal Agentic Developer Platform now generates 11% of all PRs. Learn how Uber moved from AI-assisted to AI-autonomous coding and how engineering roles are transforming.
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Tech Frontiers·2 min
GitHub Copilot Cloud Agents Now Support Fully Configured Development Environments
GitHub Copilot Cloud Agents now support fully configured dev environments with repo cloning, dependency installation, and toolchain credentials—evolving AI from code completion to autonomous development.
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Tutorials·4 min
A Practical Guide for QA Engineers: Building 18 AI Agents with 5 Essential Tools
Learn how QA engineers can build 18 AI Agents using Coze, LangChain, Dify, Cursor, and Skills — covering requirements analysis, test case generation, script writing, and regression testing with up to 10x efficiency gains.
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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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Deep Dives·2 min
Deep Dive into Cursor's Security Review Feature: A New Standard for AI Code Security
Deep dive into Cursor's Security Review feature: two AI security agents for PR-level review and codebase vulnerability scanning, enabling shift-left security for enterprise DevSecOps.
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Tech Frontiers·3 min
Cursor Auto-Fixes CI Failures: How Always-On AI Agents Are Changing the DevOps Workflow
Cursor launches automatic CI failure repair with an always-on AI Agent that monitors GitHub repos, analyzes CI logs, identifies root causes, and submits fix PRs.
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Product Reviews·2 min
LangBot: A Deep Dive into the 16K-Star Multi-Platform AI Bot Development Framework
An in-depth look at LangBot, an open-source production-grade AI bot platform supporting WeChat, DingTalk, Discord & more, with ChatGPT, DeepSeek, Agent, RAG & plugin capabilities.
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Tech Frontiers·3 min
SWE-bench Official Blog Launches: AI Coding Evaluation Enters a New Phase
SWE-bench launches its official blog for in-depth content on AI coding evaluation, AI Agents, and toolchains—signaling a new phase of maturity and standardization in AI programming benchmarks.
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Tech Frontiers·2 min
Qwen Continues to Lead on SWE-bench: The Rise of Open-Source AI Coding Models
Qwen team leads open-source models on SWE-bench, demonstrating strong software engineering capabilities. This article analyzes SWE-bench standards, Qwen's progress, and the value of open-source AI coding tools.
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Tech Frontiers·3 min
Cursor 3 PR Review Feature Explained: Complete Code Review Workflow Within Your Editor
Cursor 3 introduces native PR review with in-editor diffs, comments, commits, and review status. Learn about file tree navigation, changes picker, and AI-assisted code review potential.
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Expert Opinions·3 min
Zig Language Bans AI Code Contributions: A Deep Debate on Open Source Principles
Zig founder Andrew Kelley rejects LLM-assisted PRs, introducing the concept of AI code's "digital smell." A deep analysis of the open source philosophy, code quality, and trust issues behind Zig's ban on AI contributions.
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Product Reviews·3 min
Stock-MCP: An Open-Source MCP Server That Gives AI Agents Real-Time Access to Chinese and US Stock Data
Stock-MCP is an open-source MCP-based financial data server supporting China A-shares, US stocks, and crypto. Learn its core features, architecture, and use cases for building AI investment research assistants.
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Expert Opinions·4 min
In the Vibe Coding Era, Why Do We Need RSS for Distributing Personal Apps?
Vibe Coding makes building apps as easy as writing blog posts, but personal tools lack good distribution channels. This article explores using RSS as a lightweight app distribution protocol.
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Expert Opinions·2 min
The Real Reason Zig Bans AI Code Contributions: Investing in People, Not Code
Zig implements the strictest anti-AI policy in open source, banning all LLM-generated contributions. Learn about their "Contributor Poker" philosophy, why Bun's 4x speedup can't be upstreamed, and implications for open source governance.
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Expert Opinions·2 min
The Vibe Coding Era: Why We Need RSS to Share Personal Micro-Apps
Vibe coding makes AI programming as simple as blogging, driving an explosion of personal micro-apps. Matt Webb proposes RSS for sharing micro-apps, and Simon Willison has already implemented it.
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