#pull request security
425 related articles
Tech Frontiers·2 min
Claude Haiku 4.5 Released: Double the Speed at One-Third the Price, Setting a New Cost-Efficiency Benchmark for AI Coding
Anthropic releases Claude Haiku 4.5, a distilled version of Sonnet 4.5 with near-flagship coding performance, double the speed, and one-third the cost. Scores 73.3 on SWE-Bench, ideal for developers seeking cost-efficiency.
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Tutorials·3 min
GitHub Beginner's Guide: A Plain-Language Introduction to the World's Largest Open Source Platform
What is GitHub? This beginner's guide covers core features: discovering trending projects, reading READMEs, downloading Releases, using Issues, and Forking repos—no coding required.
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Expert Opinions·4 min
Is CI/CD Dead? The Continuous Computation Architecture Revolution in the AI Agent Era
Traditional CI/CD pipelines are being shattered by AI Agents. This article analyzes the shift from PR-driven to intent-driven architecture, exploring Pre-Merge queues, stateful environments, and multiverse development as new continuous computation paradigms.
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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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Tech Frontiers·3 min
OpenAI Codex Comes to ChatGPT Mobile: The AI Coding Tool War Heats Up
OpenAI brings Codex to the ChatGPT mobile app, competing directly with Claude Code. Explore Codex mobile features, developer impact, and the 2025 AI coding tool landscape.
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Tutorials·3 min
Let AI Find Its Own Bugs: A Practical Guide to Fully Automated Code Review
A practical guide to fully automated AI Code Review through a 3D model generation project, covering checklist-driven review, layered verification, and distinguishing real bugs from false positives.
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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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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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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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Expert Opinions·3 min
Why the Zig Project Strictly Bans AI Contributions: Investing in People, Not Code
The Zig programming language enforces the strictest anti-LLM policy in open source, banning AI in PRs and Issues. Its "Contributor Poker" philosophy reveals why: open source value lies in cultivating people, not merging code.
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Tutorials·2 min
Building an iNaturalist Observation Display Tool Entirely on a Phone with Claude Code
Simon Willison built an iNaturalist observation display tool on his phone while camping using Claude Code, Git Scraping, and GitHub Actions with zero servers.
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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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Industry Insights·3 min
AI-Native Engineering Transformation: Real Emotions and Coping Strategies from 218 Technical Leaders
Based on research with 218 engineering leaders, this deep dive explores the contradictory emotions in AI-native transformation — excitement and anxiety coexisting — and how leaders navigate successful change.
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Product Reviews·3 min
AGENTS.md Coding Rules Put to the Test: Code Quality Unchanged, Development Efficiency Significantly Improved
A developer tested AGENTS.md coding rules across 40 PRs on three AI coding Agents. Results: code quality unchanged, but fewer tool calls, faster completion, and lower costs.
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