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Building AI-Powered GitHub Issue Triage with the Copilot SDK

Building AI-Powered GitHub Issue Triage with the Copilot SDK

GitHub's Copilot SDK lets you embed AI into custom apps. This walkthrough builds IssueCrush, a mobile issue triage tool, and shows the server-side architecture, prompt engineering, and error handling patterns you need to ship a production integration.

Building AI-Powered GitHub Issue Triage with the Copilot SDK

Building AI-Powered GitHub Issue Triage with the Copilot SDK

The GitHub Copilot SDK lets you embed Copilot's AI into custom apps. This tutorial walks through building IssueCrush, a swipeable issue triage tool, and covers server-side architecture, prompt engineering, and graceful degradation patterns.

GitHub Adds AI Security Detections for Shell, Terraform, and PHP

GitHub Adds AI Security Detections for Shell, Terraform, and PHP

GitHub is pairing CodeQL with AI-powered security detections to catch vulnerabilities in Shell, Terraform, Dockerfiles, and PHP. The hybrid system processed 170,000+ findings in 30 days with 80%+ positive feedback. Public preview launches Q2 2025.

GitHub Adds AI-Powered Security Detections for Shell, Terraform, and PHP

GitHub Adds AI-Powered Security Detections for Shell, Terraform, and PHP

GitHub Code Security now uses AI to detect vulnerabilities in Shell, Terraform, Dockerfiles, and PHP — languages CodeQL struggles with. Hybrid model pairs static analysis with AI, surfacing findings in pull requests. Public preview Q2 2025.

The Invisible Trap: AI Lock-In and Your Stack

The Invisible Trap: AI Lock-In and Your Stack

Model providers are executing a three-phase lock-in strategy: flood cheap access, embed deeply, then extract value. Your switching costs are rising silently. Here's how to architect your way out.

How AI-Generated Pull Requests Are Breaking Open Source Mentorship

How AI-Generated Pull Requests Are Breaking Open Source Mentorship

AI makes it easy to generate plausible pull requests without understanding the code. Maintainers are drowning in review work. The "3 Cs" framework helps you decide who deserves your mentorship time.

Squad: Multi-Agent AI Development Without the Orchestration Hell

Squad: Multi-Agent AI Development Without the Orchestration Hell

Squad drops a preconfigured AI team into your repository with two commands. No orchestration infrastructure, no vector databases—just agents that coordinate through versioned files and force genuine code review by preventing self-revision.