… When we launched Season 1, AI coding assistants were just starting to become mainstream. By Season 3, we were teaching players to craft malicious prompts and then defend against them. Now, with Season 4, we are tackling the security challenges of AI systems that can act autonomously. …
… According to Gartner, “By 2028, asynchronous AI coding agent workflows will improve software engineering team productivity by 30% to 50%, surpassing the 0% to 20% gains from AI code assistants in 2025.” We believe realizing those gains requires agentic capabilities across every stage of the SDLC—no… …
… A lot of guides recommend creating a large suite of sub-agents, each with its own specific area of responsibility. Here, the sub-agents are executed in parallel, with the main agent reconciling their output. Surprisingly, this approach worked against us for the accessibility agent. …
… Here’s what I learned about working better with coding agents. Building AI-powered GitHub issue triage with the Copilot SDK Learn how to integrate the Copilot SDK into a React Native app to generate AI-powered issue summaries, with production patterns for graceful degradation and caching. …
… Here’s how we instrumented our own production workflows, found the inefficiencies, and built agents to fix them. AI & ML Agent pull requests are everywhere. …
… Here’s how we instrumented our own production workflows, found the inefficiencies, and built agents to fix them. AI & ML Agent pull requests are everywhere. …
… Resources GitHub RFC for platform-level solutions OpenAI Codex contribution policy Google Gemini CLI contribution policy ROOST AI policy Fedora AI contribution policy Processing AGENTS.md scikit-learn pull request template Goose HOWTOAI.md Adapted from my FOSDEM 2026 talk. …
… Since entering public preview, the SDK has been used to build everything from CI/CD assistants and internal developer tools to customer-facing AI features. …
… Meet the maintainers—and if you want to join them in 2026, you can now apply for next year’s cohort. MCP joins the Linux Foundation: What this means for developers building the next era of AI tools and agents MCP is moving to the Linux Foundation. …
… From pair to peer programmer: Our vision for agentic workflows in GitHub Copilot AI agents in GitHub Copilot don’t just assist developers but actively solve problems through multi-step reasoning and execution. …