GitHub Universe 2026: Highlights from the developer’s developer conference GitHub unveiled Copilot Fusion, a tool for routing and orchestrating models, at its GitHub Universe 2026 conference, where EVP of CoreAI Jay Parikh framed GitHub's vision as "the most comprehensive, end-to-end software delivery system in the world." The two-day event featured more than 150 sessions, including talks on securing MCP servers against real exploits, how Copilot constructs context and inflates token usage, and how GitHub Copilot evaluates models in production. GitHub also released its annual Octoverse report, which showed the platform scaling over the past year as developers build with agents. From the menus at Mo’s Diner to the badge hack station to major product ships, GitHub Universe 2026 delivered. The annual Octoverse report https://github.blog/news-insights/octoverse/octoverse-commits-pushes-reach-new-highs-in-2026-as-developers-build-with-agents/?utm source=blog-cta-octoverse&utm medium=blog&utm campaign=universe-2026 came out, showing just how much the platform has scaled over the past year in the face of agentic software delivery. And the hero at the heart of the two-day event was the developer community. Yesterday’s opening keynote was packed with demos and announcements. But Copilot Fusion https://github.blog/changelog/2026-10-28-route-and-orchestrate-models-with-github-copilot-fusion/?utm source=blog-cta-fusion&utm medium=blog&utm campaign=universe-2026 was clearly the belle of the ball. As a frame for the ships of which there were many , EVP of CoreAI Jay Parikh https://x.com/jayparikh laid out our vision for GitHub https://github.blog/news-insights/company-news/github-universe-2026-evolving-every-layer-of-the-stack/?utm source=blog-cta-jay-hero-blog&utm medium=blog&utm campaign=universe-2026 as the most comprehensive, end-to-end software delivery system in the world. GitHub COO and Microsoft CMO of Developer Kyle Daigle https://x.com/kdaigle joined Syntax https://syntax.fm/ co-hosts Wes Bos https://x.com/wesbos and Scott Tolinski https://x.com/stolinski for a chat. And great conversations were had, on and off the show floor. Session spotlights Agentic Workflows: Automation at scale Automation is how we buy time for craft, enforce correctness in situations that require judgment, and improve our software at business scale. This session taught attendees how to start automating, including setting up a software factory with governance, monitoring, and security. Agentic engineering past the pilot: An enterprise playbook The industry has moved from code completion to chat to agents, and now into AI-native software delivery. But what does that actually look like inside an enterprise, where governance, developer experience, and adoption at scale all have to coexist? Through live demos spanning IDE, CLI, and multi-session orchestration, Nick Liffen and Philip Holleran shared the system-level patterns that move agentic engineering from experiment to operating model. Securing MCP: Real exploits, what actually mitigates them, and what doesn’t This interactive session broke down MCP security as it really stands today: what the threats are, which layer each one operates on, and how to host MCP servers in production without opening yourself up to unnecessary risk. Shut the context window You’re letting the tokens out Dylan McCarthy showed how Copilot constructs context in practice, demonstrated the developer habits that quietly inflate token usage, and walked through focused workflows that produce better results with less overhead. Your benchmark is lying: What evals actually look like Julia Kasper and Walker Chabbott went behind the scenes on how GitHub Copilot evaluates models in production: what they measure, what they’ve stopped measuring, the signals that correlate with real developer outcomes, and why your favorite leaderboard may be leading your team astray. … and that’s just a taste of the 150+ sessions at this year’s Universe. Check out the full list here https://reg.githubuniverse.com/flow/github/universe26/attendee-portal/page/sessioncatalog?tab.allsessions=1783449560443001ldrh . Watch the full keynote … … or the abridged version: 42 minutes of announcements in < 8 Before you go If you take away one thing https://github.blog/news-insights/company-news/github-universe-2026-evolving-every-layer-of-the-stack/?utm source=blog-cta-jay-hero-blog&utm medium=blog&utm campaign=universe-2026 from Universe 2026, make it this: The SDLC is no longer a linear path https://commandline.microsoft.com/new-agentic-software-delivery-primitives/ from planning to coding to testing to deployment. The new agentic software delivery system https://github.blog/news-insights/company-news/github-universe-2026-evolving-every-layer-of-the-stack/?utm source=blog-cta-jay-hero-blog&utm medium=blog&utm campaign=universe-2026 solves for three things: velocity, intelligence, and quality. GitHub is a platform built for you and your agents. We’ll continue releasing new products and features that push the work forward. And our ongoing infrastructure work will ensure the platform scales to meet increased demand. AI is changing what’s possible. But it’s in the hands of developers where that possibility converts to real-world impact.