GitHub intelligence: Copilot Memory is now generally available, and 'Dreaming' lets it rewrite its own instructions

GitHub's 28 October 2026 changelog introduces GitHub intelligence: Copilot Memory (generally available on paid plans), Dreaming (public preview) and cross-repository code search. AI coding tools are starting to remember how your team works.

On 28 October 2026 GitHub announced GitHub intelligence, which it describes as a “context and learning layer” for its AI coding agents. It has three parts, and they matter to anyone paying for software built with AI.

Memory (generally available, paid Copilot plans). Copilot now remembers personal preferences and repository conventions across sessions, whether it is used in the Copilot app, the command line, VS Code, code review, Slack, Teams or GitHub Mobile. GitHub’s own figures from the public preview: in reviewed command-line sessions where the agent used memory, 93% showed better adherence to developer preferences and 42% showed more efficient workflows. Those are GitHub’s numbers, not an independent test.

Dreaming (public preview, opt-in). Copilot reflects on past work and updates what it remembers. For team-level guidance, such as checked-in skills and instruction files, it proposes changes as pull requests for people to review. It can also turn recurring accepted code-review feedback into guidance. Dream runs consume AI credits, so there is a running cost.

Code search. Copilot can search code, configuration, schemas and documentation across related repositories without a local copy, including by what the code does rather than by exact wording.

What it means

The first generation of AI coding tools started every session from zero. This one accumulates habits. That makes output more consistent, but it also means a supplier’s AI setup becomes an asset that builds up over time, and something that can quietly drift if nobody reviews it.

So what

Ask any team building your product with AI tools two questions: what does the tool remember about our codebase, and who reviews changes to those instructions? Good answers mean faster, more consistent delivery. No answer means your project is being shaped by settings nobody is watching. Our AI-assisted development service is built around reviewed, owned AI workflows. To discuss yours, start a project.

← All research

More research.

GitHub Copilot plugins: repositories can now ship default plugins, and enterprises can force or block them

On 28 October 2026 GitHub made repository plugin defaults and enterprise plugin controls generally available for Copilot in VS Code, the command line and the Copilot app. AI coding tool plugins are now managed like company software.

Read ›

GitHub Actions workflow lockfiles are generally available: pinning the automation behind your app's releases

GitHub made Actions workflow dependency lockfiles generally available on 28 October 2026, so build and release automation runs the exact code that was reviewed. A practical software supply chain control for any app project.

Read ›

GitHub Copilot Automations can now be shared: AI workflows that belong to the repository, not one person

GitHub announced shared Copilot Automations on 28 October 2026: team-owned AI workflows that run in the cloud, billed to the repository owner and still running when their creator leaves.

Read ›

GitHub's Copilot app gets a security extension that explains and fixes code scanning alerts locally

GitHub released a public preview security extension for the Copilot app on 28 October 2026. It lists code scanning alerts, and Copilot can explain or fix them in a local copy without committing anything.

Read ›

Claude Code deprecates Opus 4.8 fast mode: it stops working on 30 November, so migrate to Opus 5.5

Claude Code 2.1.316 (31 October 2026) deprecates fast mode for Opus 4.8 and removes it on 30 November 2026. Teams running AI-assisted development on it need to move to Opus 5.5.

Read ›

GitHub Copilot SDK is becoming the Microsoft Copilot SDK: what builders of AI products should know

On 28 October 2026 GitHub said its Copilot SDK is being renamed Microsoft Copilot SDK, the programmable layer for the shared Microsoft and GitHub agent harness. No immediate action is needed.

Read ›

Start a project

Building with AI? Let's talk.

Tell us what you are building. We'll give you an honest view of the right approach.

Start a projectSee our work