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  • Sparkle Pills

    Here’s a little pattern I find handy for writing documents with AI when you already have a lot of text you want to preserve verbatim and a few slots where you want to generate something. I call these slots sparkle pills: instructions wrapped in *(...) that a model fills in.

    Copilot Workspace Blog3 min read
  • Chopin

    Writing production-quality code isn’t perfectly solved by today’s agents, but we’re getting pretty damn close. With a frontier model to hand, rigorous upfront planning, and plenty of tests and verification checks, swathes of senior developers have laid down their text editors and stopped…

    Copilot Workspace Blog9 min read
  • Knowledge Compressor

    How far can documentation be compressed without losing its meaning?

    Copilot Workspace Blog16 min read
  • Evergreen: Your PR Gardener

    Evergreen helps keep pull requests green and mergeable by fixing CI failures and merge conflicts, and keeping PR branches up to date with the base branch.

    Copilot Workspace Blog2 min read
  • Realtime multiplayer, automation, and you!

    How agentic workflows can automate code while keeping planning and collaboration multiplayer, with demos of secure GitHub Copilot automations and Ace, GitHub Next’s shared workspace for people and coding agents.

    Copilot Workspace Blog1 min read
  • Can agents be proud of their work?

    In 2022, we got better output from large language models by asking them to show their work. In 2026, can we get better output from autonomous agents by asking them to be proud of their work?

    Copilot Workspace Blog1 min read
  • Agentic Workflows Can Use Local Inference

    Agentic Workflows gives you complete control to customize your Actions runtime and choose your AI model. You can deploy Agentic Workflows to a custom runner of your choosing and use any compatible AI host or model-routing platform. You can even use local inference running on your Mac!

    Copilot Workspace Blog1 min read
  • /goooooooal!

    Goal is an Agentic Workflow that brings the semantics of /goal directly to your repo. Open an issue with the goal label, and your agent will work on it until your success criteria are satisfied.

    Copilot Workspace Blog1 min read
  • GitHub Next and the Future of Coding

    Why AI makes typing code obsolete, and why engineering teams must shift from writing syntax to curating agent-generated code and mastering architectural judgment.

    Copilot Workspace Blog1 min read
  • Crane: verified code migration

    Crane is a migration assistant for GitHub repositories that plans, executes, and verifies code migrations in small agentic steps while keeping humans in control.

    Copilot Workspace Blog4 min read
  • Agentics Beyond Code

    What happens when you give PMs, compliance teams, and leaders their own agents? A tour of Agentics Beyond Code — an open-source set of GitHub Agentic Workflows for the non-engineering roles that ship, govern, and operate products.

    Copilot Workspace Blog8 min read
  • Agent Functions

    Prompts are programs. You wouldn’t write a complex program completely from scratch, in a big, soupy loop without subroutines, and then write it again the next time you wanted to run it. Why let your agent work that way?

    Copilot Workspace Blog8 min read
  • Canary: a harm gate for agentic systems

    Canary puts a small, auditable gate in front of agentic workflows so untrusted artifacts are classified before powerful agents act on them.

    Copilot Workspace Blog9 min read

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