The next developer interface is ambient intelligence
AI, agents, voice, and physical controls are shifting software development from operating tools to expressing intent—and helping developers stay foc…
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GitHub Copilot app for Beginners: How to teach Copilot about your codebase
Learn how to add custom instructions and skills to your repository, use custom agents, and connect MCP servers like Playwright. The post GitHub Copi…
Secret protection must scale with software
Developers aren’t becoming more careless; they’re being outpaced. The tools that let developers create more software should also take on more of the…
ReviewBench: An open benchmark for AI code review
We’re launching ReviewBench, a benchmark for code review agents built on representative GitHub pull requests, multi-source ground truth, calibrated…
800 тысяч строк кода: как ИИ-агенты переписывали движок Copilot
GitHub переписал движок Copilot: 832 378 строк нового кода, большинство из которых написали ИИ-агенты. По дороге они перегрузили ноутбук, забрали чу…
GitHub Copilot app for Beginners: How to build custom workflows with canvases
Describe the interface you need in plain English, then let the agent build a live surface you can both use and update—so you spend less time adaptin…
When chat is the wrong UI
What is a developer to do when they need something more tangible than a chat box? Enter canvases. The post When chat is the wrong UI appeared first…
Rendering huge pull requests in the GitHub Copilot app
How we rebuilt the diff surface in the GitHub Copilot app to open a million-line pull request with hundreds of inline review comments. The post Rend…
Migrating the GitHub Copilot runtime to Rust, using Copilot
A rewrite this size wasn't affordable before agents. Here's what porting the Copilot agent runtime to 800,000 lines of production Rust actually took…
Marketing ops as code: Automating events from planning to follow-up on GitHub
If you can write down how you do your work, you can automate it. Here's what I did to support GitHub's APAC marketing team. The post Marketing ops a…
GitHub Copilot app for Beginners: Using the diff, terminal, and browser
Checking agent-generated code usually means hopping between tabs. Learn how to view diffs, run terminal commands, and preview web apps side by side…
Как использовать ИИ для написания и оптимизации Ansible-плейбуков в 2026 году
ИИ уже умеет генерировать Ansible-плейбуки, собирать роли, искать ошибки и помогать с рефакторингом. Но между «модель написала YAML» и «это можно пу…
Project HydraFusion: Frontier quality via multi-model orchestration
In controlled offline evaluations, HydraFusion’s selective coding workflows matched or exceeded the evaluated Opus 5 baseline while reducing estimat…
GitHub Copilot app for Beginners: Run several agents at once
Learn how to run parallel agents in the GitHub Copilot app, and experience the moment it stops feeling scary and starts feeling powerful. The post G…
How we make AI coding more cost efficient without sacrificing task quality
Why shorter outputs can cost more, and how GitHub Copilot reduces wasted work across the complete coding task. The post How we make AI coding more c…
GitHub Copilot app for Beginners: Automate Dependabot pull request triage
Managing library updates can be tedious at times. Learn how the GitHub Copilot app can handle this type of repetitive task. The post GitHub Copilot…
Долг понимания: почему ИИ-код опасен не тогда, когда что-то упало
Три месяца назад я заметил неприятную закономерность в бэклоге: все чаще туда попадали мелкие фиксы вокруг кода, который до этого писал ИИ. Не авари…
[Перевод] Почему Java-разработчики слишком доверяют рекомендациям ИИ
Представьте: в пятницу вечером руководитель уверенно сообщает, что переход со Spring Boot 3.5 на 4.0 будет простым и его можно закончить за выходные…
GitHub Copilot app for Beginners: Managing your work
If you’re juggling multiple Copilot sessions, use the My work pane to track what's in flight, what's done, and what's next. The post GitHub Copilot…
How canvases make agentic workflows visible, steerable, and cost-efficient
Chat is great for intent, but agent work gets lost in the scroll. Here is how I use canvases with my agentic workflows—and why your workflow also de…
How to bring your software delivery workflow into GitHub with agent apps
See how four GitHub Agent Apps can help you scope, secure, roll out, and ship a feature across the SDLC–all without leaving GitHub. The post How to…
Write your first prompt with the GitHub Copilot app
Learn how to write your first prompt in the GitHub Copilot app, choose the right context and model, and start your first task with confidence. The p…
A guide to slash commands in the GitHub Copilot app
Go beyond chat in the GitHub Copilot app with these slash commands. They'll help you plan, collaborate, automate, and customize your dev workflow. T…
How the GitHub legal team used Copilot CLI to streamline their workflows
Learn how to build tools to simplify how you work—without writing a single line of code. The post How the GitHub legal team used Copilot CLI to stre…
Stacked sessions and pull requests in the GitHub Copilot app
Learn how I modernized an old codebase of mine using stacked sessions and pull requests in the GitHub Copilot app. The post Stacked sessions and pul…
The harness is all you need (mostly)
A practical GitHub Copilot workflow for prototyping, planning, implementing, and reviewing software without chasing every new AI tool. The post The…
GitHub Copilot app for Beginners: Getting started
New to the GitHub Copilot app? Learn how to start projects, work with AI agents, explore canvases, and streamline your development workflow. The pos…
Copilot vs. raw API access: What are you actually paying for?
Copilot now bills usage at listed API rates. Compare direct model access with the coding workflow, policy, and harness work around it. The post Copi…
How to build interactive experiences with canvases
Canvases turn AI into interactive workspaces where you can visualize information, explore workflows, and take action across complex tasks. The post…
Better tools made Copilot code review worse. Here’s how we actually improved it.
How migrating Copilot code review to shared Unix-style code exploration tools reduced review cost by reshaping agent workflows around pull request e…