GitHub on Cyril's Cloud & AI Daily

How 3 Java Champions are using GitHub Copilot for increased productivity

Tue, 20 Oct 2026 00:00:00 +0000

There’s been an important development in the GitHub Copilot space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

AI coding tools can generate code quickly, but speed alone does not solve the hardest software engineering problems. Developers still need to provide context, validate results, protect maintainability, and remain accountable for what ships.

Browser automation tool in Microsoft Foundry is now GA

Mon, 19 Oct 2026 00:00:00 +0000

What’s New

AI agents can reason over data, invoke APIs, and coordinate complex workflows. Yet many business processes still depend on websites, including internal portals, administrative consoles, vendor systems, dashboards, and applications without complete API coverage.

How to continue a GitHub Copilot app session in VS Code

Mon, 19 Oct 2026 00:00:00 +0000

What’s New

The agent has finished the bulk of your change. Now you want to inspect one implementation detail, adjust a few lines by hand, and run the project locally before you ship it.

What’s new in Microsoft Foundry | September 2026

Fri, 16 Oct 2026 00:00:00 +0000

What’s New

September’s updates help you run agents on a schedule, load tool definitions on demand, and investigate behavior from traces. Routines and Tool Search are now GA; Insights enters public preview, and Model Router gains preview controls. We also expanded the GPT-6 lineup and introduced GPT-6.1 Sol.

Azure MCP Server 3.0 stable release: More tools. More possibilities

Wed, 14 Oct 2026 00:00:00 +0000

What’s New

We’re excited to share the stable release of Azure MCP Server 3.0, released on October 12, 2026. From reviewing backup protection to evaluating infrastructure changes, this release brings more everyday Azure operations into your agent workflows. It also introduces clearer tool contracts and security-focused defaults for new resources.

GitHub Copilot app for Beginners: How to teach Copilot about your codebase

Mon, 12 Oct 2026 00:00:00 +0000

What’s New

Context matters when you’re working with AI. Every codebase has its own house rules: how components are structured, which scripts to run, and which conventions apply to different frameworks and file types.

Dynamic Workflows in Azure Functions Hosted Skills: Durable, AI-Led Work for Event-Driven Apps

Thu, 08 Oct 2026 00:00:00 +0000

What’s New

Azure Functions is the event-driven application platform in Azure. Your code runs when a queue message, a blob upload, a database change, or an HTTP request arrives.Azure Functions Hosted Skillsadds AI reasoning to these apps. When an event arrives, an LLM reads it, applies your instructions, skills, and tools, and decides what to do.

ReviewBench: An open benchmark for AI code review

Mon, 05 Oct 2026 00:00:00 +0000

What’s New

Agentic code review is becoming an essential piece of how development happens. It helps you inspect pull requests, catch issues, and decide what deserves attention before code ships.

But the quality of existing AI reviewers can be hard to measure, and you need to know the strengths of a reviewer before you know if it will help you. Some reviewers surface more issues, some produce less noise, and some are stronger at catching critical problems while others surface smaller improvements, too. You may need code review to do different things within your workflow.

AI is rewriting the developer career ladder. Here’s how to stand out.

Fri, 02 Oct 2026 00:00:00 +0000

What’s New

AI is changing what it takes to stand out—and move forward—as a developer. Writing code is still essential, but developers increasingly need to know how to direct AI, evaluate its output, communicate tradeoffs, and make sound technical decisions.

How we found 24 Android vulnerabilities using our open source AI security agent

Mon, 28 Sep 2026 00:00:00 +0000

What’s New

With the rise of AI in the security space, our team created theGitHub Security Lab Taskflow Agentas a way for security researchers to easily automate, package, and share the AI prompts and workflows that they find effective for their work. In this blog post, I’ll share how I created auditing taskflows to find vulnerabilities in Android applications.

GitHub Copilot app for Beginners: How to build custom workflows with canvases

Fri, 25 Sep 2026 00:00:00 +0000

What’s New

Most tools give you a fixed set of screens and ask you to fit your work into them. But what if you could start with the workflow you want instead and have the interface take shape around it?

AI-powered fuzzing with the GitHub Security Lab Taskflow Agent

Thu, 24 Sep 2026 00:00:00 +0000

There’s been an important development in the Agentic RAG & Foundry IQ space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

If you’re new to fuzzing and want to learn the fundamentals first, check out our Fuzzing 101 course atgh.io/fuzzing101.

Continuous fuzzing is not a magic solution that solves all your problems . Even projects that have been enrolled in OSS-Fuzz for years can still hide critical bugs, and the reason is almost always the same: someone needs to keep an eye on coverage, write new harnesses for the code that nobody is reaching, and triage the crashes that come out the other end. In other words, fuzzing still needs a human in the loop.

From Chatbots to Automated Assistants: Routines in Microsoft Foundry Are Now Generally Available

Thu, 24 Sep 2026 00:00:00 +0000

There’s been an important development in the Microsoft Foundry space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

Agents are rapidly evolving beyond chat. The first generation of agents waited for a person to send a message. Today, organizations want agents that can monitor work, respond to business events, and continue tasks over time. An agent might triage a newly opened GitHub issue, respond when a message appears in a Microsoft Teams channel, prepare a report every morning, or check back on a long-running process until it finishes.

Rendering huge pull requests in the GitHub Copilot app

Wed, 23 Sep 2026 00:00:00 +0000

What’s New

Broad refactors and migrations often have to land as one change.

Stacked pull requestsare a great way to split work into smaller changes, which makes reviews easier and helps teams ship with less risk. But some changes, like this one, can’t be split cleanly. That leaves you with a single pull request that can get very large, and the review conversation causes it to grow.

Should you read the code, is RAG dead, and did Skills kill MCP?

Fri, 18 Sep 2026 00:00:00 +0000

What’s New

Hot takes turn complicated topics into one confident sentence. That makes them great for engagement, but not necessarily for understanding.

At the surface level, they do not matter much. You agree, disagree, repost, argue for a few minutes, and move on. Sometimes the take is directionally right. Sometimes it is complete nonsense.

Migrating the GitHub Copilot runtime to Rust, using Copilot

Thu, 17 Sep 2026 00:00:00 +0000

What’s New

TheGitHub Copilot CLI,GitHub Copilot app, andGitHub Copilot SDKare all backed by the Copilot agent runtime, an agentic harness that can be embedded into applications and services. It was originally written in TypeScript on Node.js and the V8 JavaScript engine for what is now theGitHub Copilot cloud agent(CCA), and the runtime stayed on that stack as the runtime and its capabilities grew rapidly.

Introducing Foundry Dev Pack: One Command to Start Building on Microsoft Foundry

Tue, 15 Sep 2026 00:00:00 +0000

What’s New

Introducing Foundry Dev Pack: One Command to Start Building on Microsoft Foundry

Setting up your Microsoft Foundry environment just got a lot simpler. We launched Foundry Dev Pack to consolidate initial installation steps into a single setup process.

GitHub Copilot app for Beginners: Using the diff, terminal, and browser

Thu, 10 Sep 2026 00:00:00 +0000

What’s New

When an agent makes a change to your code, you want to review it, run it, and see what changed. Great news: now you can do all three without having to leave theGitHub Copilot app.

What’s new in Microsoft Foundry: July and August 2026

Wed, 09 Sep 2026 00:00:00 +0000

What’s New

Microsoft Foundry’s July and August 2026 updates make Hosted Agents, Voice Live integration, and Toolboxes generally available; expand Claude tools hosted on Azure; update Model Router’s regions and model pool; add Foundry Local capabilities; and advance the Python, JavaScript, Java, and .NET SDKs.

Project HydraFusion: Frontier quality via multi-model orchestration

Fri, 04 Sep 2026 00:00:00 +0000

What’s New

Providing developers the best model for the task at hand has always been our goal. Earlier this year, we made that easier by launchingAuto model selection,which reviews your task and matches it to the best-suited model for that task.

GitHub Copilot app for Beginners: Run several agents at once

Thu, 03 Sep 2026 00:00:00 +0000

What’s New

Running multiple AI agents on the same project seems like pure chaos, with too many cooks in your development kitchen. But with theGitHub Copilot app, these agents work separately and don’t interfere with each other, allowing you to get more done in less time.

Decoding the new AI lingo: Loops, harnesses, squads, hill climbing… oh my!

Wed, 02 Sep 2026 00:00:00 +0000

What’s New

It might be overwhelming to see all of the new vocabulary popping up in software development these days thanks to AI tools introducing them… all the time.

Some of this new vocab describes useful patterns that people are newly pursuing, others are just fancy names on top of things that already exist, and some are still actively being defined as we speak.

How we make AI coding more cost efficient without sacrificing task quality

Wed, 02 Sep 2026 00:00:00 +0000

What’s New

Output quality is important when working with AI coding agents, but true efficiency comes from getting work done quickly, efficiently, and with the right context.

That’s why token count of individual interactions alone isn’t a meaningful measure of efficiency. The goal shouldn’t be to use fewer tokens, but to tap into the right amount of context to move a task forward. A concise tool response can sometimes require additional calls or work if it leaves out information the agent needs, ultimately making the task slower and more expensive.

Power Azure SRE Agent with the tools it needs

Mon, 31 Aug 2026 00:00:00 +0000

What’s New

This blog post shows how to expand the capabilities of Azure SRE Agent by giving it access to MCP servers hosted on Azure Connector Namespace. Connector Namespace is a managed MCP hosting platform that removes the operational and management overhead of self-hosting MCP servers. It entered public preview at Microsoft Build in June, with general availability estimated for the end of 2026.

How to evaluate LLMs before production

Tue, 25 Aug 2026 00:00:00 +0000

There’s been an important development in the Cloud & AI space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

A language model can perform well on a clean benchmark and still struggle with the cases that matter in production.

Benchmarks and curated datasets are useful when prototyping an LLM-based system. They help teams compare models, test an initial prompt, and determine whether an idea is technically plausible.

GitHub Copilot app for Beginners: Managing your work

Wed, 19 Aug 2026 00:00:00 +0000

What’s New

This is the third post in our GitHub Copilot app for Beginners series. If you’re just joining us, check out,GitHub Copilot app for beginners: Getting started, where we introduced the app and how it helps you work across multiple agent sessions. Our second post goes deeper on working within a session. Here, we’ll look at how to keep all of the requests and work being done on a project organized in one place.

How to bring your software delivery workflow into GitHub with agent apps

Fri, 14 Aug 2026 00:00:00 +0000

What’s New

How many tabs do you have open alongside your pull request?

Imagine picking up a new issue in your product’s free-trial onboarding flow: make the “invite your teammates” step optional. Support keeps flagging the step as a friction point as signups increase. Quick win, right?

What 50 open source projects taught us about security in the AI era

Thu, 13 Aug 2026 00:00:00 +0000

What’s New

AI is changing the pace of open source development and the security challenges that come with it. Maintainers are reviewing unfamiliar contributions, managing new attack surfaces, and responding to vulnerabilities with limited time and resources.

Write your first prompt with the GitHub Copilot app

Wed, 12 Aug 2026 00:00:00 +0000

What’s New

Opening a new AI tool can feel a little like staring at a blank page. You know you want help with something, but figuring out exactly what to ask can be its own task.

Using the GitHub Copilot SDK for Java

Mon, 10 Aug 2026 00:00:00 +0000

What’s New

Java developers no longer have to rely on Java framework-specific approaches to drive AI from their enterprise apps.

While it is true that Langchain4j empowered developers by disintermediating specific AI vendors, you still had a dependency on Langchain4j. And with Spring AI, well, of course you had a dependency on design choices made by Spring, if not on Spring itself.

A guide to slash commands in the GitHub Copilot app

Thu, 06 Aug 2026 00:00:00 +0000

What’s New

If you’ve used slash commands in the GitHub Copilot CLI, you already know how powerful a quick/can be. In the GitHub Copilot app, slash commands take that idea further, giving you shortcuts for managing sessions, navigating projects, and customizing your Copilot workflow.

How the GitHub legal team used Copilot CLI to streamline their workflows

Tue, 04 Aug 2026 00:00:00 +0000

What’s New

Whether you are just starting out or are not in a technical role at all, you likely already have the skills you need to build your own tools. If you have ever thought “I’m not technical enough to build that,” this post is for you.

Turn one giant AI-generated pull request to a reviewable stack

Tue, 04 Aug 2026 00:00:00 +0000

What’s New

Think about the last big feature you shipped. Be honest. Did you cram it into one giant pull request, or did you split it into smaller scoped pull requests? For years, you have silently had to decide between watching a pull request grow so large that reviewing it becomes a nightmare or breaking it into a chain of smaller pull requests that you have to babysit, sync by hand, and untangle conflicts every time a change is introduced below.

Stacked sessions and pull requests in the GitHub Copilot app

Thu, 30 Jul 2026 00:00:00 +0000

What’s New

I want you to look at this screenshot for a moment from theGitHub Copilot app. It’s a small one, it’s got a lot of icons, and it tells the most glorious story that I’m really excited about.

Disrupting supply chain attacks on npm and GitHub Actions

Tue, 28 Jul 2026 00:00:00 +0000

What’s New

In the past year, there’s been a pattern of supply chain attacks that target weaknesses in package repositories and CI/CD systems to quickly spread malware to hundreds of open source projects. This malware seeks to exfiltrate credentials both to broadly spread the attack, as well as for later exploitation.

GitHub Copilot app for Beginners: Getting started

Mon, 27 Jul 2026 00:00:00 +0000

What’s New

AI coding tools often begin with a chat window. While that works for quick questions or generating code, real software development rarely happens in a straight line. One minute you’re fixing a bug, the next you’re reviewing a pull request, digging into an unfamiliar part of the codebase, or exploring a new idea.

The harness is all you need (mostly)

Mon, 27 Jul 2026 00:00:00 +0000

What’s New

If you’re feeling overwhelmed by AI right now, you’re not alone.

Every day it seems there is a new tool, new MCP, new model, new skill, new workflow, new feature, new social post that is some form of “Hey look! I have completely figured out AI with this one weird prompt.”

Copilot vs. raw API access: What are you actually paying for?

Wed, 22 Jul 2026 00:00:00 +0000

What’s New

I keep seeing this question: “Why would I pay for GitHub Copilot when I can call the same models through an API?”

It’s a fair question. The answer depends on what work you need to own.

How to build interactive experiences with canvases

Tue, 21 Jul 2026 00:00:00 +0000

What’s New

Most developers are now working alongside agents, or are at least familiar with how to do so. Agents help you explore ideas and turn them into action, from planning projects to automating workflows. Oftentimes, a conversation is all you need to move your work forward.

Better tools made Copilot code review worse. Here’s how we actually improved it.

Fri, 10 Jul 2026 00:00:00 +0000

What’s New

Give an agent better tools and it should do better work. That’s the instinct, anyway.

When you open a pull request, Copilot code review reads the diff and explores the surrounding code to find the problems that matter before they ship. To do that, it used its own code exploration tools. So when we swapped in the better-maintained, shared tools that power the Copilot CLI,grep,glob, andview, we expected a clean upgrade.

Automating cross-repo documentation with GitHub Agentic Workflows

Wed, 08 Jul 2026 00:00:00 +0000

There’s been an important development in the AI Agents space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

“Where are the docs?” It’s a question nobody on a product team enjoys answering. The honest reply is usually some variant of “behind.” A writer is staring at a closed pull request, trying to reverse-engineer what changed. The pull request’s author has already moved on. By the time the doc actually publishes, the feature has shipped, sometimes more than once.

How GitHub Copilot enables zero DNS configuration for GitHub Pages

Wed, 08 Jul 2026 00:00:00 +0000

What’s New

Custom domains make a project feel real. But for many developers, DNS, the last mile, is also the most frustrating: A records, CNAME entries, TTLs, and that long wait where you’re never quite sure if the internet is broken or you are.

What’s New in Microsoft Foundry | June 2026

Tue, 07 Jul 2026 00:00:00 +0000

What’s New

Here’s what shipped in Microsoft Foundry in June 2026 — Claude reached general availability, Foundry agents started publishing straight into Microsoft 365 Copilot and Teams, and Toolboxes, Routines, and Memory all got meaningfully more capable.

Evaluating performance and efficiency of the GitHub Copilot agentic harness across models and tasks

Thu, 25 Jun 2026 00:00:00 +0000

What’s New

While the model provides the raw intelligence, the harness shapes how effectively that intelligence is applied. The GitHub Copilot agentic harness is a single shared component of theGitHub Copilot SDK, which powers theGitHub Copilot CLI,GitHub Copilot app, andCopilot code review, along with a wide variety of experiences across GitHub and Microsoft. Improve the harness, and every surface benefits.

GitHub joins coalition advocating for fixes to California AI Transparency Act to protect open source

Tue, 23 Jun 2026 00:00:00 +0000

What’s New

GitHub has joined an open source coalition of Black Forest Labs, Hugging Face, and Mozilla Corporation calling for targeted amendments to California’s AI Transparency Act (SB 942, as proposed to be amended inSB 1000).Read the full letter here.

How we built an internal data analytics agent

Fri, 19 Jun 2026 00:00:00 +0000

What’s New

Large data and analytics organizations often struggle to make access to data and insights truly self-serve. The industry tried to solve this problem, quite unsuccessfully, for decades, but now AI is giving us a credible way to do just that.

Getting more from each token: How Copilot improves context handling and model routing

Wed, 17 Jun 2026 00:00:00 +0000

What’s New

As Copilot takes on more agentic work, from planning and editing to debugging, reviewing, and calling tools across longer sessions, efficiency means more than using fewer tokens. It means being smarter about how you use them.

Accelerating researchers and developers building multilingual AI with a new open dataset

Mon, 15 Jun 2026 00:00:00 +0000

What’s New

Software may be written in programming languages, but human language is at the heart of developer collaboration. Developers explain how projects work in READMEs. They ask for help in issues. They review, debate, and improve code in pull requests. That collaboration often happens in English—but not always. As AI becomes a bigger part of how developers build software, multilingual developer content matters more than ever.

GitHub Copilot CLI for Beginners: Overview of common slash commands

Mon, 15 Jun 2026 00:00:00 +0000

What’s New

Welcome back to GitHub Copilot CLI for Beginners! In this series (available invideoandblogformat), we’ll give you everything you need to get started usingGitHub Copilot CLI. So far in this series, we’ve coveredhow to get startedandwhen to use interactive and non-interactive modes. In this edition, we’ll learn what slash commands are, why they matter, and how to use slash commands to control GitHub Copilot efficiently. You can complete tasks like switching models, checking token usage, and resuming past sessions right from your terminal.

How we made GitHub Copilot CLI more selective about delegation

Fri, 12 Jun 2026 00:00:00 +0000

What’s New

In agentic systems, more delegation isn’t always better. Imagine asking Copilot CLI to make a simple change. Instead of handling it directly, it spins up a helper agent that searches the repository, waits on a result, and stalls. Work that should have taken one step now takes three. While some tasks genuinely benefit from a specialist subagent—like exploring an unfamiliar repository, checking an independent area of the code, or running a long command while the main agent keeps moving—delegation isn’t free. Every handoff adds coordination overhead, tool calls, and wait time. If an agent delegates too eagerly, the “help” can become friction.

Making secret scanning more trustworthy: Reducing false positives at scale

Thu, 11 Jun 2026 00:00:00 +0000

What’s New

Secret scanning plays a critical role in protecting developers and organizations. It helps catch exposed credentials early and prevents small mistakes from turning into real incidents.

At GitHub’s scale, even small inefficiencies create real friction. Too many false positives make alerts harder to trust.

Give GitHub Copilot CLI real code intelligence with language servers

Wed, 10 Jun 2026 00:00:00 +0000

What’s New

Ever watched GitHub Copilot CLI extract a JAR file to a temporary directory, grep through.classfiles, and piece together an API signature from raw bytecode? The agent is resourceful, but without a language server, that’s the best it can do.

From one-off prompts to workflows: How to use custom agents in GitHub Copilot CLI

Tue, 09 Jun 2026 00:00:00 +0000

What’s New

Developers work across many surfaces like the CLI, IDE, and GitHub. The terminal is often where they turn to move fast, automate tasks, or work directly with systems and scripts.

Accelerate Edge AI Development with Foundry Local

Thu, 04 Jun 2026 00:00:00 +0000

What’s New

AI is no longer confined to cloud experiments. Developers are increasingly expected to deliver AI inside apps, devices, and edge systems where responsiveness, privacy, resilience, and local control are essential. But building those experiences for production is still difficult.

Build and run agents at scale with Microsoft Foundry at Build 2026

Tue, 02 Jun 2026 00:00:00 +0000

What’s New

Developers are already building agents, and the early productivity gains speak for themselves. Thanks to coding agents like GitHub Copilot, standing up a working prototype is the easy part.

GitHub Copilot app: The agent-native desktop experience

Tue, 02 Jun 2026 00:00:00 +0000

What’s New

Mario Rodriguez leads the GitHub Product team as Chief Product Officer. His core identity is being a learner and his passion is creating developer tools—so much so that he has spent the last 20 years living that mission in leadership roles across Microsoft and GitHub. Mario most recently oversaw GitHub’s AI strategy and the GitHub Copilot product line, launching and growing Copilot across thousands of organizations and millions of users. Mario spends time outside of GitHub with his wife and two daughters. He also co-chairs and founded a charter school in an effort to progress education in rural regions of the United States.

Introducing azure-functions-skills: An AI-Era Workspace for Azure Functions (Preview)

Tue, 02 Jun 2026 00:00:00 +0000

What’s New

Today we’re announcingazure-functions-skillsinpublic preview: a one-command way to give your favorite coding agent (GitHub Copilot CLI, Claude Code, Codex CLI, VS Code) the skills, agent definition, MCP servers, hooks, and instructions it needs to shipsecure-by-default, scale-readyAzure Functions — end-to-end.

What’s new in Microsoft Foundry | Build Edition

Tue, 02 Jun 2026 00:00:00 +0000

What’s New

TL;DR

At Build 2026, Microsoft Foundry added more of the platform pieces developers need for production agents: runtime, tools, memory, grounding, models, observability, and governance. This recap highlights what shipped, what is in preview, and where to start.

What’s new in Microsoft Foundry | May 2026

Sun, 31 May 2026 00:00:00 +0000

There’s been an important development in the Azure OpenAI & GPT Models space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

TL;DR

Trace-based evaluation for external and hosted agents:Grade real production traces from Foundry, GCP, AWS, or any framework — no hand-curated datasets required.
Grok 4.3:xAI’s latest model lands in Foundry for advanced agentic and domain-specific workloads.
DeepSeek V4:DeepSeek’s newest model family expands open-model choice in the catalog.
Fireworks AI — May update:DeepSeek V4 Pro and Kimi 2.6 arrive via Fireworks for high-performance open-model inference.

GitHub recognized as a Leader in the Gartner® Magic Quadrant™ for Enterprise AI Coding Agents for the third year in a row

Fri, 22 May 2026 00:00:00 +0000

What’s New

How to run evals for the model router

Tue, 19 May 2026 00:00:00 +0000

What’s New

One endpoint. Smarter spend. Model router in Foundry Models picks the optimal LLM for every prompt in real time based on signals like complexity, reasoning, and task type. Now with access to 28 frontier models, the model router makes model selection easier for developers and reduces manual overhead. This article walks you through how to run evaluations using a new open-source GitHub repo designed explicitly for the model router.Access the Eval Repo on GitHub

Take your local GitHub sessions anywhere

Mon, 18 May 2026 00:00:00 +0000

What’s New

The best GitHub Copilot workflows don’t happen one–thing–at–a time. You might have an agent refactoring a module in VS Code, another debugging tests in the CLI, and a third scaffolding a new feature in the background.

Governance at the Speed of Agents: Microsoft Agent Framework and Agent Governance Toolkit, Better Together

Thu, 14 May 2026 00:00:00 +0000

What’s New

Building powerful AI agents is only half the story, running them safely in production is the real challenge. As customers adopt Microsoft Agent Framework for agent orchestration, a clear need has emerged for robust, built-in governance. In this post, Imran Siddique from the AGT team walks through how Agent Governance Toolkit pairs with Agent Framework to enforce policy at runtime, govern agent actions, and provide end-to-end auditability. Turning agentic systems into production-ready platforms.

Foundry Local 1.1: Live Transcription, Embeddings, and Responses API

Tue, 12 May 2026 00:00:00 +0000

There’s been an important development in the RAG (Retrieval Augmented Generation) space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

Today we’re announcing the1.1.0 release of Foundry Local— Microsoft’s cross-platform local AI solution that lets developers bringAI directly into their applicationswith no cloud dependency, no network latency, and no per-token costs.

What’s new in Microsoft Foundry | April 2026

Tue, 12 May 2026 00:00:00 +0000

What’s New

TL;DR

Foundry Local (generally available, GA):Local model inference is production-ready on Windows, macOS on Apple Silicon, and Linux x64.
GPT-5.5:The latest GPT-5 family model is available in Microsoft Foundry, with default quota for Tier 5 and Tier 6 subscriptions.
Microsoft Agent Framework tracing (Preview):Agent Framework agents can emit OpenTelemetry traces into Foundry for debugging and production observability.
Hosted-agent tracing (Preview):Hosted-agent sessions, tool calls, and run steps can now surface in Foundry traces.

From Local to Production: The Complete Developer Journey for Building, Composing, and Deploying AI Agents

Wed, 22 Apr 2026 00:00:00 +0000

What’s New

When we launchedMicrosoft Agent Frameworklast October, we made a promise: building production-grade AI agents should feel as natural and structured as building any other software.

Today, we’re delivering on that promise — with thev1.0 release of Microsoft Agent Frameworkand thegeneral availability ofFoundry Toolkitfor Visual Studio Code(formerly AI Toolkit for VS Code), new capabilities inmemory(preview) in Foundry Agent Service,Toolbox in Foundry(preview) to give your agents the right tools, a faster and more securehostedagentsexperience in Foundry Agent Service (preview), andObservability in Foundry Control Planereaching full GA on core capabilities including end-to-end tracing now in place.

Introducing the new hosted agents in Foundry Agent Service: secure, scalable compute built for agents

Wed, 22 Apr 2026 00:00:00 +0000

What’s New

Agents are already transforming how developers solve problems. Whether it’s a coding agent that refactors your repo overnight, a research agent that synthesizes hundreds of documents into a brief, or an ops agent that monitors and remediates infrastructure — the pattern is clear. Developers are building agents that don’t just answer questions, they go do things.

Introducing Toolboxes in Foundry

Wed, 22 Apr 2026 00:00:00 +0000

What’s New

Available in Public Preview Today

Toolbox is a new way tocurate, configure, and reusetools across all of your AI agents without rewiring them every time from Foundry.

Today, teams build agents across different frameworks and runtimes. Each agent often wires tools directly, with its own authentication, credentials, and integration code. As organizations scale agent usage, this leads to duplicated work, inconsistent behavior, and fragile production deployments.