What does it take to keep an agent working after its process dies? Pi creator Mario Zechner and Earendil co-founder Armin Ronacher join KG to explain Pi Durable: explicit tasks, crash recovery, and the primitives for multiplayer agents. We also dig into why Pi added MCP and codemode, and why a harness that can rewrite itself still needs a clear goal.
Software factories are the next step after interactive coding agents. Warp founder and CEO Zach Lloyd covers what a cloud software factory is, why it should be treated as open infrastructure defined in code, and how "factory engineering" helps your agents improve over time.
0:00 Intro 2:48 Why interactive agents fall short 3:35 What's a software factory? 7:55 Factory engineering 8:48 Warp Factories demo 14:10 Scoring and self-improvement 18:01 Benchmarks 21:43 The factory stack
Learn how to go from an open GitHub issue to a pull request using GitHub Copilot inside JetBrains IntelliJ. In this walkthrough, we install the plugin and walk through an end-to-end workflow. Watch how you can use all your favorite GitHub Copilot features in IntelliJ. Visit https://gh.io/copilotinjetbrains to install the plugin and start building today.
— CHAPTERS —
00:00 Introduction 00:29 Installing Copilot in IntelliJ IDEA and finding issues 01:11 Planning the solution with plan mode 02:35 Exploring Copilot agent harness & models 03:23 Copilot implements accessibility fix 04:32 Reviewing changes with Ask mode 05:05 Validating accessibility with voiceover 05:57 Creating pull request & conclusion
#GitHubCopilot #IntelliJ #JetBrains
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Imagine hiring a brilliant new graduate for your office team in Kolkata or Bengaluru. Even if that person scored top marks in college, they cannot help you on their first morning because they do not know your clients, your team rules, where you store project files, or how your company calculates monthly targets.
Artificial intelligence tools face this exact same problem inside most companies today. Microsoft built the Microsoft IQ stack to act as an instant company brain for AI assistants. In this plain-English guide for absolute beginners, we explain what Microsoft IQ is, how its four parts work together, and why it makes workplace AI genuinely helpful.
Microsoft IQ Stack for Beginners: How Work IQ, Fabric IQ, Foundry IQ, and Web IQ act as a shared company brain for your workplace AI assistants.
The Shared Company Brain: Microsoft IQ is not a new chatbot; it is the background knowledge layer that teaches Microsoft Copilot and AI agents how your specific company works.
Work IQ (Your Daily Coworker): Connects to Outlook, Teams, and Word to remember your projects, teammates, and work preferences across chats.
Fabric IQ (Your Business Calculator): Uses your company's official Power BI and Fabric definitions so AI never guesses or mixes up sales and finance numbers.
Foundry IQ (Your Office Librarian): Searches across company policies, PDFs, and SharePoint folders step by step to deliver accurate answers with sources.
Web IQ (Your Live News Feed): Pulls fresh, real-time articles and updates from the public internet using Microsoft Bing search technology.
What Is the Microsoft IQ Stack
When you use a public chatbot at home, you ask general questions like how to write an email or plan a family trip. However, when you sit at your office desk and ask an AI assistant why a client order is delayed, a basic chatbot gets stuck because it cannot see your emails, your sales spreadsheets, or your shipping policy.
First-time learners often assume that Microsoft IQ is a brand-new chatbot or another language model. In reality, Microsoft IQ is not a chatbot at all—it is the shared company memory and rulebook that sits underneath Microsoft 365 Copilot and workplace AI agents.
Instead of forcing your IT team to teach every new AI tool about your company from scratch, Microsoft IQ connects all your existing workplace apps into one shared brain. Once you turn it on, every AI assistant in your office immediately understands how your business runs.
Work IQ Remembers How You and Your Team Collaborate
Work IQ is the first pillar of the stack, and it focuses on how you and your colleagues work every day. It connects to the apps you already open every morning, including Microsoft Outlook, Microsoft Teams, Word, and SharePoint.
Before Work IQ arrived, workplace AI suffered from short-term memory loss. The moment you closed a chat window, the assistant forgot who you were, which projects you managed, and how you liked your reports formatted.
Work IQ gives your AI assistant a reliable, transparent memory. It remembers your job role, your regular project teammates, and your past meeting discussions. Better yet, you remain in full control—you can open your settings anytime to see what Work IQ remembers about your work style and delete anything you want.
Fabric IQ Acts as Your Official Company Dictionary and Calculator
In almost every office, different teams use the same business words to mean slightly different things. Your sales team might count an Active Customer as anyone who signed a contract this year, while your accounts team only counts customers who paid an invoice this month.
When an AI assistant reads raw spreadsheets without guidance, these different definitions confuse it and cause wrong answers. Fabric IQ solves this problem by acting as your company dictionary and calculator.
It connects directly to Microsoft Fabric and Power BI dashboards where your company already tracks sales, inventory, and finance numbers. By sharing one official set of business definitions and rules, Fabric IQ ensures that when you ask for monthly revenue or stock levels, the AI gives you the exact same trusted number as your finance director.
Foundry IQ Works Like a Smart Librarian for Company Documents
Every company stores thousands of important documents across folders, including HR leave policies, product manuals, and client contracts. In our earlier Retrieval-Augmented Generation (RAG) guide for beginners, we explained how basic AI searches documents to find answers.
However, basic search often grabs only a single paragraph and misses important rules written on another page. Foundry IQ acts like a careful human librarian for your company files.
When you ask a tough question—such as comparing warranty rules across two different customer contracts—Foundry IQ breaks your question into smaller steps, checks multiple folders, double-checks its own work, and gives you a complete answer with clear page links. It also connects to custom business tools using the Model Context Protocol (MCP).
Web IQ Connects Your Assistant to Live Internet News
Sometimes your team needs fresh news from outside your company walls, such as today's fuel prices, weather alerts affecting a delivery truck, or a competitor's product launch. Web IQ is the fourth pillar of the stack, acting as your AI assistant's live window to the internet.
Powered by Microsoft Bing search technology, Web IQ fetches live articles, news updates, images, and videos in a fraction of a second. Combining internal files from Foundry IQ with live market updates from Web IQ helps you make smart decisions without switching between ten browser tabs.
How Microsoft IQ Keeps Private Office Files Safe
A common worry for beginners is whether connecting all this company knowledge means anyone can snoop on private salaries or confidential boardroom files. Microsoft IQ prevents data leaks by strictly following the exact file permissions your IT team already uses in Microsoft Entra and Microsoft Purview.
If an employee does not have permission to open a confidential payroll spreadsheet manually, the AI assistant will never show or mention that data to them either. Meanwhile, IT managers use a dashboard called Agent 365 to monitor every AI assistant and keep company data safe.
Microsoft IQ Stack: Helping workplace AI understand your team, your numbers, your documents, and the live web safely.
DAILY WORK HABITS
Work IQ
Real-World Analogy: A helpful colleague who knows your schedule and teammates.
Where It Looks: Outlook emails, Teams chats, calendars, and Word docs.
Best For: Remembering ongoing projects and your personal work preferences.
BUSINESS NUMBERS
Fabric IQ
Real-World Analogy: Your company accountant and official rulebook.
Where It Looks: Power BI dashboards, Microsoft Fabric, and sales databases.
Best For: Giving accurate sales, stock, and finance metrics without guessing.
COMPANY DOCUMENTS
Foundry IQ
Real-World Analogy: A thorough office librarian who checks every manual.
Where It Looks: SharePoint folders, HR policy PDFs, and company wikis.
Best For: Finding exact rules across long handbooks and contracts.
PUBLIC INTERNET
Web IQ
Real-World Analogy: A live news reporter watching the outside world.
Where It Looks: Public websites, breaking news, images, and videos via Bing.
Best For: Checking live market trends, weather disruptions, and industry news.
Frequently Asked Questions (FAQ)
What is the Microsoft IQ stack in simple words?
The Microsoft IQ stack is a shared knowledge system that connects your company's emails, spreadsheets, policy documents, and live web news so Microsoft Copilot and workplace AI assistants understand your business.
Is Microsoft IQ a separate app that I need to download?
No. You do not download Microsoft IQ as a standalone consumer app. It works quietly in the background inside Microsoft 365 Copilot, Microsoft Teams, Fabric, and custom company AI agents.
What are the four parts of the Microsoft IQ stack?
The four parts are Work IQ (for emails, meetings, and daily collaboration), Fabric IQ (for business numbers and Power BI dashboards), Foundry IQ (for searching company documents and handbooks), and Web IQ (for live internet news).
How does Work IQ help me during my normal workday?
Work IQ remembers your job role, your regular colleagues, and your ongoing projects so you do not have to repeat the same background details every time you start a new chat with Copilot.
Can I see and delete what Work IQ remembers about me?
Yes. Work IQ uses auditable memory, which means you can view the preferences and project details it has saved about you and delete any memory entry whenever you choose.
Why do companies need Fabric IQ if they already have Excel and Power BI?
Fabric IQ connects AI assistants directly to the official formulas and definitions inside your Power BI models, preventing the AI from guessing math formulas or giving conflicting sales numbers.
How is Foundry IQ better than normal document search?
Instead of matching a single keyword, Foundry IQ breaks complex questions into steps, searches across multiple folders in SharePoint and OneLake, checks if the information is complete, and summarizes the exact policy with links.
What does Web IQ do?
Web IQ connects workplace AI to fresh, real-world information from the public internet—including news articles, web pages, images, and videos—using Microsoft Bing search technology.
Will Microsoft IQ show my private files or salary details to other coworkers?
No. Microsoft IQ strictly obeys your company's existing file permissions and security labels. An AI assistant will only use information that the person asking the question is already allowed to open.
Do I need to know coding to use Microsoft IQ features?
No. Regular office employees benefit from Microsoft IQ automatically when chatting with Microsoft 365 Copilot, while power users can build custom helpers using simple point-and-click tools in Copilot Studio.
End Note
You do not need a computer science degree to understand why the Microsoft IQ stack matters. By bringing together Work IQ for your daily tasks, Fabric IQ for your business numbers, Foundry IQ for your company documents, and Web IQ for live internet news, Microsoft gives workplace AI the common sense it previously lacked.
This release includes significant changes specific to the Microsoft build of Go:
Adds a GODEBUG setting named ms_tlsmldsacert. Set it to 0 to omit ML-DSA certificate signature advertisements. ML-DSA cipher suites are not affected by this setting. This helps avoid connection resets from non-compliant TLS-inspecting middleboxes that reject ML-DSA in signature_algorithms_cert. The default value, 1, preserves upstream behavior. See the TLS settings documentation for more information.
Adds support for persistent Microsoft telemetry preferences through Go’s standard environment configuration, such as go env -w and the toolset’s installed go.env file. Telemetry is enabled by default, but distributions like Azure Linux can disable it by default by modifying go.env. See the Telemetry documentation for more information.
For more information about this release and the changes included, see the table below:
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