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Microsoft

From Human-Driven to AI-Enhanced - The Evolution of Stack Overflow

Microsoft via YouTube

Overview

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Explore the evolution of Stack Overflow's enterprise knowledge platform in this 18-minute conference session from Microsoft Ignite 2025. Discover how Stack Overflow Internal represents the next generation of enterprise knowledge management, building upon Stack Overflow for Teams to deliver trusted solutions for technologists and power the intelligence layer of enterprise AI. Learn about reducing cognitive load while empowering creativity through AI-assisted knowledge curation and interaction systems. Examine the implementation of internal communities for knowledge sharing and understand how AI-driven transformation converts documents into Q&A formats with confidence scoring mechanisms. Investigate human-in-the-loop validation processes and content scoring customization features that ensure knowledge quality. Understand the introduction of MCP (Model Context Protocol) as a bi-directional system for sharing and receiving knowledge across enterprise environments. Gain insights into how Stack Internal functions as a comprehensive knowledge intelligence toolkit designed to enhance organizational learning and decision-making processes. Speaker Peter O'Connor guides you through these technological advancements and their practical applications in modern enterprise environments.

Syllabus

0:00 - Welcome and Introduction to Microsoft Ignite 2025
00:05:23 - Reducing Cognitive Load and Empowering Creativity
00:07:30 - AI-Assisted Knowledge Curation and Interaction
00:09:48 - Introduction to internal communities and knowledge sharing
00:11:38 - AI-driven transformation of documents into Q&A with confidence scoring
00:12:00 - Human-in-the-loop validation and content scoring customization
00:14:39 - Introduction of MCP as a bi-directional system for sharing and receiving knowledge
00:16:49 - Positioning Stack Internal as a knowledge intelligence toolkit

Taught by

Microsoft Ignite

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