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Linux Foundation

Building a Conversational Knowledge Base

Linux Foundation via YouTube

Overview

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Learn to build a specialized conversational AI assistant for software engineering projects in this 30-minute conference talk from the Linux Foundation's Open Source Summit. Explore the technical challenges of creating domain-specific knowledge bases that help developers write better, more maintainable code by providing instant access to complex protocols, RFCs, and project-specific information. Discover practical strategies for optimizing machine learning models with highly customized data, maintaining data freshness, and designing effective user experiences for developer tools. Gain insights from real-world implementation experiences, including what approaches work well and common pitfalls to avoid when building AI assistants for embedded projects and other specialized software domains. Access the complete codebase shared under Apache-2.0 license to implement similar solutions in your own development workflow.

Syllabus

Building a Conversational Knowledge Base - Kerim Satirli, Independent & Tu Nguyen, HashiCorp

Taught by

Linux Foundation

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