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Starts 8 June 2025 12:45
Ends 8 June 2025
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Leveraging Internal Knowledge: Building AiKA at Spotify
Discover how Spotify built AiKA, a RAG-based internal AI knowledge assistance platform that empowers developers with instant access to organizational knowledge, featuring flexible APIs for custom knowledge ingestion.
CNCF [Cloud Native Computing Foundation]
via YouTube
CNCF [Cloud Native Computing Foundation]
2544 Courses
26 minutes
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Overview
Discover how Spotify built AiKA, a RAG-based internal AI knowledge assistance platform that empowers developers with instant access to organizational knowledge, featuring flexible APIs for custom knowledge ingestion.
Syllabus
- Introduction to AiKA and RAG-based AI
- The Architecture of AiKA
- Knowledge Ingestion Strategies
- Optimizing Knowledge Retrieval
- Building Developer Empowerment Tools
- Challenges and Solutions in AI Knowledge Platforms
- Scaling and Expanding AiKA
- Case Studies and Applications at Spotify
- Hands-on Workshop
- Conclusion and Future Directions
Overview of AiKA: Purpose and Benefits
Introduction to Retrieval-Augmented Generation (RAG)
System Components and Design
Data Flow and Processing Pipelines
Flexible API Design for Custom Ingestion
Integrating with Organizational Databases and Repositories
Techniques for Efficient Indexing and Search
Ensuring Data Relevance and Accuracy
Creating Intuitive Interfaces for Knowledge Access
Use Cases for Developer Productivity
Addressing Data Privacy and Security Concerns
Real-world Problem-solving in AiKA Implementation
Strategies for Scalable System Architecture
Future Expansions and Enhancements
Recent Implementations and Impact
Lessons Learned and Best Practices
Building a Mini RAG-based Application
Custom Knowledge Ingestion Exercise
Recap and Student Q&A
Exploring AI Trends and Next Steps at Spotify
Subjects
Computer Science
