Enhancing Custom IDEs with AI: Strategies, Use Cases, and Pitfalls - OCX 2024

Learn how to effectively integrate AI capabilities into custom Integrated Development Environments (IDEs) through this 31-minute conference talk from the Eclipse Foundation. Explore strategic approaches for implementing intelligent code generation, context-aware configuration suggestions, and natural language-driven workflows while addressing critical architectural challenges. Discover methods for selecting and prioritizing AI use cases based on feasibility, data availability, and cost-effectiveness. Master technical and UX considerations for seamless integration that enhances developer workflows. Compare public versus custom AI models to determine the best fit for specific needs. Gain practical insights into few-shot learning, fine-tuning, and training techniques for enhancing language models with domain-specific knowledge. Understand the business models and operational strategies required for sustainable AI integration that ensures long-term value and cost efficiency. Perfect for decision-makers and architects seeking to leverage AI's transformative potential in development tools while avoiding common pitfalls and implementation challenges.