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"Are you eager to integrate AI assistance into your custom tools but don't know where to start? Join us for an insightful session that will jump-start your AI integration journey. This talk delves into the technical aspects of incorporating AI into custom tools and IDEs, going beyond simple chat integrations to achieve valuable, context-aware AI assistance.
We will explore how AI can profoundly impact your specialized tools, from code editors to graphical editors and modeling environments. With the right integration AI can understand and explain domain-specific concepts in your tool, suggest changes to your workspace, or even scaffold models based on natural language requirements. Using a practical example based on Eclipse GLSP for domain-specific diagram editors, we'll walk you through key technical considerations necessary for successful AI integration for domain-specific tools, providing you with the foundational steps to kickstart your own AI-assisted projects.
In this session, you'll learn about:
Effective Prompt Engineering: Learn to craft effective prompts to ensure AI understands the specific semantics of your custom tools. We'll discuss strategies like multi-stage prompting, agents, and more.
Context Awareness: Understand how to provide the necessary context and tool state to the AI for spot-on support, using different flavors of techniques like Retrieval-Augmented Generation (RAG), etc.
Interactive AI Capabilities: Incorporate techniques for enabling the AI to query and manipulate data within your tool, turning the AI into an active partner.
Throughout the talk, we'll tackle practical challenges and solutions, balancing quality and performance tailored to specific AI use cases. We'll discuss approaches for integrating domain-specific knowledge into AI systems, incorporating context and tool state, and more. Our demo integration with a diagram editor will serve as a template, demonstrating the incremental process of enhancing a tool with AI, from initial feasibility to fine-tuning and optimization.
By the end of this session, you'll have a clear starting point to integrate AI into your custom tools, armed with practical insights and techniques to unlock the potential of AI-assisted domain-specific tools and boost the efficiency of your users."