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Learn how to bring AI to Custom Tools and IDEs: Beyond Chatbots to Context-Aware Assistance - Mozilla Innovations
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In our latest video, we demonstrate how to build AI-powered, context-aware assistants that transform the way users interact with domain-specific tools and specialized IDEs. Moving beyond simple chatbot integrations, this video dives into essential techniques for crafting interactive AI that understands the unique context of tools like diagram editors, modeling environments, and custom IDEs.</p> <p data-block-key="d7o08">Based on practical demos and examples, you’ll learn how to design an AI that becomes a true partner in the workspace, fully integrated into the tool’s unique environment. Our approach uses the <a href="https://translate.google.com/website?sl=pl&tl=tr&hl=en-GB&u=https://eclipsesource.com/blogs/2024/10/07/introducing-theia-ai/">Theia AI</a> framework to showcase these capabilities, but the insights and methods shared can be applied across diverse platforms and technologies. Here’s a quick overview of what we cover:</p> <ul> <li><strong>Prompt Engineering:</strong> Discover how to guide AI responses with structured prompts tailored to your tool’s specific requirements. We’ll explore techniques like multi-stage prompting to ensure the AI understands and meets user expectations.</li> <li><strong>Context Awareness:</strong> See how to provide AI with vital context, from workspace states to documentation, using techniques such as Retrieval-Augmented Generation (RAG) to make answers precise and relevant.</li> <li><strong>Interactive Actions:</strong> Learn to turn AI into an active partner by setting up structured outputs and tool function calling, so users can execute commands and apply suggestions seamlessly within the tool.</li> </ul> <div class=""> <div class="mzp-c-video"><iframe allow="encrypted-media; fullscreen" allowfullscreen frameborder="0" src="https://www.youtube-nocookie.com/embed/w-w-74lVfYY" title="Integrating AI with Domain Specific Tools"></iframe> </div> </div> <p><br> In the video, we showcase these techniques in action with a custom diagram editor, offering solutions to common integration challenges and advanced strategies like context augmentation and automated application of LLM results. By the end, you’ll have a blueprint for kickstarting your own AI integration project, unlocking new efficiencies and keeping complete control over how AI interacts within your tools.</p> <p>If you want to create your own AI solution, please get in <a href="https://translate.google.com/website?sl=pl&tl=tr&hl=en-GB&u=https://eclipsesource.com/about/contact-us/">contact with us</a> and visit <a href="https://translate.google.com/website?sl=pl&tl=tr&hl=en-GB&u=https://eclipsesource.com/services/ai-in-tools-and-ides/">our website</a>!</p> </article> </div> <footer class="mzp-c-footer"> <div class="mzp-l-content"> <nav class="mzp-c-footer-primary"> <div class="mzp-c-footer-primary-logo"><a href="https://translate.google.com/website?sl=pl&tl=tr&hl=en-GB&u=https://www.mozilla.org/">Mozilla</a> </div> <div class="mzp-c-footer-sections"> <section class="mzp-c-footer-section"> <h5 class="mzp-c-footer-heading">Company</h5> <ul class="mzp-c-footer-list"> <li><a 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