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‎_posts/2025-04-11-Data-Annotation-Course-Lab.MD

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Welcome to the practical lab session for our Data Annotation course. In this lab, we will explore and compare modern development environments, focusing on **Firebase Studio** within the Google Cloud Platform (GCP) ecosystem, and contrasting it with alternatives like **Visual Studio Code (VS Code) paired with GitHub Copilot**, and the AI-native editor **Cursor**.
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Our goal is to evaluate these tools for a specific **knowledge engineering project**: building a collaborative data visualization tool that maps connections across diverse domains like agriculture (soil/yield data), music (ambient tracks in film), and medical imaging (body/brain scans).
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TL;DR. VScode easily beats a remote service like Firebase Studio for a user, but this lab is really a meta-thing, ie it's really about understanding how Firebase Studio works under the hood, and how we would add in GitButler's approach and build [a gameified collaborative development environment](https://github.com/FARTSlive).
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Our goal is to evaluate these tools for a specific **knowledge engineering project**: building a **collaborative** data visualization tools that help users maps connections, ie annotations that represent comments, questions, suggestions, various hot takes, and other forms of connection/relationship etc, across diverse domains like agriculture (soil/yield data), music (ambient tracks in film), and medical imaging (body/brain scans).
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We will assess these environments based on:
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