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SS 1518 Update the Serve roadmap (#390)
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templates/portal/roadmap.html

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<div class="row">
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<div class="col">
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<h3>Current work</h3>
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<p>
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<ul>
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<li>
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<p>
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<b>Integration of MLFLow for ML experiment tracking</b>
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<b>Metadata and FAIR improvements</b>
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</p>
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<p>
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We will allow users of SciLifeLab Serve to launch their own instances of the platform <a
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href="https://mlflow.org/">MLFlow</a> that allows to keep track of models and artifacts in machine learning
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work. Users will be able to send data to their instance from anywhere where they are doing training or
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analyses.
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We will be collecting additional information about applications and models published on SciLifeLab Serve
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(such as list of authors and source of funding). We will also be registering Digital Object Identifiers
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(DOIs) to allow tracking of metadata and citation of applications and models.
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</p>
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<p>
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<i>Released Q1 2025</i>
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<i>Planned Q4 2025</i>
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</p>
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</li>
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<li>
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<p>
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<b>Support for model deployment with GPUs</b>
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<b>Improved web accessibility of the website</b>
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</p>
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<p>
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We will allow users to publish models with access to GPUs to run inferences. We will start with a few pilot
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projects before making it widely available. Get in touch with us if you are interested in being a pilot
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user.
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We will review and update our webpages to meet the
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<a href="https://www.w3.org/WAI/standards-guidelines/wcag/glance/"
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target="_blank"
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rel="noopener noreferrer">
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Web Content Accessibility Guidelines (WCAG) 2.2 <span class="sr-only">(opens in a new tab)</span>
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</a>
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</p>
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<p>
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<i>Planned Q2 2025</i>
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<i>Planned Q4 2025</i>
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</p>
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</li>
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</ul>
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</p>
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<h3>Near-term work</h3>
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<p>
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<ul>
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<li>
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<p>
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<b>Metadata and FAIR improvements</b>
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<b>Access to an API endpoint to interact with LLM(s)</b>
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</p>
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<p>
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We will be collecting additional information about applications and models published on SciLifeLab Serve
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(such as list of authors and source of funding). We will also be registering Digital Object Identifiers
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(DOIs) to allow tracking of metadata and citation of applications and models.
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We will provide an API endpoint for application developers that will allow their apps to interact with one
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or more LLMs. The apps will then need to be made available through SciLifeLab Serve.
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</p>
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<p>
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<i>Planned Q3 2025</i>
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<i>Planned Q1 2026</i>
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</p>
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</li>
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</ul>
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</p>
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<h3>Long-term work</h3>
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<p>
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<ul>
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<li>
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<p>
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<b>Improved web accessibility of the website</b>
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<b>Improved model-serving functionality</b>
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</p>
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<p>
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We will review and update our webpages to meet the Web Content Accessibility Guidelines (WCAG) 2.2.
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We will improve the user experience and useability of deploying and using machine learning models through SciLifeLab Serve.
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</p>
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<p>
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<i>Planned Q3 2025</i>
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<i>Planned 2026</i>
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</p>
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</li>
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<li>
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<p>
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<b>Access to an API endpoint to interact with LLM(s)</b>
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<b>LLM-empowered application creation</b>
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</p>
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<p>
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We will provide an API endpoint for application developers that will allow their apps to interact with one
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or more LLMs. The apps will then need to be made available through SciLifeLab Serve.
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We will integrate an interface allowing to build data science applications by interacting with an LLM
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through a chat interface. These applications can then be published on SciLifeLab Serve.
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</p>
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<p>
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<i>Planned Q3 2025</i>
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<i>Planned 2026</i>
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</p>
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</li>
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</ul>
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</p>
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<h3>Long-term work</h3>
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<h3>Past work</h3>
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<p>
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<ul>
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<li>
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<p>
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<b>LLM-empowered application creation</b>
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<b>Integration of MLFLow for ML experiment tracking</b>
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</p>
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<p>
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We will integrate an interface allowing to build data science applications by interacting with an LLM
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through a chat interface. These applications can then be published on SciLifeLab Serve.
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We will allow users of SciLifeLab Serve to launch their own instances of the platform <a href="https://mlflow.org/"
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target="_blank" rel="noopener noreferrer"> MLflow <span class="sr-only">(opens in a new tab)</span>
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</a> that allows to keep track of models and artifacts in machine learning
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work. Users will be able to send data to their instance from anywhere where they are doing training or
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analyses.
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</p>
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<p>
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<i>Planned Q4 2025</i>
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<i>Released Q1 2025</i>
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</p>
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</li>
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<li>
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<p>
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<b>Support for model deployment with GPUs</b>
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</p>
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<p>
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We will allow users to publish models with access to GPUs to run inferences. We will start with a few pilot
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projects before making it widely available. Get in touch with us if you are interested in being a pilot
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user.
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</p>
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<p>
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<i>Released Q2 2025</i>
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</p>
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</li>
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</ul>

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