Dice Question Streamline Icon: https://streamlinehq.com

User-friendly Workflow Specification Tools for VAILabs

Develop user-friendly tools for specifying VAILabs workflows that enable researchers to define, edit, and visualize modular pipelines with minimal technical burden while preserving reproducibility and transparency.

Information Square Streamline Icon: https://streamlinehq.com

Background

VAILabs relies on an XML-based workflow description to orchestrate experiments, aiming to be accessible to both programmers and non-programmers. However, the authors acknowledge that designing effective user interfaces and tools for specifying complex workflows is a concrete unresolved difficulty in the community.

Addressing this challenge is essential for broad adoption across domains, reducing barriers to digitizing laboratory processes and enabling consistent, adaptive experimentation with human-in-the-loop control.

References

The framework exposes many of the concrete difficulties that remain unsolved in the community, such as designing user-friendly tools for specifying workflows and ensuring semantic compatibility across modules.

Virtual Laboratories: Domain-agnostic workflows for research (2507.06271 - Sevilla-Salcedo et al., 8 Jul 2025) in Section 5 (Discussion)