Simpler data API
The data handling API has been simplified with improved validation, making it easier to upload and work with experimental data. Custom fields are now supported via an additional data column, so you can attach arbitrary metadata to your measurements.Find out more →Large payloads moved to storage
Large JSON payloads (such as simulation solutions and pipeline results) have been migrated from the database to object storage. This significantly improves page load times and reduces memory pressure when working with large datasets.Sobol sensitivity analysis
The pipeline now supports Sobol-based sensitivity analysis, enabling global sensitivity studies that quantify how each parameter contributes to output variance — including second-order interaction effects.Studio
Studio
Improvements
- Pipeline data format updated to use dictionaries instead of lists for elements, improving consistency with the pipeline API.
- Metadata handling improvements across the data layer.
- Pipeline elements now store cumulative parameters, reducing memory usage by eliminating duplicated parameter values.
- Optimization v2 refactored to use the DataFit engine for a more consistent workflow.
- Old datafit and validation jobs migrated to the new request format.
- Fixed a bug where initial conditions that violate events caused errors.
- Fixed user permissions at the organization level.
- Fixed a frontend race condition when navigating between projects.
Pipeline
Pipeline
Improvements
- Reverse parser now supports additional capabilities with updated key names.
- ECM and lumped models are now compatible with the pipeline.
- Interpolant numerical stability improved using smooth-step functions.
- Optimiser architecture refactored with Pints optimisers supporting Ray and multiprocessing.
- Pipeline configuration now uses a dictionary format instead of a list.
- Fixed entry/create serialization issues.
- Fixed experiment reverse parser.
- Fixed a bug with non-parametric inputs to the MSMR objective.
- Improved interpolant error messages and numerical stability.