Novora
Novora executes the planned workflow with full provenance. Every run records its inputs, parameters, software versions, and environment, so any result can be reproduced exactly.
Inputs
- Executable specification from Nexora
- Validated dataset from Veraxa
- Execution environment selection
Outputs
- Analytical results with complete run provenance
- Reproducibility metadata (versions, seeds, environment)
- Results passed to Oris and Omnix
How the AI suggests, and where you decide
Novora executes only what the researcher approved in Nexora. Heavy-compute runs surface a pre-flight cost and timing estimate requiring explicit acknowledgement before they start.
Illustrative
Novora in practice
Citation grounding
Run provenance ties results back through Nexora's justified parameters to the original literature consensus, forming an unbroken evidential chain.
Downstream connections
For the technical reader
Technical details
- Nextflow primary execution engine; Snakemake alternative; CWL supported.
- Full provenance capture: software versions, random seeds, reference database versions, execution environment.
- Pre-flight cost transparency for GPU-enabled and large-scale runs.
Researchers, Clinical research, Pharma enterprise. The decision-support boundary is surfaced consistently: the platform suggests; the user decides.
Each capability is one link in the closed loop. See the whole chain end to end.