Case study: Laboratories & science
Versioned local runs keep governed data, code, runtime, results and review state connected.
System
Researchers in the laboratory programme needed Python, notebooks, machine-learning models and graphics-processor workloads for confidential measurement data that had to remain on local infrastructure. A conventional shared server would create dependency conflicts, uncontrolled resource use and result files whose input dataset, code, runtime and model versions could not be reconstructed.
A control plane recorded the user, project, governed measurement inputs, code version, runtime and resource limits for each request. Isolated workers executed the CPU or GPU job locally; immutable artifacts and results were then validated and published as separate Analysis records linked back to their exact inputs.
Advanced analysis, without moving governed data.
Use the controls below to inspect the key stages, constraints and validation decisions in that process.
Recorded run · select any stage to inspect its evidence.
REVIEW READY
Three batches excluded from training met the approved error criterion.
| Observation | Batch | Measured | Predicted | Residual |
|---|---|---|---|---|
| OBS-01 | B-10 | 94.0 nm | 93.0 nm | -1.0 nm |
| OBS-02 | B-10 | 101.0 nm | 101.6 nm | 0.6 nm |
| OBS-03 | B-10 | 108.0 nm | 106.9 nm | -1.1 nm |
| OBS-04 | B-10 | 116.0 nm | 116.7 nm | 0.7 nm |
| OBS-05 | B-10 | 121.0 nm | 120.5 nm | -0.5 nm |
| OBS-06 | B-10 | 127.0 nm | 127.8 nm | 0.8 nm |
| OBS-07 | B-11 | 130.0 nm | 131.2 nm | 1.2 nm |
| OBS-08 | B-11 | 138.0 nm | 137.1 nm | -0.9 nm |
| OBS-09 | B-11 | 142.0 nm | 142.4 nm | 0.4 nm |
| OBS-10 | B-11 | 148.0 nm | 149.0 nm | 1.0 nm |
| OBS-11 | B-11 | 151.0 nm | 150.3 nm | -0.7 nm |
| OBS-12 | B-11 | 158.0 nm | 158.8 nm | 0.8 nm |
| OBS-13 | B-12 | 164.0 nm | 162.7 nm | -1.3 nm |
| OBS-14 | B-12 | 167.0 nm | 167.5 nm | 0.5 nm |
| OBS-15 | B-12 | 173.0 nm | 173.9 nm | 0.9 nm |
| OBS-16 | B-12 | 179.0 nm | 178.4 nm | -0.6 nm |
| OBS-17 | B-12 | 184.0 nm | 185.1 nm | 1.1 nm |
| OBS-18 | B-12 | 190.0 nm | 189.2 nm | -0.8 nm |
Automated checks passed. Human review is still required.
Evidence retained: Each run retained its governed inputs, code version, runtime, resource request, artifacts and review state.
Have a similar operating problem? Share the environment, constraint and result you need. We can discuss the engineering path without exposing confidential details.