Engagements
Engagements.
Clients are anonymised. Each engagement is described by its scope, its taxonomy, and the evidence it produces.
Industrial Vision System
In DeliveryEuropean device refurbishment operator
Vision-transformer-based computer vision for automated laptop quality assessment. A defect taxonomy derived from manufacturer warranty policy (Customer Induced Damage). PASS/FAIL classification with explicit confidence scoring, abstention threshold, and evidence capture.
Scope
- Vision-transformer-based quality grading across the defect taxonomy
- Policy-derived grading taxonomy (Customer Induced Damage)
- PASS/FAIL classification with calibrated confidence scoring
- Explicit abstention threshold — uncertain predictions refused
- Deterministic data pipeline with full version control
- Reproducible evaluation framework with evidence capture
Timeline
Scope definition
Taxonomy design
Pipeline build
Model training
Evaluation
Delivery
Stack:PyTorch 2.12 · CUDA 12.8 · Triton Inference Server