Local Model Curator — Scaffold Workflow¶
Description: Generate new artifact from scratch
When to Use¶
Use the scaffold workflow when you need to generate new artifact from scratch.
Input Requirements¶
- Model registries and hub catalogs (Hugging Face, ONNX Model Zoo, TF Hub)
- Model cards with performance benchmarks and resource profiles
- Device capability profiles (CPU, GPU, NPU, memory, storage constraints)
- Privacy and data residency requirements for on-device processing
Process¶
- Initialize — Set up the scaffold context for Local Model Curator
- Execute — Perform the scaffold operation following Local Model Curator's style
- Validate — Check output against quality gates
- Handoff — Deliver results to downstream personas
Output¶
- Local model registry with resource profiles and performance benchmarks
- Model comparison matrices for deployment scenario selection
- Privacy suitability assessments for on-device processing
- Model provenance and licensing verification reports
Quality Gates¶
- All cataloged models must have documented resource requirements (RAM, compute, storage)
- Performance benchmarks must be conducted on representative target hardware
- Privacy characteristics must be evaluated for on-device data processing suitability
- Model provenance and licensing must be verified before catalog inclusion