Why it exists
A character can drift between generated frames, and a rendering pipeline needs a way to surface weak output before it reaches the edit.
Portfolio / CASE STUDY
Public media automation prototype
Synthetic Avatar Pipeline.
A pipeline for producing synthetic character footage with local generation, visual similarity checks, and a human approval queue.
MY ROLE
Independent workflow and validation engineering
What I built
I built an orchestrated media pipeline with separate generation, visual checking, and review steps. Provider adapters let local and optional remote generation share the same workflow.
Project in view
Engineering decisions
Check identity against references
The face gate compares DINOv2 embeddings against references so identity consistency can be evaluated before output advances.
Make review a workflow step
The approval lock keeps concurrent review operations from claiming the same job. Tests cover lock and cleanup behavior.
Separate providers from orchestration
Generation providers sit behind adapters, leaving the workflow responsible for validation, routing, and review.
Capabilities in practice
- Computer vision validation
- Workflow orchestration
- Provider interfaces
- Concurrent job handling
Status & scope
Prototype for synthetic characters. The similarity check is a screening signal and the review step remains necessary.