The hunt, quantified

Customer-facing instincts plus working code; dbt certification not held.

NL-to-SQL over customer data is close to Atlas Notes retrieval; missing their dbt layer.

Vision-lab metrics work matches their dbt evaluation loop.

Fine-tuning record fits their model team; Ray pipeline is new territory.

Streaming and Kubernetes pipeline experience carries the data half of the role.

Customer-facing LLM deployments are exactly her Halespring + Ledgerlight profile; Go and Postgres cover their integration stack.