AI Engineering — Embedded

How it's built

(1) Onboard — codebase and infra audit, quick-wins list. (2) Roadmap — AI opportunities ranked into a quarterly plan. (3) Build cycles — weekly shipping cadence with pairing and reviews. (4) Quality — eval coverage grows, cost dashboards live. (5) Compound — your team upskilled; capability stays in-house.

Core fundamentals

• ships in week one
• knowledge transfer is a deliverable
• evals and cost visibility left behind
• your team is stronger when the engagement ends

Build blueprint

Deliverables

• weekly shipped work
• AI roadmap
• eval + cost dashboards
• team playbooks

Stack

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