The problem
Market analysis products often present model output as certainty and hide the operational path that turns a prototype into a dependable product.
The approach
Build the interface around source evidence and uncertainty while treating staging infrastructure, persistence, and deployment permissions as part of the product.
My contribution
- Built the first MVP interface for the team workflow.
- Added secure AWS staging deployment with Supabase persistence.
- Resolved CloudFormation, ECR, Lambda memory, concurrency, and rollback issues across a sequence of reviewed pull requests.
What exists now
- A deployable staging path rather than a local-only demonstration.
- Nine merged pull requests spanning product UI and cloud infrastructure.