The challenge
A market-focused application needed frontend and backend foundations, persistent data and a path to AI-assisted product experiences.
The work
Created a web application structure with Python backend services, database migrations and a container-based data environment. Saved project context also identifies product-aware assistant context as follow-up work.
What the project demonstrates
The records establish a development project, not a verified live trading service. This study makes no claim about trading performance, financial returns or production readiness.
Technology & expertise
Python · Web frontend · PostgreSQL · Redis
Where this approach fits
For product teams scoping data-rich applications with clearly separated prototype and production stages.
Have a similar challenge?
Start with a focused discovery or POC, scope production work when the evidence supports it, and add ongoing support as your needs grow.
Projects: US$1,000–$50,000. Support: US$500–$5,000/month. Each stage is scoped separately.
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