
Workflow illustration of the existing research backend I redesigned and implemented alongside a frontend developer.

I redesigned and implemented Nordic Road's existing backend, working alongside a frontend developer and keeping the Python/AWS stack they were already using. Their AWS environment was already in place.
I rebuilt the report workflow so their custom standards were enforced through code, alongside the AI's instructions. I also redesigned how articles and other information came in and were processed.
Each article is scored against their custom factors. I built a traceable ledger that shows why an article received its score and preserves the supporting information so users can review the evidence and check the claims.
I use AI-assisted development to work through the implementation, keep changes within scope and check the results.
Nordic Road's public website.
0 likes · 2 views · Oct 21, 2026
Redesigned an existing Python/AWS backend with code-enforced reporting standards, custom article scoring and a traceable source ledger.