Minkwang Shin

I turn AI-built prototypes into software you can run in production.

A working demo is not a production system. Code written by AI often reaches users with open admin paths, secrets in the client, and no limit on what the model is allowed to do.

What I take on

• Find the parts of the generated code that become incidents once the product is public.
• Move it onto a deployment you can change, recover, and hand to someone else.
• Close the gaps in authentication, secret handling, and prompt injection.