Sole architect and lead engineer.
Muhammad Hamza
Sole architect and lead engineer. Designed the full system: a custom PDF extraction pipeline parsing rate tables and benefit classifications, an AI ranking model scoring plans side-by-side, and an RFQ comparison engine. Made all infrastructure decisions ā executed a full production migration from AWS EC2 to a Mailcow VPS under a live client deadline, resolving PostgreSQL and MongoDB compatibility issues in production.
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Posted Apr 25, 2026
Sole architect and lead engineer. Designed the full system: a custom PDF extraction pipeline parsing rate tables and benefit classifications, an AI ranking m...
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Jan 7, 2026 - Mar 25, 2026
