06Blog & field notes

Ideas, lessons, and the work behind the work

Building in public.
Learning out loud.

I write about the decisions, pressure, people, and lessons behind the products and communities I help build. No empty theory—just honest stories from doing the work.

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How We Built an AI-Powered Symptom Assessment Experience for Carebrij
AI Engineering6 min read

How We Built an AI-Powered Symptom Assessment Experience for Carebrij

Behind the LLM integration, patient-matching logic, and FastAPI services that help people reach the right care faster.

Four stories. Four turning points.

Field notes from the journey.

Original career highlights from my previous portfolio, now expanded with clearer context, practical lessons, measurable outcomes, and the complete image galleries.

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