Julien turned curiosity into a shipped project through nGOT Giants' Development Sprint.
Like every Giant, Julien came in ready to build and left with a portfolio to show for it. Working within the AI / ML track, Julien moved from first principles to a working system — guided by the community's research → present → build culture.
Shipping a Medical-Literature RAG System
"Shipping a Medical-Literature RAG System" became Julien's defining project during the Development Sprint. It demanded the same rigor nGOT expects of every Giant: define the problem, build a working version, measure it honestly, and iterate until it holds up.
"nGOT gave me the room to work on something real, and a community that pushed me past 'good enough.'" — Julien Glory Manana
Julien continues to build within the nGOT Giants community, contributing to the AI / ML track and mentoring newer Giants coming up through the Development Sprint.









