Career · Sep 2025 – present
Minh built an agentic pipeline that turns requirements into reviewed pull requests. Since go-live in October 2025 it has delivered 4+ major phases.
By Pham Do Nhat Minh · Full-Stack Developer, Amaris Consulting
Since September 2025 Minh has been a full-stack developer on Data Hub, a data integration and decision-support platform at a consumer finance firm. Alongside the ETL, workflows and portal, he set out to change how the software itself gets built.
The answer was an autonomous agentic development pipeline, built and run by Minh on the client’s internal AI harness as a verification loop. It turns the business analyst’s requirement documents into plans, then builds, validates, reviews, reports and opens pull requests for human review. A conductor runs 10+ agents in parallel, across several lanes, around the clock.
Every task is split the same way: what can be checked can be delegated, and what has to be judged is kept. That rule decides what goes into the pipeline and what lands on Minh’s desk.
“Spot the mundane work, then automate it, delegate it or build a tool for it.”
The same pipeline built a custom ETL in Go that streams 10+ billion records through concurrent goroutines, cutting a months-long load to about five hours.
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