Xiujun Ma — Software Engineer & Technical Writer
// engineer · operator

Hi, I'm Xiujun Ma

I build things and write about the hard parts.

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Feb 23, 2026v2026.02

Setting Up CrewAI for a Software Development Pipeline

I've been experimenting with multi-agent AI systems to automate parts of the software development workflow — not just "AI writes code," but a proper pipeline where specialized agents handle planning, coding, reviewing, and testing like a real dev team would. After trying a few frameworks, I settled on **CrewAI** as the fastest way to get a working software development pipeline up and running. Here's exactly how to set it up.

ai · 9 min read
// about

Software engineer with 20+ years shipping web applications — from early-stage products to enterprise systems. I care about performance, reliability, and code that holds up under pressure.

This site is where I document what I build, what I learn, and what actually works in production. No fluff, just the real stuff.

reactnext.jstypescriptnode.jsjavascriptjavakotlinfreebsdnginxseoweb performancetechnical writing
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Open to interesting conversations about systems, AI infra, and building reliable software on unglamorous hardware.

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© 2026 Xiujun Ma

build v2026.06.18·commit 5d4589e·pg · freebsd 15