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Thoughts on development, design, and technology.

Setting Up CrewAI for a Software Development Pipeline

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.

9 min read
Upgrade Guide: Moving from FreeBSD 14.x to 15.0-RELEASE

Upgrade Guide: Moving from FreeBSD 14.x to 15.0-RELEASE

Upgrade from FreeBSD 14.x to 15.0-RELEASE with confidence. This guide walks you through preparation, upgrade methods, pkgbase considerations, and essential post-upgrade checks to ensure a smooth and reliable transition to FreeBSD’s newest release.

5 min read
FreeBSD 15.0 is Here — What’s New and What to Expect

FreeBSD 15.0 is Here — What’s New and What to Expect

FreeBSD 15.0 has arrived, bringing major updates including pkgbase, reproducible builds, enhanced security, and improved hardware support. Discover what’s new in this milestone release and what it means for users, developers, and modern deployments.

5 min read
FreeBSD’s Big Step: Building without root – and reproducibly

FreeBSD’s Big Step: Building without root – and reproducibly

FreeBSD now builds reproducibly and without root privileges—a major milestone for security, transparency, and developer accessibility. This advancement strengthens supply-chain trust, reduces build variance, and empowers contributors to create reliable FreeBSD releases safely and efficiently.

4 min read