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Everyone's installing AI agents on Mac Minis. I tested one in isolation — the architectural framework for deployment the hype leaves out.

Amazon laid off Jason Dunn, architect of the AWS Community Builders program. The signal: community must prove production value, not engagement metrics.

Infosys deployed Devin AI globally. If you compete on technical execution as a DevOps engineer, you're now Legacy Labor — the blueprint to survive.

Anisoptera's Dragonfly platform proved specialized CV engineers are replaceable. The math ($150k vs $5k) and the blueprint to survive the shift.

AI adoption is easy. Proving productivity isn't. A Docker Captain's view on why AI impact is hard to measure—and how teams can finally prove real value.

How developers stay in control of AI in the Builders Era — using expert supervision, clean Git workflows, and GitKraken to keep speed, quality, and reliability.

A practical guide to Platform Engineering — build internal developer platforms, golden paths, GitOps workflows, and scalable cloud foundations.

We deliberately broke an Exchange 2019 server to test Stellar Repair on a dirty-shutdown EDB file. The recovery process, lab setup, and lessons learned.