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10 min

TypeSafe AI's Jev: The System One Model That Gives AI the Properties of Code

TypeSafe AI emerged from stealth on September 15, 2026 with Jev, its first System One model: structured state in, typed decisions with calibrated confidence out, no strings, no parsing. A developer look at why the launch went viral on Hacker News, how the API and SDKs work, the patterns that matter, and what it unlocks in code and business.

11 min

Beszel vs Dockhand: One Watches the Server, One Runs the Containers

Beszel and Dockhand keep showing up in the same conversation about lightweight self-hosted tools, so people assume they compete. They do not: Beszel is a monitoring hub with historical data and alerts, Dockhand is a Docker management UI. A sysadmin comparison of the two, the measured footprint of each, and how both stack up against the common alternatives: Netdata, Grafana plus Prometheus, Glances, Uptime Kuma, and Dozzle.

14 min

Argo CD vs Flux: The GitOps Comparison After You Actually Operate Them

A hands-on, sysadmin comparison of Argo CD and Flux after operating both: bootstrap flows, Helm models, SOPS and age secret handling, multi-cluster architecture, drift detection defaults, image automation, disaster recovery, UI and API surface, and the repo structures that make each one click. With real commands and the honest limits.