AI-written code ships 1.7x more issues, 1.4x more critical bugs, and 1.75x more logic flaws than human code, yet now comprises 41% of all new commits.
Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses
Ditching Claude Opus for GLM 5.1 in OpenClaw at $18/mo
OpenClaw on a budget: Z.ai GLM 5.1 at $18/mo works best, MiniMax highspeed at $40 handles heavier loads. China-hosted models trade privacy for cost.
DIY smart doorbell for $25: skip Ring's $5/month subscription
Build a DIY video doorbell for under $25 with an ESP32-CAM and ESPHome. Local streaming, push snapshots, motion clips. No cloud, no subscription.
Monitor Linux servers: Prometheus and Grafana
Set up Prometheus, node_exporter, and Grafana to monitor 10+ Linux servers from a single Raspberry Pi 4. Scrape config, PromQL, and dashboards.
Thunderbolt 5 explained: what it means for Linux users
Thunderbolt 5 brings 80 Gbps, PCIe Gen 4 tunneling for eGPUs, and triple 4K@144Hz displays over USB-C. Linux kernel 6.12+ gives the smoothest run.
Track package deliveries in Home Assistant with 17TRACK and automations
Connect 17TRACK's 3,200+ shipping carriers to Home Assistant. Automate porch cameras, smart locks, and quiet-hours alerts as packages arrive.






