The Kubernetes community's announcement of Ingress NGINX's retirement in March 2026 has created an urgent need for migration planning across thousands of production clusters. With no security patches, bug fixes, or updates coming after the final v1.15.1 release, organizations must act now to avoid running unmaintained software with escalating security risks. This isn't just about swapping one ingr
Building AI calling agents shouldn't require a commercial license or massive per-minute markups. If you are a Python developer, you should be able to spin up a sub-500ms latency voice agent on your own machine. Prerequisites Python 3.10+ A Twilio or Telnyx SIP Trunk LiveKit Credentials An OpenAI API Key First, clone the Siphon repository and install the requirements. pip install siphon-ai Next, c