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
Under the Hood: How Argo Rollouts 1.8 Implements Canary Deployments with Kubernetes 1.33 and Prometheus 3.1 Canary deployments remain a gold standard for risk-free application rollouts, allowing teams to shift a small percentage of traffic to a new version before full cutover. Argo Rollouts 1.8, released alongside Kubernetes 1.33 and Prometheus 3.1, introduces critical under-the-hood optimizatio