Azure bills are frustrating because the waste is almost never obvious. It hides in places you forget to check. This post covers the most common sources of wasted Azure spend I've seen across multiple subscriptions — with the exact CLI commands to find them. When you delete a VM in Azure, the disks are not automatically deleted unless you explicitly checked the box at creation time. Most teams don'
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