The Night Shift Strategy for Cloud Savings Your Non-Prod Environments Are Burning Money While You Sleep A typical engineering team works 8 to 10 hours per day, Monday through Friday. Their dev and staging environments run 24 hours per day, 7 days per week. That means non-production infrastructure sits completely idle for 128 hours every week while still generating charges. The Flexera
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