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
What two weeks of Moodle import errors taught me about right-sizing roles Two weeks of debugging. Every single failure was XML. Not the AI. XML! I build Python-based deployment pipelines for professional certification programs delivered on Moodle. Course content is authored by Team 1 — a group of AI agents working alongside a subject matter expert who stays in the loop as a human reviewer. Call