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
CopyFail Linux Root, cPanel Auth Bypass, & Numeric Data Exfil Techniques Today's Highlights Critical Linux kernel vulnerability 'CopyFail' grants root access, demanding immediate patching. Additionally, a cPanel authentication bypass (CVE-2026-41940) requires high-fidelity checks, and novel numeric-only data exfiltration methods highlight the need for advanced defensive strategies. So