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
In Q3 2024, we replaced Docker Desktop with Podman 5 across 1000 developer laptops at a Fortune 500 fintech firm. The result: a 72% reduction in container escape vulnerabilities, 40% faster local build times, and $1.2M annual savings in licensing and incident response costs. This is the unvarnished retrospective. Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML (83 points