Rahul Sharma is a senior manager of software engineering at Comcast, where he leads SRE and AI/ML engineering. He works on distributed systems, cloud-native architecture, and the ML models and AI agents his teams run in production. He writes beyond5nines.com — field notes on real production incidents, from investigation to fix.