Technical notes on operationalizing Generative AI, composable web platforms, event streaming architectures, and engineering leadership.
Why running LLMs in production services requires dynamic model routing, granular cost attribution, and schema-enforced validation rather than prompt tuning alone.
Practical lessons from migrating high-traffic consumer retail platforms to Contentful, Next.js, and containerized backends on Google Cloud Platform.
Architecting real-time contextual decisioning engines in telecom to evaluate subscriber network triggers and return Next Best Offers in sub-300ms windows.