Essays and field notes on Foundation AI platform engineering, distributed data systems, and the unglamorous middle of shipping software.
Featured / September 3, 2026
The Unseen Hero Behind Fast and Efficient LLM Inference When you ask an AI to generate text, there’s a lot happening behind the scenes. One of the most critical optimizations that keeps modern language models running fast is something called KV caching. But here’s the puzzle: why do we cache K and V vectors, but never […]
Foundation AI
Amogh Babu K A
Author
August 28, 2026
Foundation AI models have become transformative technologies in enterprise environments. However, moving from research or proof-of-concept to production-scale deployments introduces significant complexity. Organizations must navigate infrastructure challenges, governance requirements, cost optimization, and security concerns while ensuring reliability and performance. This blog post explores the key considerations and strategies for successfully shipping foundation AI systems at […]
Foundation AI
Amogh Babu K A
Author