# My Blogs


## Posts

- [Dell iDRAC Data Visualization with Elastic Search and Grafana](https://blogs.amoghbabuka.in/test-post/): iDRAC Data Visualization Setup See Dell iDRAC data visualized through Elasticsearch and Grafana.
- [Why KV Cache Stores K and V Vectors But Never Q?](https://blogs.amoghbabuka.in/why-kv-cache-stores-k-and-v-vectors-but-never-q/): 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 Q? Let’s dive deep into understanding this elegant engineering choice. Understanding the Attention Mechanism At the heart of every large language model lies the Attention mechanism. The formula is deceptively simple: Here’s what each component represents: To understand why caching works the way it does, we need […]
- [Shipping Foundation AI Systems at Enterprise Scale](https://blogs.amoghbabuka.in/shipping-foundation-ai-systems-at-enterprise-scale/): 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 enterprise scale. Understanding the Challenge Foundation models – large language models, vision models, and multimodal systems—promise tremendous value. Yet enterprises face a critical gap between experimental success and production viability. The journey from a working prototype to a robust, scalable system requires addressing multiple dimensions: Infrastructure […]

## Optional

- [Agent (MCP protocol)](websites-agents.hostinger.com/blogs.amoghbabuka.in/mcp)

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