Blog

Weekly updates on AI, software engineering, and things I learn along the way.

2026-04-26

Unlocking AI Memory: A Deep Dive into Embeddings, Vector Stores, and RAG

Large Language Models (LLMs) are incredibly powerful reasoning engines, but out of the box, they suffer from three critical gaps: they do not know your private enterprise data, standard keyword searches miss synonyms, and they are restricted by strict context window limits.

2026-04-25

Building Autonomous Systems: A Deep Dive into Agentic AI and the CRM Lead Qualifier

It explores how to upgrade standard LLMs into goal-driven agents using the ReAct (Reasoning + Acting) framework, highlighting the critical importance of memory, prompt engineering, and tool calling to allow AI to interact with the external world.

2026-04-24

Getting Started with Agentic AI: A Python Primer for Generative AI

If you are diving into the world of Generative AI, there is one undeniable truth: Python is the primary language you need to master. Its simplicity and readability make it the go-to language for AI development, and it acts as the foundation for powerful libraries like TensorFlow, PyTorch, and Keras.