Learn by Blogging
Hi there π Iβm Senthil Kumar π¨βπ»
- I am an Applied AI & Cloud Engineer
β¦ My Journey:
- More than 15 years ago, I started out as a π Market Research Analyst.
- With every role I took on after that, the technology side of the pie kept growing,
- through analytics, data science π and deep learning π,
- eventually leading me to my current role as an Applied AI π§ and Cloud Engineer at Toyota
π What my blogs here contain
- LLM & Generative AI System Design β Posts on LLM mental models & LLM systems, Bedrock for GenAI, etc.,
- Agentic AI & AI Engineering Patterns β Agentic AI posts (LangGraph, MCP).
- Cloud & AWS Architecture β AWS Cloud Fundamentals, AWS Bedrock and others
- NLP Fundamentals β Language Modeling, Word2Vec, BERT, NER, etc.,
- Engineering Tools β Git, Bash, JMESPath
π§ What I Do
I work at the intersection of:
- Generative AI: Building agentic systems and LLM-powered applications
- Cloud Engineering: Designing architectures on AWS, especially serverless
- Applied ML: Deploying deep learning models for real-world NLP use cases
π§ How I Learn by Blogging
- This blog is my way of thinking in public.
- I write to clarify concepts, test mental models, and document engineering lessons as I learn them.
- Writing forces precision. It turns half-understood ideas into structured understanding.

π Explore My Blog
You can browse all my technical posts here:
π View All Blog Posts
βοΈ I Also Write on Medium
Beyond this blog, I share engineering deep-dives and applied AI insights on Medium too. 
π Explore my Medium articles:
https://medium.com/@senthilkumar.m1901
π€ Letβs Connect
If what I build and write about resonates with you, feel free to connect with me on LinkedIn.
Iβm always interested in thoughtful conversations around AI systems, cloud-native architectures, and engineering craftsmanship.
π§ senthilkumar.m1901@gmail.com