Engineering titbits

• Ai engineering

  How AI engineering differs from traditional ML engineering, and the foundations of building production AI systems

  1 min read   ·   #MLSystems   #LLM   #MLOps  

• Context engineering

  The art and science of managing what goes into an LLM's context window to get the best outputs

  2 min read   ·   #LLM   #Prompting   #Agents  

• Memory management for agents

  How AI agents store, retrieve, and manage memory across sessions and tasks

  1 min read   ·   #Agents   #LLM   #MLSystems  

• Review: using pi as a coding agent

  Personal experience and lessons learned from using Pi (an AI assistant) as a coding companion

  1 min read   ·   #Agents   #Thoughts  

• What is a neuron? and a neural network?

  A beginner-friendly walkthrough of how neural networks learn — from neurons and weights to forward pass and backpropagation.

  2 min read   ·   January 01, 2026   ·   #ML   #Neural Networks   #Deep Learning  

• Inferencing a LLM

  In this post, we will explore the various techniques and strategies for optimizing inference in large language models (LLMs). We will discuss methods for reducing latency, improving throughput, and managing resource constraints during inference.

  5 min read   ·   May 14, 2026   ·   #MLSystems,   #LLM  

• Inside Out of a LLM

  In this post, we will explore the inner workings of LLMs and how they are designed and built. Basic concepts which build LLM will be discussed here.

  9 min read   ·   May 14, 2026   ·   #MLSystems,   #LLM  

• WIP Building blocks of an LLM

  In this post, we will explore the building blocks of LLM, their basic definition and how they work together to make a LLM.

  3 min read   ·   May 21, 2026   ·   #MLSystems,   #LLM  

• Dummy dsa post

  1 min read   ·   #DSA   #Basics   #AI  

• Distributed training for a trillion parameter llm

  System design deep dive — model parallelism, gradient sync, fault tolerance at 1T scale

  1 min read   ·   #MLSystems   #LLM  

• Autonomous driving ai engineering

  Study guide — edge LLM inference, C++ systems, automotive safety standards

  1 min read   ·   #Automotive   #MLSystems  

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