$~/notes
▸soul.md▸blog/▸readme.md

> $ cat ~/soul.md

Let's Nerd About AI.▌

A working engineer's notebook, unfinished thinking, papers worth a second read, and learning shared.

$read the notes$about
~/notes/topics.graph
Topic map of the notebookA force-directed map of every topic on this blog. Nodes are tags, sized by how often they appear, and connected when they co-occur on the same post. Scroll to zoom, drag to pan, click to filter.A2AAgentsAILLMsMCPProductionReActTool CallingDeep LearningGPTKarpathyNLPTransformersTutorial
$ scroll to zoom · drag to pan · click to filter

$ ls ~/notes/blogs/recent

ls --all
  • April 11, 2026-26 min read

    Understanding Transformers: From First Principles to Production GPTs

    A Feynman-style deep dive into the Transformer architecture — building intuition from the simplest possible idea to full GPT implementations, tracing Karpathy's legendary progression from micrograd to nanochat.

    Deep LearningTransformersNLP
    Read article
  • April 11, 2026-33 min read

    Building AI Agents: From First Principles to Production

    A Feynman-style deep dive into AI agents — starting from the simplest possible idea and building up to production-grade agentic systems with tool use, memory, reasoning loops, and multi-agent orchestration.

    AILLMsAgents
    Read article
$cd ~/notes/blogs/
BlogAboutRSS

© 2026 Manoj Bhandari. All rights reserved.