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Add architecture overview section to README and include architecture diagram

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Hossein-Lakzaei 2025-10-15 00:42:52 +03:30
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> The best ChatGPT that $100 can buy.
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### Architecture Overview
Here’s an overview of the nanochat architecture:
![nanochat architecture](dev/nanochat_architecture.png)
---
This repo is a full-stack implementation of an LLM like ChatGPT in a single, clean, minimal, hackable, dependency-lite codebase. nanochat is designed to run on a single 8XH100 node via scripts like [speedrun.sh](speedrun.sh), that run the entire pipeline start to end. This includes tokenization, pretraining, finetuning, evaluation, inference, and web serving over a simple UI so that you can talk to your own LLM just like ChatGPT. nanochat will become the capstone project of the course LLM101n being developed by Eureka Labs.
## Quick start

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