---
title: "Roshan (@atul-singh) | Hashnode"
description: "Sharing my journey :). Read the latest articles by Roshan on Hashnode."
url: "https://hashnode.com/@atul-singh"
---

@atul-singh

# Roshan

@atul-singh · Delhi, India · Joined July 2026

Sharing my journey :)

### [From Context to Memory: Why the Next Generation of AI Needs to Remember](https://singhapps.hashnode.dev/from-context-to-memory-why-the-next-generation-of-ai-needs-to-remember?utm_source=hashnode&utm_medium=feed)

What if AI could continuously build understanding instead of repeatedly searching documents? Explore the limitations of context windows and RAG, the principles of memory-centric AI, and how knowledge graphs can enable AI systems to evolve through experience.

8 min read · [singhapps.hashnode.dev](https://singhapps.hashnode.dev/from-context-to-memory-why-the-next-generation-of-ai-needs-to-remember?utm_source=hashnode&utm_medium=feed)

[Jul 5](https://hashnode.com/posts/from-context-to-memory-why-the-next-generation-of-ai-needs-to-remember/6a4ab29864e517a662e1f17d)