---
title: "Achyuta M (@acm2605) | Hashnode"
description: "Journey to tech mastery... Read the latest articles by Achyuta M on Hashnode."
url: "https://hashnode.com/@acm2605"
---

@acm2605

# Achyuta M

@acm2605 · Chennai, India · Joined March 2026

Journey to tech mastery...

### [Beyond Long-Term Memory: Why AI Agents Need Strategy Memory](https://my-docker-blog1.hashnode.dev/beyond-long-term-memory-why-ai-agents-need-strategy-memory?utm_source=hashnode&utm_medium=feed)

AI memory should remember strategies, not just facts. Learn how Strategy Memory helps AI agents reuse successful methods.

11 min read · [my-docker-blog1.hashnode.dev](https://my-docker-blog1.hashnode.dev/beyond-long-term-memory-why-ai-agents-need-strategy-memory?utm_source=hashnode&utm_medium=feed)

[Jun 14](https://hashnode.com/posts/beyond-long-term-memory-why-ai-agents-need-strategy-memory/6a2eb4d96ab08006e8122c57)

### [AI System Design vs Traditional System Design: Developer Guide 2026](https://my-docker-blog1.hashnode.dev/ai-system-design-vs-traditional-system-design-developer-guide-2026?utm_source=hashnode&utm_medium=feed)

Learn how AI system design differs from traditional system design using LLMs, RAG, agents, evaluation, scalability, and trust.

14 min read · [my-docker-blog1.hashnode.dev](https://my-docker-blog1.hashnode.dev/ai-system-design-vs-traditional-system-design-developer-guide-2026?utm_source=hashnode&utm_medium=feed)

[May 31](https://hashnode.com/posts/ai-system-design-vs-traditional-system-design-developer-guide-2026/6a1c900c98434df995008d4b)

### [Why Traditional Computer Networks Are Failing Modern Systems (And What Comes Next](https://my-docker-blog1.hashnode.dev/why-traditional-computer-networks-are-failing-modern-systems-and-what-comes-next?utm_source=hashnode&utm_medium=feed)

How computer networks are evolving into AI-native, programmable infrastructure with 5G, APIs, Open RAN, and smarter design.

11 min read · [my-docker-blog1.hashnode.dev](https://my-docker-blog1.hashnode.dev/why-traditional-computer-networks-are-failing-modern-systems-and-what-comes-next?utm_source=hashnode&utm_medium=feed)

[May 23](https://hashnode.com/posts/why-traditional-computer-networks-are-failing-modern-systems-and-what-comes-next/6a11bfde1a3cf7bffc2e78e3)

### [FastAPI — Learning Backend from First Principles 🚀](https://my-docker-blog1.hashnode.dev/fastapi-learning-backend-from-first-principles?utm_source=hashnode&utm_medium=feed)

Recently I've started learning FastAPI. Instead of diving into project development, I decided to take my time and learn it properly — from first principles, like a computer scientist rather than a fra

4 min read · [my-docker-blog1.hashnode.dev](https://my-docker-blog1.hashnode.dev/fastapi-learning-backend-from-first-principles?utm_source=hashnode&utm_medium=feed)

[Apr 9](https://hashnode.com/posts/fastapi-learning-backend-from-first-principles/69d78c82fa7251682e946437)

### [Learning Docker from the Ground Up - Images, Containers, Dockerfile, and Docker Hub in Depth](https://my-docker-blog1.hashnode.dev/learning-docker-from-the-ground-up-images-containers-dockerfile-and-docker-hub-in-depth?utm_source=hashnode&utm_medium=feed)

Introduction As I began learning Docker, I thought that Docker was just another tool that can run the applications in isolation from each other. But as I dug deeper into the world of Docker, I learned

7 min read · [my-docker-blog1.hashnode.dev](https://my-docker-blog1.hashnode.dev/learning-docker-from-the-ground-up-images-containers-dockerfile-and-docker-hub-in-depth?utm_source=hashnode&utm_medium=feed)

[Mar 15](https://hashnode.com/posts/learning-docker-from-the-ground-up-images-containers-dockerfile-and-docker-hub-in-depth/69b6fa2df4eb2f8b04ca4f5c)