---
title: "Munukutla Sri Shanmukha Aditya (@m-s-shanmukha-aditya) | Hashnode"
description: "Munukutla Sri Shanmukha Aditya (@m-s-shanmukha-aditya) writes on Hashnode. Read their latest articles and follow their work."
url: "https://hashnode.com/@m-s-shanmukha-aditya"
---

@m-s-shanmukha-aditya

# Munukutla Sri Shanmukha Aditya

@m-s-shanmukha-aditya · Kakinada, India · Joined August 2026

### [Why Accuracy Can Be Misleading in Failure Detection Systems](https://shanmukha-aditya.hashnode.dev/why-accuracy-can-be-misleading-in-failure-detection-systems?utm_source=hashnode&utm_medium=feed)

Why accuracy can mislead in failure detection systems, and why precision and recall matter when working with imbalanced data.

4 min read · [shanmukha-aditya.hashnode.dev](https://shanmukha-aditya.hashnode.dev/why-accuracy-can-be-misleading-in-failure-detection-systems?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/why-accuracy-can-be-misleading-in-failure-detection-systems/6a9b006c56ada066e5721232) [Sep 4](https://hashnode.com/posts/why-accuracy-can-be-misleading-in-failure-detection-systems/6a9b006c56ada066e5721232)

### [How I Evolved My URL Shortener with Redis](https://shanmukha-aditya.hashnode.dev/how-i-evolved-my-url-shortener-with-redis?utm_source=hashnode&utm_medium=feed)

A URL shortener evolved with Base62, Redis cache-aside caching, TTL, and asynchronous analytics synchronization to reduce database load.

7 min read · [shanmukha-aditya.hashnode.dev](https://shanmukha-aditya.hashnode.dev/how-i-evolved-my-url-shortener-with-redis?utm_source=hashnode&utm_medium=feed)

[Aug 15](https://hashnode.com/posts/how-i-evolved-my-url-shortener-with-redis/6a80461f69c982a343a74296)