---
author: "Umesh Malik"
canonical: "https://umesh-malik.com/blog/tag/career-productivity"
description: "Explore articles tagged with Career & Productivity by Umesh Malik — AI Engineer, LLM & GenAI Developer. Learn Career & Productivity best practices, practical tips, and in-depth guides."
title: "Umesh Malik's Blog - Career & Productivity Articles | Career & Productivity Tutorials"
tokens: 161
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# Career & Productivity

1 article

 [![Dashboard-style cover showing routine incident MTTR falling while novel-incident resolution time rises as AI autoresolution coverage grows](https://umesh-malik.com/blog/ai-incident-response-skill-decay-cover.png)

Career & Productivity • Sep 6, 2026

### AI incident response skill decay: the aviation fix that works

AI incident response skill decay is real: aviation solved the same problem decades ago with forced recurrent training, not less hands-on practice.

9 min read

Read more →](https://umesh-malik.com/blog/ai-incident-response-skill-decay)