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author: "Umesh Malik"
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description: "Explore articles tagged with GPU Drivers by Umesh Malik — AI Engineer, LLM & GenAI Developer. Learn GPU Drivers best practices, practical tips, and in-depth guides."
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# GPU Drivers

1 article

 [![Workflow cover showing test-first scoping: one failing test, a narrow reference trace, a byte-diff check against it, then widening one case at a time](https://umesh-malik.com/blog/scope-ai-agent-reverse-engineering-tasks-cover.png)

AI Coding Agents & DX • Sep 16, 2026

### How to Scope an AI Agent for Reverse Engineering: 4 Weeks, Not Years

How to scope an AI agent for reverse engineering: one failing test beats a full spec. A GPU driver project shipped in 4 weeks, not years.

10 min read

Read more →](https://umesh-malik.com/blog/scope-ai-agent-reverse-engineering-tasks)