Engineering Notes
Thoughts and Ideas on AI by Muthukrishnan
Tag: Software Engineering
The Doorman Fallacy and Why AI Keeps Failing at Replacing People
In 2023, AI was going to replace programmers. A year later, customer support was next. By 2025, some executives had mov...AI Will Not Kill Junior Engineers but It Will Change Them
There is a growing debate in software teams: If AI can generate most entry-level coding work, do we still need junior ...Engineering Digital Twin - The Next Billion-Dollar AI Category
Why the biggest AI opportunity in software engineering is not code generation, but a living model of the engineering organization that helps leaders make better decisionsSpec-Driven Development with spec-kit: Stop Vibe Coding, Start Specifying
A complete tutorial on using GitHub's spec-kit to bring structure to AI-assisted development — from install to your first specification.What If GitHub Was Built for AI Agents
Reimagining source code management from the ground up for AI agents, with intent based commits, simulation before merge, agent reputation, and automatic rollback contracts