Engineering Notes

Engineering Notes

Thoughts and Ideas on AI by Muthukrishnan
03 Dec 2025

Expand Your Decision-Making Bandwidth, Not Your Meeting Calendar

The most dangerous bottleneck in a scaling engineering organization isn't compute, infrastructure, or even talent—it's ...
02 Dec 2025

Manage Technical Investment Velocity, Not Just Delivery Velocity

Most engineering managers obsess over delivery velocity—story points completed, features shipped, sprint goals met. But...
01 Dec 2025

Design Self-Correcting Systems, Not Processes

The best engineering managers don't build processes—they design systems that correct themselves. The difference is prof...
30 Nov 2025

Design Your Dependency Architecture for Organizational Velocity

Most engineering managers obsess over code architecture while ignoring the dependency architecture that determines actu...
29 Nov 2025

Master Influence Without Authority to Scale Impact Beyond Your Team

As an engineering manager, your biggest leverage opportunities often lie outside your direct reporting chain. The abili...
28 Nov 2025

Optimize Deployment Frequency as Your Competitive Moat

The best engineering organizations don't just ship faster—they've engineered their systems to make shipping boring. Dep...
27 Nov 2025

Architect Your Staff-Plus Pipeline

Most engineering managers focus on growing mid-level engineers. The real leverage? Building a systematic pipeline for S...
26 Nov 2025

Architect Your Promotion Pipeline with Growth Systems Not Career Ladders

Most engineering managers think about promotions reactively: someone performs well, you promote them. But exceptional E...
25 Nov 2025

Design Your Teams Decision Latency

Most engineering managers obsess over making the *right* decisions. But the teams that win aren't necessarily the ones ...
24 Nov 2025

Shape the Decision Space Before the Decision

The most impactful engineering managers don't make great decisions—they ensure great decisions get made without them. ...