Local Genius, Collective Drag: AI Tooling at Scale
I was discussing with some old friends recently about on call not specific incidents, more how to shap the burden across a large team. Someone mentioned in their company a few engi...
Tag: Productivity
Posts tagged with Productivity.
AI Spend Volatility: What Changed in Pricing, and What Leaders Can Control
Engineering organizations are hitting a planning wall that spreadsheets were not built for. Headcount curves are familiar: slow ramps, predictable bands, and finance models that mo...
From Reporting Grind to Leadership Time: My AI Workflow Evolution
A few weeks ago, I had one of those leadership moments that felt productive on paper and pointless in reality. I had spent over an hour stitching together Jira updates, GitHub acti...
Performance Reviews in the Age of AI
As Engineering Managers, we’ve always known that impact beats throughput. The best leaders in our industry already look past the raw volume of PRs or the velocity of a sprint to fi...
When AI Feels Like Extra Work
I had a realization this week: I barely opened my LLM this week, and for the first time in months, I felt like I was falling behind. In the past few months I have been surrounded b...
Playing a Chess Simul: Are AI Agents Exhausting Our Best People?
We were promised that AI would be the "Easy Button" for engineering. Instead, I’m seeing something else: my highest performing leads and managers are reporting a level of fatigue t...
The Cohesion Crisis: A Prediction on Feature Sprawl
Ever since becoming a leader my North Star has been velocity. Each day I’ve tried to optimize sprints, CI/CD pipelines, and stand ups to solve one problem: how do we ship faster? N...
The New Unit of Planning: Headcount vs Tokens
As I work through another planning cycle, the ritual remains the same: the spreadsheet opens, the roadmap is prioritized, and we start the negotiation for more "heads." In my world...
Are Engineering Managers Obsolete in an AI World?
So far in my career, our value as leaders was measured by how well we manage the machine optimizing for velocity, smoothing out team dynamics, and ensuring predictable delivery of...
Prompting AI Adoption for Skeptical Engineers
We’ve all seen the headlines. "AI will replace the junior engineer”. "The 10x engineer is now a 100x engineer." In leadership meetings almost every conversation comes back to veloc...
