Why Developer Experience (DevEx) Dies in the Backlog?
"Technical debt" might be one of the most successful terms ever coined in software engineering. Not because it solved the problem. Technical debt is s…
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Faster PRs, Weaker Instincts: The Judgment Problem in AI-Assisted Engineering
I thought the dashboard was telling me good news. My team had adopted AI-assisted coding quickly, and for a while it looked like exactly what everyone…
Is anyone else struggling with "AI says so" decisions?
Over the past few months, I've noticed something changing in technical discussions. It used to be: "I think we should do X because..." Then came argum…
The Warning That Took My Site Down Was in the Log the Whole Time
A few weeks ago, I mistakenly took my own site down for about thirty minutes. I was wiring up a queue-based pipeline for GitHub webhooks. That needs t…
How well is your company actually adopting AI right now?
I grew up in a house in Rawalpindi where a book was not a small thing. We did not have money for many of them. The ones we had got read twice, three t…
Building a Hiring Plan That Survives Budget Cuts
Most hiring plans are built during optimistic periods, growth is projected, budget is approved, and a headcount plan gets laid out for the year. The p…
10 AI Prompts I Use as an Engineering Manager (1:1s, Postmortems, Performance Reviews)
10 AI Prompts I Use as an Engineering Manager I've managed engineering teams for long enough to know the pattern: half of the job is technical decisio…
The Founder Bottleneck: When to Bring in a Fractional COO
The company does not slow down because the work is hard. It slows down because every decision still routes through one person, and that person is out …
Code Review, Part 2: The Reviewer That Learned To Lie Better
Several posts ago, I wrote about setting up a multi-agent adversarial code review process as part of my development pipeline. The premise came from a …
Top 26 Engineering Newsletters Actually Worth Your Inbox
Everyone recommends ByteByteGo and The Pragmatic Engineer. Don't get me wrong, they're great... but the best engineering writing of the last two years…
The Most Critical Architecture in Tech: Psychological Safety
Every engineer knows that sudden, cold dread when a production build breaks. But what happens after the break tells you everything about your engineer…
ROI of AI Test Automation: A Calculation Framework for QA Leaders
Every QA leader has faced the same conversation. Leadership asks: "What are we getting for our automation investment?" And the honest answer is often …
Non-determinism is the job
Early in my career, and partially because I worked at a place that was a little silly and I didn't have much contact outside the organization, my titl…
Why Federal Reform Picks AI‑Native Outcome Integrators
Executive summary Federal procurement is shifting from labor-based buys toward fixed-price, outcome-focused contracts—and that change alters who wins …
The Sword of Damocles at Work: The Human Cost of Delayed Layoffs
Over a decade ago, my employer announced layoffs that would happen in waves. Every few months another round arrived. Nobody knew the criteria, who wou…
An AI Governance Framework That People Actually Follow
Most AI governance frameworks I have seen are compliance documents dressed up as operational frameworks. They describe what should happen in ideal con…
Chapter 9. Stage 4 - Scale
9.0 What Scale Means The Scale stage begins when a B2B Enterprise company has built a working engine - a repeatable wedge, a predictable demand system…
The Fractional CTO Guide: How to Audit Your Business for AI Automation ROI
It's an exciting time to be in tech, with AI making headlines daily and business leaders eager to leverage its power. Yet, as a Senior IT Consultant a…
Chapter 8. Stage 3 - Engine
8.0 What Engine Means The Engine stage begins when a B2B Enterprise company has a repeatable wedge - a defined ICP, a sales motion that closes deals w…
Chapter 7. Stage 2 - Wedge
7.0 What Wedge Means The Wedge stage begins when a company has found something real - a specific customer segment, a specific problem, and design part…
anything i can imagine
thesis ai is great at helping me make anything i can imagine. if i can picture the answer, the process, or the steps ahead of time, the model can usua…
Compiling Fluent Speech: The "Gapless Function Word Run" for IT Professionals
When presenting technical requirements or leading a sprint review native speakers often seem to speak at an impossible speed. However, acoustic analys…
What I Look For When a Risky PR Lands
A few weeks ago I pointed a hand-built risk digest at unkey , a real open-source auth and API-keys codebase with 58 open pull requests, and asked it o…
Hi, I'm Jens
Hi, I'm Jens I'm a cross-platform mobile engineer and Tech Lead at November Five. Day to day that means leading a team of four to six engineers and a …
How to Improve Collaboration between Developers and Product Teams?
Product teams and developers rarely struggle because they disagree on the goal. More often, they struggle because they interpret priorities differentl…
The Journey of Finding Mentors
Have you ever met someone who challenged you in a way that helped you grow? During my undergrad, mentorship was not something I intentionally searched…
tgo Devlog #3: Taming Context Windows, Compiling Lodash, and the Repetitive Reality of True Ownership
I’ve been making massive headway on tgo, my TypeScript to Go compiler library, but it is forcing me to confront some hard realities about how I manage…
The Finding Nobody Implemented
The DORA research said culture predicts engineering performance. Nicole Forsgren's most important finding never made it into a single commercial produ…
BFSI Is Madly Innovative (Contrary to What One Might Think)
A Personal Reckoning with BFSI Innovation A few months ago, in a room full of startup founders and tech investors, someone casually said, "There's no …
Agile Is Not Broken — Your Portfolio Is
Let’s be honest. Agile isn’t failing in your organization. Your portfolio management is. Most Agile transformations focus on teams: Scrum ceremonies b…