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 …
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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…
Your Cloud AI Has No Failover. Here's the Architecture That Does.
Your Cloud AI Has No Failover. Here's the Architecture That Does. Local models keep closing (or all but eliminating) their gap with frontier models. O…
If you knew how hard It was, would you still start?
The most honest thing I read about building a company this year wasn't from a venture capitalist, a founder on stage, or a bestselling business book. …
What Predictability Actually Measures (and Why Velocity Is the Wrong Question)
Why I invented a metric I'd never heard of, and why the industry eventually caught up. I started using the term "predictability" in 2019, and I was pr…
What building a CRM taught me about how contractors manage teams
Building software for contractors taught me a lot about team management. Not because we set out to build team management features, but because every s…
Chapter 4. The CPMO Loop
4.0 Why a Loop, and Why These Five Stages Every operating playbook needs a spine. A spine is the framework the rest of the document references - the s…
Burnout in senior engineers is usually structural, not personal
For years I treated burnout as a personal failing. If I was tired, I needed more sleep. If I was anxious on Sunday night, I needed to meditate. If I d…
First On Call
Originally published on lavkesh.com I still remember my first on-call rotation vividly. It was a chaotic experience that started with a page at 3am, a…
Code Review Gone Wrong
Originally published on lavkesh.com I was working on a project with a tight deadline when my team lead asked me to review a colleague's code. The code…
Okay, But I'm Still Using It
Where I'm actually deploying AI coding tools at my next organization, and why. If you read my last post, you know I'm not a believer in the uncritical…
What a meeting‑free week taught me about leading
Originally published on lavkesh.com When I cleared my calendar for a full week, the silence in the conference room felt like a sudden vacuum that made…
The Hidden Cost of Employees Asking "What Should I Do Next?"
Every growing company reaches a point where people start asking the same questions over and over again. "How do I process this request?" "Who approves…
Why Your AI Transformation Is Stalling at Middle Management
Why Your AI Transformation Is Stalling at Middle Management The C-suite is excited. The developers are excited. The people in between have misaligned …
All In or Not At All
I have never been good with middle grounds. I like things clear. Black or White, Zero or One, True or False. Maybe that is why computers made sense to…