For most of my career, I followed the same instinct as every developer.
Open the editor.
Start writing code.
Figure things out along the way.
It felt productive.
But over time, I realised something uncomfortable:
> Most of my time wasn’t spent bu...
For decades, software engineering was built around a simple assumption.
Every request is independent.
A user sends an input.
The system processes it.
A response is returned.
Then everything resets.
This model, stateless computing, became the foun...
As AI becomes embedded in development workflows, a new design challenge emerges.
It is no longer just about building software systems.
It is about designing systems where humans and AI collaborate.
The question is not whether AI should assist deve...
For most of the computing era, software followed a predictable model:
Humans initiate actions.
Applications respond.
You open a tool.
You enter data.
You trigger commands.
The system executes instructions.
This application-centric model defined so...
The next five years of AI won’t be defined by a single breakthrough model.
They’ll be defined by where intelligence moves inside software systems, and how that reshapes what developers actually do every day.
The shift is already visible.
What’s co...
Remote work has removed one constraint from hiring: location.
AI is removing another: team size.
Together, they’re reshaping what companies actually look for in developers, and why some candidates keep getting hired across borders while others stru...
As the Founder of ReThynk AI, I’ve been watching a quiet shift happen in open source:
AI is not replacing contributors. It’s changing what contribution means.
And that reshaping will define the next decade of open source.
How AI Is Reshaping Open ...
AI tools in software development are marketed as pure upside.
Faster coding.
Higher productivity.
Lower effort.
Smaller teams.
All of that is partially true.
But what’s rarely discussed, and even more rarely measured, is the hidden cost these tool...
As the Founder of ReThynk AI, I want to be very clear about what’s coming next:
Prompt engineering is a transitional skill. Context engineering is the future.
And the shift has already started.
How Context Engineering Will Replace Prompt Engineeri...
By 2030, knowing how to write code will still matter.
But it won’t be enough.
The center of gravity in software is shifting from building features to operating intelligence. And that shift quietly introduces a new requirement for developers who wan...
This question keeps resurfacing usually framed as fear, sometimes as provocation.
Will AI replace developers?
It’s the wrong question.
The better one is far more uncomfortable:
> Which developers will AI make irrelevant and why?
Because replacem...
As the Founder of ReThynk AI, I want to challenge a popular assumption:
AI won’t mainly create “AI jobs.”
It will create work reshaped by intelligence.
And that changes how careers, teams, and businesses evolve.
The Jobs AI Will Create Are Not Wha...
The AI era is often framed as a game dominated by scale.
Big models.
Big budgets.
Big teams.
That narrative sounds convincing, but it’s incomplete.
In reality, the conditions created by AI favour a different kind of player:
> the indie develope...
As the Founder of ReThynk AI, I’ve learned this the hard way:
Accuracy builds trust.
Speed builds adoption.
Latency kills both.
Most AI systems don’t fail because they’re wrong. They fail because they’re slow at the wrong moments.
Latency Kills ...
For years, progress in developer productivity has been framed as a tooling problem.
Better editors.
Smarter IDEs.
Faster frameworks.
More plugins.
Each wave promised leverage.
And each wave delivered incremental gains, until it didn’t.
What’s ...
As the Founder of ReThynk AI, I want to pull the curtain back on something most teams discover too late:
AI workflows don’t just consume tokens. They consume infrastructure.
And if that reality isn’t designed for, AI systems quietly collapse under ...
I have been working in the field of research and writing for the last 17 years continuously, including publishing books and writing educational articles and series. But when I write a post today, even with honest intent, someone can easily say, “Look...
As the Founder of ReThynk AI, I want to clear up a growing misconception:
AI workflows are not screenshots. They are operating systems.
And confusing the two is why most “AI adoption” never survives real work.
What a Real AI Workflow Looks Like
...
In 2026, the biggest shift in developer workflows won’t be about tools.
It will be about where effort is spent.
Developers won’t stop coding. But coding will stop being the center of gravity.
The core work will move upstream to thinking, design, a...
As the Founder of ReThynk AI, I get this question a lot:
“If you had to start again, solo, how would you build an AI agency today?”
My answer surprises people.
I wouldn’t start with 20 tools.
I’d start with 3 tools and a strong execution disciplin...