// Leadership · AI · March 2026 · 4 min read

Teams That Use AI
Are Outperforming
Teams That Don't

A Call to Action

This was a prediction.

Now it's already happening.

If I were more blunt, I wouldn't use "outperforming." I'd say "replacing. " Engineers, teams, and companies that deeply integrate AI into their workflows have begun pulling away. The gap compounds daily.

01 · Operational, not theoretical

This Is Operational.
Not Theoretical.

This isn't about playing with ChatGPT. It's about redesigning how work gets done, and that requires a strong paradigm shift in mindset, and maybe even a cultural change.

What winning has looked like for me and my teams:

AI is no longer an add-on.
It becomes infrastructure.

02 · In practice

What This Looks Like
in Practice

AI isn't replacing teams.
AI-amplified teams are replacing slower ones.

03 · The real urgency

The Real Urgency

The emerging divide isn't intelligence. It isn't creativity. It isn't even funding.

It's Adoption Velocity.

Two equally talented teams will diverge dramatically if one embeds AI deeply and the other treats it as anything but top priority.

This is not dramatic. This is structural acceleration that demands your mindshare. And the only question is which side of that line you choose to be on.

What Happens Next

The shift has begun. By 2027:

2027 AI fluency will be assumed, not praised.
2027 Hiring will filter for leverage, not effort.
2027 "Busy" will look negligent compared to "effective."
2027 Teams operating at 2–5× productivity will normalize.
2027 Outcomes will be measured on an exponential scale.

Are you compounding advantage — or compounding irrelevance? The only question is which side of that line you're on.

Act Accordingly...
MF
MARIO FILIPAS
Senior Director, Cloud GPU Software · AMD · University of Waterloo

Leading 150 engineers across Canada, Serbia, and China building GPU virtualization software for AMD's Instinct accelerators. I'm thinking about what's next with urgency. I run on AI.

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