Engineering Pole Reversal
Many of the heuristics that guided software engineering for decades are starting to flip in value. The effect is analogous to geomagnetic reversal — the forces remain the same, but the direction flips. Compasses calibrated to the old orientation point the wrong way.
In geomagnetic reversal, Earth's magnetic poles swap orientation. The forces remain the same. The direction flips. Compasses calibrated to the old orientation point the wrong way.
The effect I am observing in software engineering feels analogous.
Many of the heuristics that guided the discipline for decades are starting to flip in value. Practices that once represented good engineering discipline can now create friction in the current environment. Practices that were previously discouraged are suddenly becoming practical.
I have started to think of this as an engineering pole reversal.
A few examples I am seeing inside enterprises.
Agile's value proposition is changing. When implementation can be generated rapidly with AI, the constraint is no longer coding speed but architectural clarity and evaluation. In some contexts, longer design phases — which Agile originally tried to eliminate — are becoming valuable again.
Pathfinder programmes are becoming pathfinder blockers. Enterprises often run a small number of AI pilots to learn safely before scaling. But when those pilots take six months, the technology landscape has already moved. Waiting for a single learning cycle can unintentionally slow adoption.
Centres of Excellence can become centres of friction. Structures designed to govern adoption sometimes end up concentrating decision-making and slowing experimentation — precisely when organisations need distributed learning.
None of this means the underlying principles were wrong.
Software engineering is not disappearing. But some of the instincts we relied on for decades may need to be re-examined.
We may be entering a period of engineering pole reversal.
Compasses calibrated to the old orientation will point the wrong way.
I will share a few more observations on specific reversals in the coming weeks.
Abhay Chrungoo
Managing Director & Chief Scientist
Managing Director and Chief Scientist at Bugni Labs. Platform engineering, AI-native systems, and architecture for regulated enterprises. 20+ years building systems in complex, high-stakes environments.