@compez.eth
📌 My takeaway from this paper as a software developer:
AI still struggles with “stable reasoning,” especially as complexity increases.
This means that as AI becomes larger and more widespread, the demand for high-performance, low-latency, and energy-efficient systems will grow dramatically.
And this is exactly where optimization engineering will matter more than ever.
AI may make code generation easier, but low-level engineering, memory management, real-time processing, and performance optimization are still what determine whether a system can truly operate at scale.
The future will not belong only to people who can generate code with AI — that will become normal.
The real value and job market will belong to engineers who know how to make that code run fast, stable, scalable, and energy-efficient.
Remember when I said that by 2030, software industries will be forced to move toward the highest green standards?
One of the major targets is reducing carbon emissions by 55% before 2030. ➕ And by 2050, industries are expected to achieve “net zero” carbon emissions. 💯
That doesn’t mean producing zero pollution.
It means every amount of CO₂ generated must be: reduced, optimized or compensated through renewable energy and carbon offset strategies.
For example:
If a datacenter produces 100 units of carbon emissions, it must either:
- compensate for it using clean energy, or reduce consumption enough that the net impact approaches zero.
This is where software optimization becomes critical.
Because AI, Cloud infrastructure, GPU farms, and datacenters consume enormous amounts of electricity. 😑
That’s why the future of software engineering is not just about:
“working code.”
It’s about:
fast, efficient, scalable, and low-power software.
Which means that in the coming years, low-level programming languages and platforms like CUDA will become even more strategically important. 🔝
Think about it: while the world is preparing for battles over energy efficiency and computing infrastructure, where exactly are we heading? 😉
Energy, resources, and once again: energy.
That’s where the real competition is.