When AI Does The Thinking: What Organizations Risk Losing
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InnovationWhen AI Does The Thinking: What Organizations Risk LosingByMateusz Przepiorkowski,Forbes Councils Member.for Forbes Technology CouncilCOUNCIL POSTExpertise from Forbes Councils members, operated under license. Opinions expressed are those of the author. | Membership (fee-based)Jun 02, 2026, 08:30am EDTMateusz Przepiórkowski is CEO of Appsfactory International, focused on AI leadership, digital transformation and future-ready organizations gettyOver the past few weeks, I found myself in a series of conversations that all pointed in the same direction, even if they started from very different places. At both the NAB Show and Google Cloud Next in Las Vegas, nearly every discussion eventually circled back to how dramatically AI is compressing the time from concept to execution.Ideas that once required weeks of coordination, development and iteration can now be turned into something tangible in a matter of hours. Code is generated almost instantly, content appears on demand, and interfaces can be designed, tested and refined with surprisingly little effort.The excitement around this is entirely justified. But what happens when we no longer need to learn the things that once built our expertise? That nagging thought has stayed with me longer than the demos or announcements.Shaping JudgmentIt brought me back to a very different period of computing. In the early 1990s, developers in the demoscene pushed platforms like the Commodore 64, Amiga and Atari ST to their limits, often relying on the assembler to extract every bit of performance from the hardware. There were no high-level tools, no abstraction layers and no shortcuts. If something worked, it was because you understood exactly how the system behaved, down to memory constraints, processor cycles and timing.It was slow, sometimes frustrating and often unforgiving. But it forced a level of understanding that's difficult to replicate today. Those constraints did more than limit what could be built. They sh...




