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AI is the first major technology that I have have actively worked against.
I am a person who strongly believe that technology should make us better, and I can only see AI/LLMs making us weaker.
I tend to have a vivid imagination, and all I am thinking of when seeing people use AI is, "ok but could you have accomplished the same thing without AI?"
When the AI bubble pops like the overstuffed bubble it is, and prices are going up, will you remember how to do your job without it?
Or, even simpler, what about if the AI service goes down, will you still be able to do your tasks?
For many, I suspect the answer is no.
I see it with ADAS.
It appears that the more Advanced Driver Assistance Systems a vehicle has, the less competent the driver is and the more likely it is that they will not react correctly (or at all) in an emergency situation.
ANCAP and ENCAP are realising this now and their ratings are no longer weighted so heavily on ADAS.
Yeah, this has been a long problem in government agencies here.
There was a political decision made years and years ago, that in-house expertise was too expensive and that they would hire consultants when they needed specific skills.
That works only as long as you have the in-house skills to determine what external skills are needed.
Same here, without the skills to do the work, you don't have the skills to correctly evaluate the work of an LLM.
Sure. Protein structure is the clean example. For decades the same thing was done without AI: crystallise the protein, collect diffraction or NMR data, solve the fold. That works. It also costs years and a specialist lab per structure. AlphaFold did not invent a new kind of knowledge. It made the existing problem cheap enough that we now have predicted structures for hundreds of millions of proteins instead of a few hundred thousand experimentally solved ones.
“Could you have done it without AI?” is the wrong test. The test is whether the extra cost of doing it the old way is worth paying every time. Sometimes it is. Often it is not.
People aren't talking about alphafold when they're talking about "AI" in 2026. They're talking about chatgpt, claude and copilot.
I would hard disagree. It absolutely applies for super narrow applications like alphafold, but in general, LLMs aren't remotely close to being worth it. You don't need to look beyond how hugely unprofitable AI companies are. The only companies who aren't completely shoveling money into the furnace are the ones selling hardware to the companies that do.
We also see that the consequences of AI use are pretty harsh. Students who use a lot of AI are a full year behind their counterparts that don't, according the the latest PISA data.
So what we have is something that is unaffordably expensive, with dubious benefit and immense second order effects.