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Saturday, August 23, 2025

Boring requirements vs flashy demos – the great battle in opposition to knowledge landfill (Reader Discussion board)


If knowledge is the brand new oil, then unhealthy knowledge is the brand new oil spill.

Two years in the past, everybody was laughing that AI couldn’t draw a hand with out sprouting six fingers. Right now, that very same know-how is designing antibiotics we’ve been chasing for 60 years and diagnosing sickness 4 instances higher than the highest clinicians. Not unhealthy for one thing that used to wrestle to depend to 5.

Erich Hugo
Hugo – most knowledge is junk

In the meantime, in telecom, we maintain congratulating ourselves for shifting petabytes throughout shiny 5G and IoT networks as if amount alone is an achievement. Newsflash: most of this knowledge is junk. Worse, it’s a legal responsibility with a carbon footprint massive sufficient to qualify for its personal passport.

It’s the nice digital irony. Extra knowledge doesn’t imply higher choices. Simply larger server farms and an even bigger mess to wash up. Like oil, knowledge wants refining earlier than it fuels something helpful. In any other case, it’s sludge clogging up programs and making AI hallucinate with confidence. Or, as I wish to name it: Tuesday.

Europe, usually painted because the corridor monitor of tech, is quietly proving that requirements aren’t the enemy of progress. They’re what make progress potential. Consider it as grownup supervision with higher espresso.

Unhealthy knowledge – the mess nobody needs to personal

Have a look at IoT: low-power networks like LoRaWAN and NB-IoT have wired up billions of sensors. That needs to be a triumph. As an alternative, it’s producing a tidal wave of unverified readings no person makes use of. Estimates recommend 30 % of all IoT knowledge in retail logistics by no means even will get checked out. 

It’s saved, backed up, and processed, burning power each step of the way in which – simply to finish up as digital-landfill. The one factor worse is your uncle’s storage stuffed with previous cables and a Commodore 64 he swears remains to be “value one thing.” Or all of the LAN cables that you just in all probability nonetheless have in a Tesco bag, ready for that “second” when your hoarding is justified. 

We wring our fingers about plastic straws. However right here’s a thought: your duplicate sensor logs is perhaps doing extra injury than your takeaway lid.

Past the hype – what actual progress appears like

AI has gone from creating mutant fingers to out-performing medical doctors in medical prognosis. That’s not hype. But it surely didn’t occur as a result of somebody purchased extra GPUs. It occurred as a result of the information was cleaned, labelled, and trusted. It seems even the neatest algorithms can’t polish a turd. Although they may attempt, bless them.

Europe will get this. The EU AI Act calls for that high-risk programs are clear, explainable, and constructed on verified knowledge. No black containers. No ‘belief us, it really works’. Sure, it slows issues down. But it surely additionally stops the type of face-palm moments the place AI calls a cat a tumour, or recommends you purchase 500 cans of soup as a result of the algorithm “felt fortunate.”

Why EU requirements are a superpower in disguise

Folks like to mock Brussels for being too keen on rules. However take a look at what these guidelines have achieved. GDPR pressured firms to rethink knowledge dealing with. The Radio Tools Directive is making IoT distributors lastly safe their units. The upcoming Cyber Resilience Act will be sure that merchandise don’t flip into digital compost after yr one.

Consider it as grownup supervision for an business that also needs to chop corners and name it innovation. Like a young person insisting their room isn’t messy, simply “creatively organized.” Even AWS is enjoying alongside, constructing a European ‘sovereign cloud’ simply to maintain enterprise. 

When the largest tech firms bend to your guidelines, it’s in all probability since you have been proper all alongside. 

The actual alternative

The telecom business has at all times measured progress by velocity and protection. These issues matter. However the subsequent part is about credibility. It’s not nearly connecting every part. It’s about proving the information you gather is value trusting and definitely worth the power it takes to ship it all over the world.

Europe’s wager is straightforward. Boring requirements will outlast flashy demos. And in a world the place AI can outperform a physician, that self-discipline appears much less like crimson tape and extra like management. As a result of if there’s one factor worse than unhealthy knowledge, it’s an AI that tells you your toaster wants a software program replace to make toast.

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