Decoding AI Inference: Why the European AI Act is Just the Beginning

The European AI Act sets out to regulate artificial intelligence across the continent, marking the first comprehensive attempt to set boundaries on a technology that many deem uncontrollable. But here's the kicker: the Act's vague definition of 'inference' leaves a lot to be desired, especially when applied to credit scoring systems.

The Inference Dilemma

At the heart of the AI Act is the concept of inference, an ability that the Act doesn't clearly define. This gray area creates significant confusion for systems like credit scoring, which sit at the intersection of statistical models and AI. Annex III of the AI Act lists credit scoring systems as high-risk, yet it's unclear if these systems, often based on statistical models, fall under the Act's AI definition.

Why does this matter? Because if we're talking about regulating systems that can impact your financial life, clarity isn't just a nice-to-have. It's a necessity. Financial privacy isn't a crime. It's a prerequisite for freedom.

Building a Framework

Motivated by the ambiguities in the Act, some researchers are developing a framework to assess varying levels of inference capability. Their analysis suggests that not just individual models, but the entire data processing workflow needs scrutiny. Think about it: from data collection to final output, every step can contribute to an inference capability that might slip under the current regulatory radar.

The researchers also highlight the role of human experts in development. Their involvement, or lack thereof, can significantly affect whether a system has the capability to infer. So, when does a human touch become an added value, and when does it blur the lines even further?

Why Should You Care?

The AI Act's failure to clearly define what constitutes inference means credit scoring systems and similar technologies could operate in a regulatory no-man's-land. If it's not private by default, it's surveillance by design. And the chain remembers everything. That should worry you.

Remember, they're not banning tools. They're banning math. As the AI landscape evolves, the need for clear definitions and comprehensive regulations becomes pressing. Otherwise, we risk leaving our financial privacy to the whims of loosely regulated algorithms.

The European AI Act may be a first step, but it's nowhere near the last. Without clear definitions, we're building a regulatory house on sand. Who benefits from this uncertainty? Certainly not the average person whose life could be shaped by algorithms they don't understand and can't control.