The European Union is making a significant move with its planned AI Act, targeting the regulation of the fast-expanding artificial intelligence sector. This emerging legislation is a reaction to the rise of advanced technologies such as ChatGPT and aims to limit the risks of AI while harnessing its possibilities.
Download this guide to delve into the most common LLM security risks and ways to mitigate them.
In-context learning
As users increasingly rely on Large Language Models (LLMs) to accomplish their daily tasks, their concerns about the potential leakage of private data by these models have surged.
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A: At the beginning there was 10 cookies, then 2 of them were eaten, so 8 cookies were left. Then 5 cookieswere given toa friend, so 3 cookies were left. 3 cookies + 2 boxes of 2 cookies (4 cookies) = 7 cookies. Youhave 7 cookies.
English to French Translation:
Q: A bartender had 20 pints. One customer has broken one pint, another has broken 5 pints. A bartender boughtthree boxes, 4 pints in each. How many pints does bartender have now?
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Lorem ipsum dolor sit amet, Q: I had 10 cookies. I ate 2 of them, and then I gave 5 of them to my friend. My grandma gave me another 2boxes of cookies, with 2 cookies inside each box. How many cookies do I have now?
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A: At the beginning there was 10 cookies, then 2 of them were eaten, so 8 cookies were left. Then 5 cookieswere given toa friend, so 3 cookies were left. 3 cookies + 2 boxes of 2 cookies (4 cookies) = 7 cookies. Youhave 7 cookies.
English to French Translation:
Q: A bartender had 20 pints. One customer has broken one pint, another has broken 5 pints. A bartender boughtthree boxes, 4 pints in each. How many pints does bartender have now?
The European Union is taking a major step with its proposed AI Act, aimed at regulating the rapidly growing field of artificial intelligence. This new law comes as a response to the emergence of advanced technologies, like ChatGPT, and seeks to limit AI's risks while making use of its potential.
The AI Act tries to find a middle ground between promoting AI-driven innovation while protecting individual rights and the environment, which demonstrates the EU's commitment to responsible leadership in the development of AI technologies.
The AI Act classifies AI systems based on the level of risk they pose:
Unacceptable Risk
High Risk
Limited Risk
Generative AI / Systemic Risk
Failure to comply with the AI Act carries serious financial implications, pushing companies to align their practices with EU standards. These punitive measures signal the EU's commitment to enforce its policy decisions within the AI sector.
What does this all mean for businesses?
The EU AI Act will be enforced within the next 12–24 months, and companies of all sizes will have to move quickly to get their AI compliance in order.
Businesses should start by evaluating their AI strategies and processes, and holistically reviewing every facet of their AI initiatives—from data quality and model robustness to security. The EU AI Act requires unprecedented transparency across the value chain and businesses should be prepared to deliver that.
David Haber, Co-founder and CEO of Lakera
For us as at Lakera AI, we are now accelerating our work together with our regulatory partners to provide robust security and safety measures that streamline upcoming compliance processes for you.
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