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Home Crypto News News

Amid AI-driven Surveillance, the Urgent Need for Decentralized Confidential Computing

October 26, 2024
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This article is contributed by Yannik Schrade, co-founder and CEO of Arcium.

The Emergence of AI Surveillance: A Modern Dilemma

During a recent presentation, Oracle’s CTO Larry Ellison outlined his vision for utilizing AI in surveillance systems, sparking significant public concern reminiscent of themes from George Orwell’s *1984*. Critics argue that such mass surveillance violates privacy rights, can lead to psychological distress, and discourages open protest.

Present-day Implementation of Surveillance Technology

Notably, Ellison’s perspective raises a crucial point: AI-driven surveillance isn’t just theoretical; it is currently being implemented. For instance, during this year’s Summer Olympics in Paris, the French government hired several tech firms—Videtics, Orange Business, ChapsVision, and Wintics—to employ AI analytics for monitoring behaviors across the city.

The Legislative Framework Supporting AI Surveillance

This extensive surveillance project was facilitated by legislation enacted in 2023 that permits the use of AI software for public data analysis. France leads the European Union in legalizing AI surveillance, although the use of video analytics has a much longer history. The UK began using CCTV in urban areas during the 1960s, and as of 2022, a substantial number of OECD countries had adopted AI for public surveillance, forecasting further demand for these technologies.

The Ethical Implications of Surveillance Technology

Privacy advocates contend that constant monitoring curtails freedom, promoting a climate of anxiety. On the other hand, proponents argue that surveillance enhances public safety, holding officials accountable (as seen in police body cam regulations). The key issue remains whether it’s appropriate for companies to access public data and how securely this sensitive information is managed.

The Challenge of Data Management

An important concern lies in the handling and storage of sensitive data collected via surveillance. Whatever the motives—be it security or urban management—it is imperative to maintain a secure data handling environment.

Exploring Solutions: Decentralized Confidential Computing

The concept of Decentralized Confidential Computing (DeCC) is emerging as a potential answer to the privacy concerns surrounding AI surveillance. Traditional AI training models, such as Apple’s, rely on systems that inherently create vulnerabilities. By eliminating these weaknesses, DeCC proposes a more trustworthy framework for data analysis and processing.

Enhancing Privacy with Advanced Techniques

DeCC has the potential to allow data analysis while keeping sensitive information encrypted. For instance, a video analytics system could identify security threats without revealing personal data. Emerging methods such as Zero-Knowledge Proofs (ZKPs), Fully Homomorphic Encryption (FHE), and Multi-Party Computation (MPC) facilitate the verification of information without sharing confidential data.

MPC, in particular, stands out as an efficient method capable of allowing secure execution of software within encrypted environments, enabling facial recognition processes while safeguarding individual data.

The Future of Surveillance and Data Privacy

Even within a framework that prioritizes surveillance, it is critical to foster transparency and accountability while protecting sensitive information. While developments in Decentralized Confidential Computing are still underway, its principles highlight the dangers of relying on trusted systems, advocating a shift towards more secure data management methods.

As machine learning integrates into numerous sectors—from urban planning to healthcare—the significance of protecting user data cannot be overstated. Moving forward, DeCC will be essential in safeguarding personal privacy and ensuring responsible AI application to avoid the pitfalls of a surveillance-heavy society.

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