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Centralized models create single points of failure that can be exploited, unlike decentralized systems which offer better protection but at the cost of open data. This is where FHE becomes critical to ensure privacy without compromising decentralization. Zama’s Contributions Zama’s suite of tools like Concrete ML SDK and fhEVM, which aim to simplify the development of encrypted applications. Concrete ML allows developers to use Python for machine learning on encrypted datasets without needing deep cryptographic knowledge. docs.zama.ai zama.ai
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