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lines changed Original file line number Diff line number Diff line change @@ -46,6 +46,22 @@ constantly evolving, aiming to deliver execution on heterogenous architectures w
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The CIRCT project is an (experimental!) effort looking to apply MLIR and the LLVM
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development methodology to the domain of hardware design tools.
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+ ## [ Concrete] ( https://github.com/zama-ai/concrete ) : TFHE Compiler that converts python programs into FHE equivalent
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+ Concrete is an open-source framework that simplifies the use of
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+ [ Fully Homomorphic Encryption] ( https://fhe.org ) (FHE) and makes writing FHE
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+ programs easy for developers
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+
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+ FHE is a powerful technology that enables computations on encrypted data without
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+ needing to decrypt it. This capability ensures user privacy and provides robust
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+ protection against data breaches.
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+ Concrete enables developers to efficiently develop privacy-preserving
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+ applications for various use cases. For instance,
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+ [ Concrete ML] ( https://github.com/zama-ai/concrete-ml ) is built on top of
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+ Concrete to integrate privacy-preserving features of FHE into machine learning
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+ use cases.
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## [ Enzyme] ( https://enzyme.mit.edu ) : General Automatic Differentiation of MLIR
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Enzyme (specifically EnzymeMLIR) is a first-class automatic differentiation
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sytem for MLIR. Operations and types implement or inheret general interfaces
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