concrete

Concrete: TFHE Compiler that converts python programs into FHE equivalent (by zama-ai)

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better concrete alternative or higher similarity.

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  • Show HN: Ncrypt – Query encrypted files privately with FHE
    2 projects | news.ycombinator.com | 4 Jul 2025
    Hey HN,

    We're building ncrypt, an open-source encrypted file manager that allows you to store, manage, and privately query your files using fully homomorphic encryption (FHE). This project originally started as a simple SFTP-like CLI for my personal S3 buckets which I used to send and retrieve encrypted files and have more granular control over key rotation.

    As the number of files that I was storing grew, file discovery started to become a problem, and I found myself frequently having to download and decrypt files to inspect their contents. Rather than leaving them unencrypted in S3 and therefore easier to search, I started looking into the concept of searching over encrypted data using fully homomorphic encryption. This led me to Zama's concrete-python library (https://github.com/zama-ai/concrete), which provides a simple Python interface for performing FHE operations.

    FHE is notoriously slow, so rather than trying to search over entire files I focused on a more tractable problem, indexing and searching over file metadata (summaries, keywords, embeddings, etc) which was small enough to make search practical. While still not fast compared to traditional file management tools, ncrypts search performance is decent if you keep directory sizes relatively small (under 25 files), and most of the heavy lifting happens during metadata extraction, not at search time.

    The two types of encrypted queries we currently support are keyword search and cosine similarity search over vector embeddings, which are generated using user-specified huggingface models. Ncrypt currently supports metadata extraction for text, image, and audio files. Check out our code and give it a try at https://github.com/ncryptai/ncrypt.

    We love feedback!

  • Concrete: Converts Python programs into homomorphic encryption equivalent
    1 project | news.ycombinator.com | 9 Mar 2024
  • Is there a Rust equivalent for Fully Homomorphic Encryption?
    3 projects | /r/rust | 15 Feb 2023
    There is concrete for homomorphic encryption, but that is not really a transport/compiler (yet).
  • Official /r/rust "Who's Hiring" thread for job-seekers and job-offerers [Rust 1.59]
    1 project | /r/rust | 25 Feb 2022
    Your team is writing and maintaining a cryptographic library in Rust. You will contribute in making it fast and easy to use. This library is indeed intended for growing with new cryptographic algorithms, new hardware implementations, etc.
  • cryptography.rs: showcase of notable cryptography libraries developed in Rust (a.k.a. Awesome Rust Cryptography)
    3 projects | /r/rust | 24 Aug 2021
    We are building Concrete, a fast Rust library for homomorphic encryption. https://github.com/zama-ai/concrete
  • Facebook Joins the Rust Foundation
    2 projects | news.ycombinator.com | 29 Apr 2021
    Awesome. I've been keeping an eye on Zama AI, and in particular their Concrete[0] library. Glad to see they're a member now.

    [0] https://github.com/zama-ai/concrete/

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    www.influxdata.com | 14 Jul 2025
    InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now. Learn more →

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