PureCipher Inc

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https://www.purecipher.com

AI & ML interests

Focused on solving data poisoning and adversarial threats by building AI Immune Systems. Our work spans data integrity, adversarial robustness, privacy-preserving AI, and trustworthy AI for mission-critical applications.

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PureCipher

Welcome to the official Hugging Face organization for PureCipher! We build foundational technologies for trust, security, and privacy in modern AI and multi-agent systems.

Here, you can find our flagship projects, interactive demos, and the underlying research that powers our solutions.

Featured Projects:

SecureMCP: A Trust Fabric for Multi-Agent Systems

SecureMCP is an extension of the Model Context Protocol (MCP) that transforms agent runtimes from opaque executors into cryptographically verifiable trust fabrics. It provides machine-verifiable guarantees of lawful execution, non-repudiation, and tamper-evident provenance, making it essential for adopting multi-agent systems in high-stakes domains like healthcare, finance, and industrial IoT.

Space: xsecuremcp Hugging Face Space
Repository: Find the source code and research paper at our GitHub repository.

OmniSeal: AI-Powered Steganography

OmniSeal is a powerful "Any-to-Any" steganography solution that can hide any file inside any other file. This technology uses AI to securely conceal data within seemingly normal files, making it invisible to unauthorized parties. Explore our interactive demo on Hugging Face Spaces to see how easy it is to protect your data.