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A secure Multi-Party Quantum Computation (MPQC) protocol that allows multiple clients to delegate quantum computations to a server while maintaining blindness (privacy) and verifiability, even when a majority of participants are dishonest.
Defensibility
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This project represents a highly specialized academic contribution to quantum cryptography. With 0 stars and 4 forks, it functions primarily as a reference implementation for a 2021 research paper rather than a production-ready tool. The defensibility is low from a 'software moat' perspective—there is no community, ecosystem, or user lock-in. However, the intellectual moat is high; the protocol solves a niche but critical problem in quantum networking (dishonest majority in delegated computation). Frontier AI labs (OpenAI, Anthropic) are unlikely to compete here as they are focused on classical compute and LLM architectures. The primary risk is 'academic displacement'—newer protocols with better communication complexity or fewer rounds (e.g., moving from two rounds to one) could render this approach obsolete before quantum hardware is even capable of running it. The platform risk is medium because if quantum clouds (IBM, AWS Braket) ever reach maturity, they will likely bake these security protocols directly into their middleware as a commodity feature.
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