ActiveCircuitry/ac-on-device-homomorphic-inference

The project addresses a highly complex technical niche—on-device cryptographic proofs and homomorphic inference—but currently lacks any market validation. With 0 stars and 0 forks after nearly three months, it qualifies as an unvetted prototype or personal experiment. While the underlying math (Groth16, PLONK) is state-of-the-art, the value of this specific repository lies solely in its Flutter-to-C++ bindings for Android. It faces extreme platform risk: if privacy-preserving ML becomes a standard requirement, Google is likely to integrate similar primitives directly into the Android Private Compute Core or ML Kit, rendering third-party plugins obsolete. Competitively, it trails behind more established ZK frameworks like RISC Zero or Zama, which are building more robust, cross-platform toolchains. The 'reimplementation' novelty tag reflects that this is likely a wrapper for existing C++ crypto libraries rather than a novel cryptographic discovery.