Encrypted Mamba LM inference under CKKS (FIDESlib/OpenFHE). Certified polynomial Mamba-2 surrogate (WikiText-2 ΔPPL +0.12%), verified decode lowering, GPU kernel in progress. New trunk: fhemamba/; the fhe_native_mamba3 package is a read-only archive.

The open toolkit for LightChain AI: TypeScript SDK for encrypted on-chain inference, self-custodial wallet with built-in AI chat, one-flow worker onboarding, and live network + DAO dashboards.

Runnable LightChain AI inference examples (lightnode-sdk)

Product and GTM docs for MPC-secured agent payments and encrypted inference.

Privacy-preserving machine learning with Fully Homomorphic Encryption (FHE): theory plus encrypted-inference demos using Concrete-ML (Iris, sentiment, image filtering). Cryptography coursework (M.Sc. IT, HUTECH).

Browser-based CKKS approximate FHE demo — encrypted floating-point arithmetic, homomorphic neural network inference, rescaling, and the complete FHE trilogy (TFHE + BGV/BFV + CKKS). Part of the crypto-lab suite.