FHECipher: 可编程自举算子、CKKS 张量运算加速与全程密态 AI 推理引擎
FHECipher 设计并扩展基于格的完全同态加密 (FHE) 密码系统(CKKS、BFV、BGV、TFHE),赋能零信任机密云计算,确保敏感数据在密文计算处理全生命周期中保持高强度数学保护。
FHECipher 系统架构
Core cryptographic topology and protocol interaction of fhecipher.com
Central System: FHE Compute Core - Lattice Ring Engine
Cryptographic Nodes
- CKKS Scheme
- TFHE Gate
- Bootstrapping
- GPU Coprocessor
- Encrypted ML
Architectural Layers & Protocols
- Mathematical Ring Learning With Errors (RLWE) (R_Q = Z_Q[X]/(X^N + 1) with Giant Moduli (up to 1200 bits)): Encoding floating-point vectors and integers into complex polynomial coefficients
- FHE Scheme Implementations (CKKS / BFV / TFHE) (Approximate and Exact Homomorphic Arithmetic Engines): Evaluating tensor linear algebra (CKKS) and boolean logic gates (TFHE) over ciphertexts
- Bootstrapping & Noise Management (Algorithmic Noise Refreshing for Arbitrary Circuit Depth): Resetting accumulated polynomial noise to enable infinite deep neural network evaluation
- Hardware Acceleration & GPU Offload (NVIDIA CUDA / AMD ROCm / Custom ASIC FHE Accelerators): Accelerating 1024-bit integer NTTs to achieve real-time encrypted AI inference
Key Metrics: Zero-Leak (Memory Plaintext Exposure) | N = 65,536 (Polynomial Ring Dimension) | Hardware Accel (Bootstrapping Acceleration) | Indistinguishable (Ciphertext Security Guarantee)
密码学的圣杯:在加密数据上直接计算
Classical encryption protects data in transit and at rest, but exposes plaintext in memory during processing. FHE leverages high-dimensional Ring Learning With Errors (RLWE) lattices to perform additions and multiplications directly on ciphertexts.
Core Engineering Areas
- FHE Schemes Comparison — Mathematical trade-offs between approximate arithmetic precision and discrete bit-level operations.
- FHE Hardware Acceleration — Engineering 1000-bit polynomial multipliers and ultra-wide memory bandwidth interfaces.
- Encrypted ML Inferences — Designing polynomial activation functions (GELU/ReLU approximations) for homomorphic evaluation.
Technical Articles
Related Cluster Architecture Specifications
- PQCEcosystem — NIST FIPS 203/204/205 Standards, Post-Quantum Migration Roadmaps & Enterprise Crypto-Agility
- A2AShield — Autonomous Agent-to-Agent (A2A) Zero-Trust Communication Fabric, Mutual Post-Quantum TLS & Cryptographic Delegation Chains
- A2ATShield — Agent-to-Agent Telemetry & Action Verification, Quantum-Proof Audit Trails & Decentralized Agent Governance Enclaves
- AP2Shield — Application-to-Platform PQC Shield, Cloud Microservices Mesh Ingress & Mutual Post-Quantum SPIFFE/SPIRE Attestation