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rwilliamspbg-ops/README.md

Mohawk Nexus Banner

rwilliamspbg-ops (Ryan)

Founder @ Sovereign Mohawk Proto LLC
Systems Engineer building sovereign, memory-safe, and quantum-resistant infrastructure for distributed ML and high-performance networking.


Badges & Links

Spotify GitHub Followers License Website LinkedIn Sponsor


Building sovereign, quantum-resistant, high-performance infrastructure for distributed ML.

Memory safe β€’ Quantum ready β€’ Sovereign by design.


πŸ” Focus Areas

  • Kernel-bypass Networking β€” AF_XDP, Rust & Go implementations
  • Trusted Execution Environments (TEE) β€” Confidential computing & remote attestation
  • Post-Quantum Cryptography & Zero-Knowledge Proofs β€” Quantum-resistant primitives and zk-SNARKs
  • Byzantine Fault Tolerant Federated Learning β€” Scalable, verifiable distributed ML

πŸš€ Featured Projects

Project Description Key Technologies
Mohawk-Nexus Unified high-performance network stack with kernel bypass Rust, Go, AF_XDP, eBPF
Sovereign-Mohawk-Proto Scalable federated learning with formal verification Rust, zk-SNARKs, BFT
Sovereign_Map_Federated_Learning Byzantine-tolerant FL framework with streaming aggregation Python, Go, TPM 2.0, Prometheus
smp-tee-runtime Hardened Rust runtime for confidential aggregation Rust, TEE, TPM
SMIP-MWP-Rust Zero-copy AF_XDP datapath Rust, SIMD, AVX2
Mohawk-Inference-Engine Lightweight, secure local inference with layer splitting Python, PyQt6, PQC, mTLS
Ghostlink Memory-safe, sovereign communications layer Rust
Sovereign Agentic Prediction Market Autonomous agentic markets on Sui TypeScript, Sui Move

πŸ’‘ Click project names for architecture diagrams, benchmarks, and setup guides.


πŸ§‘β€πŸ’» About Me

  • πŸ”­ Currently hardening smp-tee-runtime and scaling Mohawk-Nexus across multi-node clusters
  • 🌱 Researching post-quantum zk-SNARKs for privacy-preserving federated ML
  • πŸ’¬ Ask me about: Rust zero-copy networking, TEE remote attestation, AF_XDP, or Sui Move
  • ⚑ Fun fact: I design systems assuming nation-state adversaries and quantum compute

πŸ”₯ Contribution Highlights

4,179 contributions in the last year

GitHub Streak

Contribution Graph

πŸ› οΈ Tech Stack

Languages
Rust Go Python TypeScript

Systems & Performance
Linux Docker AF_XDP eBPF SIMD

Security & Cryptography
Post-Quantum zk-SNARKs TEE


πŸ“Š GitHub Stats

GitHub Stats Top Languages


πŸ“¦ Crates on crates.io

My published Rust packages focus on memory-safe, high-performance, and quantum-ready infrastructure components.

crates.io

Featured Crates:

Crate Description Version Links
smp-tee-runtime Rust runtime for federated-learning aggregation in TEEs v0.1.0 πŸ“– Docs
smp-zk-proofs Verifiable aggregation ledgers with zk-SNARKs 0.1.1 πŸ“– Docs

All crates emphasize zero-copy patterns, post-quantum readiness where applicable, and integration with TEE / kernel-bypass stacks.

Connect & Support

🌐 Website β€’ πŸ’Ό LinkedIn β€’ πŸ’° Sponsor β€’ πŸ“ Seattle, WA

Profile Views

Building systems that last β€” memory safe, quantum ready, and sovereign by design.

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  1. Mohawk-Nexus Mohawk-Nexus Public

    A unified repository managing the Mohawk network stack. Integrates Go control planes (AF_XDP host integration & bridge request ingestion) with Rust datapaths (routing, crypto, & consumer mechanisms…

    Python 1 1

  2. Sovereign-Mohawk-Proto Sovereign-Mohawk-Proto Public

    High-scale Federated Learning (10M nodes) with formal BFT verification. Features 10ms zk-SNARKs and a 2026 PQC Overhaul: enforcing x25519-mlkem768 hybrid KEX, XMSS TPM-attestation, and epoch-based …

    Python 10 1

  3. Sovereign_Map_Federated_Learning Sovereign_Map_Federated_Learning Public

    Sovereign Map is a production-grade, Byzantine-tolerant Federated Learning framework. Utilizing the Mohawk Protocol for streaming aggregation, it achieves a 224x memory reduction, enabling secure o…

    Python 2

  4. SMIP-MWP-Rust SMIP-MWP-Rust Public

    High-performance Rust datapath for SMIP-MWP. Zero-copy AF_XDP networking with integrated crypto (AES-256-GCM + ChaCha20-Poly1305), lock-free routing, and post-quantum key exchange. Engineered for m…

    Makefile 6 1

  5. smp-tee-runtime smp-tee-runtime Public

    A minimal, hardened Rust runtime for executing critical federated learning aggregation logic (e.g., Multi-Krum, Federated Averaging) entirely within hardware-enforced Trusted Execution Environments…

    Rust 2

  6. Mohawk-Inference-Engine Mohawk-Inference-Engine Public

    A lightweight, secure local inference and management engine featuring multi-device layer splitting, PQC-secured edge offloading, and high-concurrency session management.

    Python 2