First-Principles Systems Architect | Low-Cost Edge AI, Applied AI & AR | Open-Source Contributor

Self-directed engineer building from first principles: eliminating high cloud inference costs through local-first Edge AI & P2P runtimes, engineering production applied AI architectures, building patent-pending AR spatial platforms, and contributing foundational fixes across open-source ecosystems.

• 🧠 First-Principles & Self-Directed Engineering:
  Independent practitioner operating from first-principles reasoning — dissecting compiler internals, protocol specifications, and system runtimes from the ground up without relying on black-box abstractions.
• 📉 Slashing AI Inference Costs at the Edge:
  Bypassing expensive centralized GPU/token costs by engineering local-first, peer-to-peer (P2P) edge inference pipelines (CPU-optimized runtimes, air-gapped execution, and hybrid cloud fallbacks).
• 👓 Applied AI & AR Spatial Layers:
  Building production applied AI systems (predictive scoring, OCR pipelines, Model Context Protocol runtimes) and AR-first social expression layers bridging physical assets with digital spatial media.
• 🛡️ Foundational Open-Source Problem Solving:
  Delivering verified bug fixes, compiler type-soundness validations, and cross-platform reliability improvements across global repositories.

• Solana Block Ordering Research
  • Empirical research suite investigating transaction ordering rules and determinism across 6 Solana Mainnet validators spanning 4 distinct client architectures (Jito-Solana, Jump Crypto Frankendancer, Anza Agave Canary, and Native Firedancer). Fully reproducible in one command via Docker Compose with strict $\le 0.05$ SOL spend-cap enforcement.
• OpenSSF / cve-bin-tool (Linux Foundation)
  • Merged PR #5986: Resolved MIME-type extraction defects and prioritized file extension matching in automated vulnerability scanning. Merged by maintainer ffontaine.
• limitlessprojects / Go-Hybrid
  • Fixed compiler soundness holes in hy-check (builtin composite operand validation & complex number conversion targets) to prevent invalid code from passing compile checks.
• Ubiquity DAO
  • Engineered developer profile matchmaking algorithms and resilient CoW Swap settlement pipelines with EIP-712 verification.

A chronological timeline of independent, patent-pending deep-tech architectures and platforms:
(Core research and implementation code retained in private repositories for patent-pending IP protection)

• Dec 2025 — Smart Warranty Hub (MVP)
  FastAPI + SQLAlchemy backend, predictive scoring, OCR processing pipelines, and analytics dashboard.
• Dec 2025 — Project Phoenix
  Core distributed systems architecture and foundation layer.
• Jan 2026 — Smart Parking Management System (v1)
  IoT and physical-world automated resource tracking platform.
• Feb 2026 — Edge Smart MCP (Phase 1.6) & Cloud MCP
  Edge-first Model Context Protocol (MCP) runtimes and clean cloud orchestration backends.
• Mar 2026 — AR Expression Platform
  Augmented Reality social layer connecting physical prints with spatial media feeds, expression creation, and real-time AR viewer.
• May 2026 — AI For All Platform
  Web portal and accessible interface for community AI toolkits.
• May 2026 — P2P Edge AI
  Local-first, privacy-preserving edge AI prototype designed for offline and air-gapped environments.
• Jun 2026 — P2P Cloud & Edge AI Backend (Phase 1.51)
  Hybrid P2P edge-cloud Python backend with local CPU model inference and fallback routing.
• Oct 2026 — Solana Validator Transaction Ordering Architecture
  Engineered and published the empirical measurement framework evaluating leader banking stage schedulers across mainnet client lineages.
• Oct 2026 — Open-Source Contributions & Compilers
  Upstream compiler type-checker soundness fixes (hy-check), test runners, and Linux Foundation (OpenSSF) CVE tools.

• Languages: Rust, Go, Python, TypeScript, JavaScript
• Systems & Edge: Solana (TPU/QUIC/SVM), Local-first Edge Runtimes, P2P Networks, Docker, Linux/POSIX, CI/CD
• Protocols & Standards: EIP-712 / EVM, REST, WebSockets, Structured Data