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

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Gaurav

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.


💡 Core Engineering Solutions

  • 🧠 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.

🏆 Verified Open-Source Impact & Systems Research

  • 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.

🗓️ Project & Architecture Timeline (Chronological)

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.

🛠️ Core Stack

  • 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

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