Selected Projects & Impact
A selection of enterprise and independent engineering work. All descriptions use only publicly releasable language — no program names, proprietary tools, or exact internal figures.
Enterprise AI/ML & Automation (Lockheed Martin Aeronautics, 2021–Present)
Enterprise Trade-Policy Mitigation Initiative — Built the mitigation framework and real-time tracking system for a major trade-policy event, reducing enterprise cash impact by hundreds of millions. Drove process improvements across supply chain, contracts, finance, and sustainment. Recognized with a top-tier enterprise team award (<1% of division employees).
Finance Exception-Recovery Automation — A large-scale Alteryx ML/NLP workflow plus an executive Tableau dashboard giving leadership visibility into a large, high-value balance. Saves roughly 1,800 labor hours per year and prevents six-figure losses — now embedded in the team’s normal business rhythm.
Enterprise Classification AI Assistant — Co-led a cross-organization AI assistant evaluated against a large benchmark of real-world scenarios on an enterprise AI platform, targeting a double-digit reduction in downstream errors. Includes structured behavior tests, accuracy validation against ground-truth scenarios, and benchmark datasets.
Enterprise RAG Pipeline — Deployed retrieval-augmented generation for financial-data classification with a full evaluation methodology, guardrails, audit logging, and transparency artifacts. Identified and onboarded a third-party AI platform across the organization.
Regulatory Compliance NLP Automation — NLP/RAG applied to a regulatory-compliance domain, with an evaluation methodology designed specifically to catch grounding errors before they create regulatory exposure.
Tax & Compliance Automations — Multiple state tax-compliance dashboards across various jurisdictions delivering five-figure annual savings and hundreds of labor hours reclaimed, plus a property-classification automation delivering seven-figure annual cost savings.
Additional Digital-Transformation Portfolio — 17+ active projects including production trend forecasting, financial-reporting dashboards, forward-pricing automation, billings & collections metrics, material-receipt analytics, and an automated waiver workflow recognized by senior leadership (2026).
Enterprise Data Analytics (Lockheed Martin Space Systems, 2006–2021)
Enterprise Allocation Tool — Designed, developed, and deployed enterprise-wide. Seven-figure cost avoidance and a substantial reduction in labor-allocation time, with rollout training, a central audit, and upper-management presentations.
Crisis-Response Capacity Analytics — Led enterprise capacity management with predictive dashboards and workforce models for real-time executive decision-making during a major operational disruption.
Earned-Value Automation Suite — Built secure-environment EVM automations delivering six-figure annual cost avoidance; sole developer of an enterprise earned-value data-quality tool (20+ stakeholder UAT).
Manufacturing Analytics — MES-to-Tableau integration for real-time manufacturing metrics and a six-dashboard executive suite via SharePoint/Tableau. Supported large subcontractor budgets across major programs.
Independent Engineering (2021–Present)
Cloudflare Workers Platform — A production fleet of 60+ Workers across 5+ D1 databases with R2 object storage: OAuth 2.0 token flows, cron-driven data sync, and REST APIs powering a personal financial-data hub, plus OSINT scanning pipelines across certificate-transparency and threat-intelligence sources with automated alerting.
LLM Fine-Tuning & Evaluation — Fine-tuned transformer-based language models with custom evaluation harnesses against domain-specific benchmarks. Built multi-agent orchestration systems and RAG pipelines over a curated 10,000+ document research corpus with grounding checks, hallucination-detection scoring, and explainability methods.
ContentShield Pro — Forensic content-authentication and watermarking SaaS for provenance verification and misuse detection. Architected and shipped from concept through integration testing as sole technical operator. Stack: FastAPI backend, React dashboard, Python image-processing pipeline.
StreamPulse — Real-time web-analytics platform with authenticated data collection, manifest/API polling, an ETL pipeline, and an HTML/JS dashboard.
Digital Sentinel — An OSINT monitoring system scanning certificate-transparency and threat-intelligence sources, persisting to D1 with automated real-time alerts for brand and domain-security monitoring.
AI Authorship & Writing-Style Analysis — An AI-assisted authorship-analysis pipeline across document and email exports for research and investigative use cases.