AI product engineer, enterprise automation architect, and cloud/cybersecurity engineer. I turn hard ideas into working products across agentic AI, pentesting, audit readiness, trading systems, and cloud SaaS.
Passionate, self-driven engineer who thrives on difficult problems — turning ambitious ideas into working systems across AI, cybersecurity, cloud infrastructure, and enterprise automation.
Hands-on across software development, AI product integration, penetration testing, vulnerability management, database administration, and hybrid cloud estates — with the leadership experience to take products from concept through production.
Known for combining deep technical range with practical execution: agentic multi-agent workflows, secure API design, CVSS-prioritized findings, human-in-the-loop safety, and comprehensive testing across sandbox through QA before production deployment.
VCP
PMP
Security+
Atlanta, GA · Remote
Georgia Tech · Auburn
U.S. Army veteran · DoD Secret
AI / LLM engineering
From agent idea to production system.
Agentic architecture, MCP tooling, Claude Code workflows, RAG, structured output, and eval gates — applied in shipped products, not slides.
50+Python modules · zaiaudi agentic engine
300+automated tests before production
18scanners orchestrated as tool integrations
8,000+template engine orchestrated as tool integrations
01
Agentic architecture & orchestration
Multi-agent system design across hub-and-spoke and orchestrator–subagent topologies; task decomposition and planning, dynamic replanning and ambiguity handling, in-app self-healing agents, and human-in-the-loop approval gates.
Shipped in zaiaudi — task-decomposed subagents for ingestion, retrieval, and evidence validation.
02
Tool design & MCP integration
MCP client/server development, tool-boundary design that prevents reasoning overload, custom tools, Skills, and subagents; infrastructure monitoring, automated recovery and alerting, and ServiceNow incident / request / catalog integration.
Shipped in 1Ops — ServiceNow work turned into reusable agent workflows at Rollins.
03
Claude Code configuration & workflows
CLAUDE.md hierarchy, custom slash commands and Skills, CI/CD and headless invocation, and local AI implementation — the developer platform tuned so agents build the way the team builds.
Applied across zaiaudi and PentestMyApps — CI/CD and headless invocation drive the build-and-verify loop.
04
Prompt engineering & structured output
JSON-schema enforcement, few-shot technique, validation and retry loops, and structured-output handling for both feature development and data analysis.
Shipped in zaiaudi control mapping and readiness scoring, and PrintMoney AI signal recommendations.
05
Context management & reliability
RAG architecture — chunking, embedding, hybrid retrieval — plus prompt caching, Batch API workload design, long-conversation compaction, and session memory.
Shipped in zaiaudi — a RAG pipeline for document ingestion and search across the evidence set.
06
Model selection & optimization
Task-specific model routing, LLM fundamentals, cost and token management, model hardening and health monitoring, and skills development and customization.
Shipped in 1Ops — task-specific routing across incident, fulfillment, and health workflows.
07
Security & safety
Human-in-the-loop safety, secure API/token and identity, secrets, and key management, guardrails and safe deployment, code review, and multi-agent build verification.
Shipped in PrintMoney — hard risk guardrails, paper mode, kill-switch controls, human-in-the-loop approval.
08
Applications & integration
Production Claude application design, configuration management, AI adoption roadmap development and execution, team collaboration and training, executive reporting and dashboard visibility.
Shipped across zaiaudi executive dashboards, TrinityX risk posture, and 1Ops executive insight.
09
Eval, testing & debugging
Comprehensive manual and automated testing across Sandbox, Development, Test, and QA; verification and refinement pipelines; audit, vulnerability management, and penetration testing before anything reaches production.
300+ automated tests in zaiaudi; audit, vulnerability management, and penetration testing before every production deployment.
Also in the toolkit
RAG · embeddings · hybrid retrieval
Prompt eval & quality gates
Prompt caching & Batch API
Cost & token management
Structured JSON & tool schemas
CI eval gates before prod
Paper mode & kill switches
Agent memory & session state
OIDC / Entra SSO for AI apps
Core skills
Where the work compounds.
Software, automation, cyber tooling, cloud SaaS, and leadership — applied end to end from idea to production.
Software engineering
Python, PowerShell, ASP, C#/.NET, JavaScript, Bash, SQL, REST APIs, automated testing, OWASP, system design, and software architecture.
Penetration testing platforms, systems hardening, vulnerability management, CVSS prioritization, incident response, and risk management — built as shipping applications and tooling, not paperwork.
0-to-1 delivery, multi-quarter initiatives, cross-functional influence, hands-on problem solving, mentoring and up-leveling teams, tradeoff decisions, and operational reliability.
Platform & ops
Linux, Windows, SQL DBA, VMware (vSphere, NSX), MECM, SCOM, LogicMonitor, Active Directory, Group Policy, DNS, DHCP, SMTP, Apache, and IIS.
Problem solver
First instinct is to dig in — isolate the failure, map the system, and ship a durable fix. Comfortable in the hard rooms: outages, ambiguous requirements, and cross-team blockers.
A physicist first
Georgia Tech Applied Physics trained me to model reality before coding it — measure, simplify, then build systems that hold under load. Precision and curiosity still drive every architecture decision.
Idea → product
I take a rough concept and drive it to a live subscription or enterprise system — architecture, agents, security, and operations included. If you can imagine it, I can build it.
"Audit-ready, automatically. Walk in already knowing the result."
Built 0-to-1 on an agentic architecture — task-decomposed subagents for ingestion, retrieval, and evidence validation — across 50+ Python modules and 300+ automated tests. A RAG pipeline ingests policies, runbooks, tickets, and evidence logs; structured-output validation maps every artifact to ISO 27001:2022 controls, scores the gaps, and hands you a sample for every missing control.
Serves both auditor and auditee — risk register, SoA, remediation plans, artifact templates, auditor workspaces
Executive dashboards and a 0–100 readiness grade across all 93 Annex A controls
Multi-tenant RBAC, OIDC/Entra SSO, and pluggable local / S3 / OneDrive / Google Drive evidence stores
Integrates with brokerages, user-configured tool APIs, financial news, and live market feeds. The central Decision Desk is an AI-integrated dashboard with chart indicators and gauges, back-tested strategies, and structured-output AI signal recommendations — with TraderTV docked right inside it.
Unusual stock and option detection surfaced next to your positions
Hard risk guardrails, paper mode by default, stops and targets on every trade
Human-in-the-loop approval and a kill switch always one click away
Unified vulnerability management and automated remediation. Agentic orchestration correlates findings across Tenable, cloud-native security services — Intune, AWS Inspector, Defender — and open-source scanners, then drives remediation workflows, remote server management, and executive risk-posture dashboards.
Enterprise IT automation · Rollins
1Ops
AI-powered infrastructure management, visibility, and automation. Converts repetitive ServiceNow incidents, request fulfillment, operational tasks, identity and licensing cost-savings, security audit support, and infrastructure health data into reusable agent workflows with task-specific model routing — and executive-visible insight.
Experience
Built in the hard rooms.
From accredited DoD systems to multi-region SaaS and an independent AI product studio.
2024 — Present
Independent AI Product Studio · Founder & Principal AI Engineer
Designs, ships, and operates live products end to end across audit readiness, pentest automation, security operations, and risk-governed trading workflows.
2020 — Present
Rollins, Inc. · Senior Solutions & Automation Engineer
Conceived and built 1Ops. Automated recovery, monitoring, ServiceNow work, identity signals, and executive reporting across large on-prem, Azure, AWS, and endpoint estates. Led the recovery of two datacenters, 2,000+ servers, and VIP desktops during the CrowdStrike incident.
Built the ISMS from zero. Led ISO 27001 certification (2023) and surveillance (2024); advising on 2026 recertification. Architected secure multi-region AWS SaaS for research institutions including Emory, Harvard, Rockefeller, Yale, Oxford, Max Planck, Cambridge, and Institut Pasteur — per-tenant isolation, WAF-fronted ingress, and EU data-handling requirements.
2016 — 2019
Norfolk Southern via Pyramid Consulting · Senior Automation Architect
300+ orchestration runbooks across a 2,200-server Windows/Linux/AIX estate — application recovery, one-click provisioning, Active Directory audit, and ServiceNow request fulfillment. Built a C#/PowerShell service catalog integrated with HPSM for order tracking and reporting. Self-remediation and intelligent routing cut after-hours on-call alerts ~88%.
2015 — 2016
NCI, Inc. · Senior Program Manager, Fort Benning NEC
Led software engineering team automating IT service desk incidents and tasks. Drove RMF inspection readiness, vulnerability-management decision support, and command dashboards adopted by U.S. Army IT Command.
2005 — 2015
Lockheed Martin IS&GS Defense · Senior Engineering & Operations Manager
Programmer Analyst → Software Engineering Manager → Senior Operations & Engineering Manager. 20+ accredited DoD applications across Airborne School, Ranger Training Brigade, and Officer Candidate School. Best-in-class DIACAP (2014) and CCRI (2015) scores. $2M+ annual savings via data-center consolidation across five sites. Spot Award from the Commanding General, U.S. Army 7th Signal Command.
Foundation
Education & credentials.
Two degrees and a consolidated certification foundation across security, data, virtualization, service management, web engineering, and project delivery.
B.S., Applied Physics
Georgia Institute of Technology — High Honors
M.S., Management Information Systems
Auburn University — GPA 4.0, Highest Honors
Certifications
Project delivery, cloud infrastructure, security, data, service operations, virtualization, and web engineering.
PMP
Microsoft MCSE: Data Platform
MCITP DBA & SharePoint
MCSA
CompTIA Security+
CompTIA Network+
CompTIA A+
CompTIA iNet+
VMware VCP
ITIL Intermediate: Service Operation
CIW Master Web Designer
Let's build
AI products. Cyber tooling. SaaS architecture.
If you can imagine it, I can build it — AI products, cyber tooling, and cloud SaaS that ship.