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Brent Rockwood
Principal / Staff Software Engineer · AI Systems, Security
& Systems Architect
Johns Creek, GA · +1 404-960-2864 · brent@brentrockwood.com
- https://www.linkedin.com/in/brentrockwood/
- https://github.com/brentrockwood
- https://rockwoodlab.com
SUMMARY
Principal / Staff Software Engineer with 30+ years of
experience building and operating software platforms, security
systems, data-processing workflows, and operational tooling across
finance, cybersecurity, identity governance, and
SaaS.
Recent work centers on AI systems and Linux-native
infrastructure: local and cloud model workflows, agent systems,
retrieval and evaluation pipelines, and human-in-the-loop automation.
Builds practical systems that combine deterministic software, data
platforms, and AI models for reliable technical and operational
decision-making.
Deep expertise in Linux, TypeScript, security architecture,
and large-scale distributed systems. Brings hands-on systems
experience—from application and data pipelines through containers, local
inference, and production operations—and a long record of turning
ambiguous requirements into maintainable working systems.
CORE SKILLS
AI Systems, Agents & Evaluation
Agent Workflows, Human-in-the-Loop Systems, RAG, Vector Databases,
Knowledge Retrieval Systems, Model Evaluation Frameworks, Prompt &
Context Engineering, Multi-Model Orchestration, Local LLM
Infrastructure, Operational Automation
Linux, Infrastructure & Operations
Linux systems engineering, Docker, Devpods, local inference
environments, infrastructure automation, AWS (Elastic Beanstalk, EC2,
S3, RDS), CI/CD, Nginx
Languages & Runtimes
TypeScript, JavaScript, Node.js, Python, Go, Rust, C#, C++, SQL
Backend, Data & APIs
PostgreSQL, MS SQL Server, MySQL, SQLite, Qdrant, MongoDB, Redis, REST,
GraphQL
Frontend
React, Redux, Tailwind, AngularJS (legacy)
AI Security & Systems
LLM and agent security, prompt injection, instruction hierarchies, AI
control and monitoring, guardrails, model extraction, data poisoning,
adversarial ML, ML threat modeling
Security & Architecture
RBAC, IAM Integrations, Data Governance, Compliance Reporting, Identity
Lifecycle Management, Enterprise Security Architecture, Windows Kernel
Development (historical)
PROFESSIONAL EXPERIENCE
Rockwood
Lab — Principal Engineer / Founder (AI Systems & Software
Architecture)
May 2024 – Present
- Founded and operate Rockwood Lab, an independent engineering
practice focused on applied R&D, AI systems engineering, systems
architecture, and full-stack delivery.
- Design and implement AI systems that combine local and cloud-hosted
models, deterministic automation, retrieval, and human-in-the-loop
workflows.
- Build and operate Linux-based AI environments,
including containerized inference systems, developer tooling,
local-model orchestration, and infrastructure automation.
- Develop agent-oriented systems for operational automation,
documentation generation, infrastructure support, and
software-development workflows.
- Develop vector-database-backed knowledge systems enabling semantic
retrieval across technical documentation, runbooks, and project
artifacts.
- Design evaluation and experimentation frameworks for comparing
models, prompts, workflows, and autonomous behaviors.
- Port and adapt open-source AI systems—including Karpathy’s
Autoresearch and NVIDIA OpenShell/NemoClaw—to local infrastructure
environments.
- Develop multi-model orchestration tooling that coordinates frontier
and local models in shared, repeatable workflows.
- Lead contract engagements delivering production React/TypeScript
applications, including billing and payment-system integrations.
- Serve as technical lead and architect, owning requirements, system
design, implementation, and delivery end-to-end.
Selected AI Systems
& Infrastructure Projects
- Autoresearch Strix Halo Port — Ported and optimized
Karpathy’s Autoresearch framework for AMD Strix Halo local
infrastructure, enabling autonomous research workflows on local
hardware.
- OpenShell / NemoClaw Local-LLM Enablement —
Implemented Ollama provider support and contributed infrastructure for
local and remote model orchestration within agent-driven development
workflows.
- Trio Multi-Model Collaboration Tool — Built a
command-line workflow coordinating frontier and local models for
comparative analysis and collaborative problem solving.
- Operational Knowledge & RAG Systems — Designed
vector-database-backed knowledge-retrieval systems integrating
infrastructure documentation, runbooks, and operational procedures to
support AI-assisted troubleshooting and decision-making.
Tech: TypeScript, JavaScript, Node.js, Go, Rust,
Python, React, GraphQL, SQL, Docker, Linux, Qdrant, AI Tooling,
Infrastructure Automation
May 2019 – May 2024
- Architected and owned a suite of internal security platforms used to
ingest, normalize, and visualize enterprise-wide cybersecurity and
compliance metrics.
- Designed and operated event-driven platforms supporting enterprise
security decision-making, regulatory reporting, and executive visibility
across large-scale distributed environments.
- Built workflow automation and data-processing systems responsible
for ingesting, normalizing, and correlating information from multiple
enterprise sources.
- Designed event-driven data pipelines in Node.js and TypeScript
feeding GraphQL APIs consumed by executive dashboards and federal
oversight teams.
- Implemented delta-sync, partial-query caching, and resolver
optimization, significantly reducing latency and payload size under
load.
- Led cross-team design reviews to harden authentication, RBAC, and
service-to-service API security.
- Systems supported CISO-level reporting and ongoing regulatory
scrutiny at enterprise scale.
Tech: Node.js, TypeScript, React, Redux, GraphQL, MS
SQL Server, Jenkins, Nginx
TEKsystems — Senior
Software Engineer
2017 – 2019
- Delivered full-stack features for Fortune 50 retail and financial
clients supporting high-throughput transactional workflows.
- Optimized GraphQL resolvers and query batching strategies.
- Refactored legacy Redux middleware into typed, normalized slices,
improving maintainability and developer velocity.
- Built centralized logging and diagnostics pipelines.
Tech: Node.js, TypeScript, React, Redux, GraphQL, MS
SQL, Elasticsearch
Soltech —
Senior Backend Developer / Technical Lead
2016 – 2017
- Led backend development for automotive logistics and airline service
platforms.
- Designed and deployed stateless microservices on AWS Elastic
Beanstalk.
- Implemented PostgreSQL transaction strategies and connection pooling
to reduce deadlocks under concurrency.
- Managed a small engineering team and reported directly to executive
leadership.
Tech: Node.js, TypeScript, PostgreSQL, Docker,
AWS
Independent Consultant
2001 – 2016
Selected engagements:
Identity Governance & IAM Integrations — Cenovus
Energy, State of Colorado Built bidirectional identity
lifecycle connectors integrating Quest One Identity Manager, Google
Workspace, and enterprise service desks.
Enterprise AngularJS Component Library — Liberty
Mutual Developed reusable UI components interfacing with large
Java-based REST backends.
Municipal Election Reporting Platform — City of
Halifax Designed real-time vote aggregation system with
fault-tolerant mobile ingestion.
Bitcoin Mining Marketplace — GAW Miners Built
Node.js backend services supporting cloud-based mining rentals and
marketplace operations.
Quest
Software / Dell Software — Senior Software Engineer
2004 – 2012
- Co-developed multiple commercial identity and governance products
including Quest One Identity Manager (Data Governance Edition), Quest
Group Policy Manager, and Quest Archive Manager.
- Implemented backend services and a Windows kernel minifilter driver
to audit and intercept filesystem access.
- Reverse engineered Microsoft Group Policy internals and implemented
XML-based comparison and reporting systems.
- Managed regression testing, installer packaging, and enterprise
deployment tooling.
- Worked as a member of an Agile/Scrum software development team.
Tech: C#, C++, Windows Kernel APIs, NTFS, ADSI, MS
SQL Server
Earlier Career
Software Engineer / Systems Analyst — Mount Sinai School of
Medicine (1997–1999) Developed NIH-compliant clinical trial
software and supported neurology research systems.
Hardware & Software Generalist — Rockwood Electronics
(1990–1997) Built custom PCs, performed forensic
troubleshooting, and developed Access/VBA automation systems.
PROFESSIONAL DEVELOPMENT
AI Security Bootcamp (AISB) — Las Vegas
Completed August 2026
Completed an intensive, hands-on AI security curriculum covering LLM
and agent security, prompt injection and instruction hierarchies, AI
control and monitoring, guardrails and jailbreaking, model extraction,
data poisoning, adversarial ML, AI infrastructure security, and ML
threat modeling. Completed hands-on security exercises and practical
work involving coding-agent attack and defense scenarios, model-level
attacks and mitigations, and infrastructure threat analysis.
EDUCATION
Bachelor of Computer Science Technical University of
Nova Scotia
Completed two years of the program.