IAN NELSON

Autonomous Systems · Edge AI · Intelligence

Building multi-agent swarms, on-prem AI matching frontier models, knowledge graph pipelines, and edge inference systems.

Who I Am

I'm an AI systems architect and CTO with 26 years across the Intelligence Community, the U.S. Army, cybersecurity, and private-sector AI — currently leading R&D at Clarity Innovations and building Talon Black, an autonomous risk intelligence platform. The constant has been the same: find the problem no one knows how to frame and build what solves it. I don't follow domains. I follow the edge.

I've kept my hands on the keyboard by design. I can operate at any scale, from a team of one to organizations of thousands, but I do my best work building — staying ahead by doing. Right now that means autonomous multi-agent swarms, on-prem large language model inference rivaling frontier models, retrieval-augmented generation pipelines, knowledge graphs that pull signal from noise, and edge inference engines that run where the data lives.

Off the clock — married over twenty years, raising two sons headed toward military commissions, two dogs running the house, and a lifelong metalhead. Covered in tattoos that aren't for everyone, but they're for me. I believe we're accelerating toward something most people aren't ready to talk about yet. If you're building at the boundary of what's possible, we should connect.

Current Roles
CTO, R&D — Clarity Innovations
CEO — Talon Black
Background
Intelligence Community
U.S. Army · NSA · Private Sector
Focus Areas
Multi-Agent Swarms · On-Prem Frontier AI · Knowledge Graphs · Edge Inference · Autonomous Systems

Track Record

JUL 2023 – PRESENT

Intelligence Community services and technology company delivering mission-critical solutions across the national security enterprise.

  • Led R&D organization and built the Labs division from the ground up
  • Shipped novel product capabilities; managed P&L and org growth strategy
  • Drove technical vision across AI/ML-assisted intelligence workflows
1 / 11
6940 Columbia Gateway Dr, Columbia, MD
JUN 2023 – PRESENT

AI/ML-assisted risk intelligence platform. Autonomous analysis, multi-agent swarm architectures, and derived value generation for enterprise clients.

  • Founded and scaled AI/ML-assisted risk solutions platform
  • Automated analysis pipelines delivering derived value for clients worldwide
  • Full P&L ownership; business development, product, and engineering leadership
2 / 11
Severna Park, MD (Remote)

Insurance Operations Strategist

DEC 2021 – JUL 2023

Active cyber insurance and security company combining insurance with cybersecurity technology to manage and mitigate digital risk.

  • Applied technologist embedding engineering capability into insurance operations
  • Delivered $250M GWP ROI through process automation and tooling
3 / 11
1160 Battery St, San Francisco, CA

Senior Principal Engineer

MAR 2018 – DEC 2021

Active cyber insurance and security company combining insurance with cybersecurity technology to manage and mitigate digital risk.

  • Lead principal engineer across 3 VPE rotations; maintained architectural continuity
  • Built automated renewals platform handling $100M+ in gross written premium
  • Led BinaryEdge M&A technical integration and due diligence
4 / 11
1160 Battery St, San Francisco, CA

Board of Advisors

JUN 2015 – AUG 2020

Technology services company focused on IC and defense programs, specializing in agile software development and systems integration.

  • Provided technology roadmap guidance and strategic direction
  • Supported contract acquisition and business development within the IC
5 / 11
7170 Riverwood Dr, Hanover, MD

Infrastructure Lead

@ [Redacted]
AUG 2016 – APR 2018

Private sector intelligence and analysis firm.

  • Led data center buildout and physical infrastructure architecture
  • JAMF-based macOS/iOS fleet management; CI/CD pipeline implementation
6 / 11
Elkridge, MD

Senior Software Architect

OCT 2014 – JUL 2016

Network detection and response company founded by former NSA Director Gen. Keith Alexander. Real-time behavioral analytics on network traffic.

  • Designed streaming analytics infrastructure on Kafka and Spark
  • Built first-product network behavior visualization UI
  • Established frontend architecture standards for the founding engineering team
7 / 11
8135 Maple Lawn Blvd, Fulton, MD

Principal Engineer / Technical Director

@ NSA
APR 2012 – OCT 2014

National Security Agency — signals intelligence and information assurance for the United States Government.

  • Led OWF/OZONE teams and the IC Application Mall under IC ITE
  • Architected internet-scale multi-agency application distribution infrastructure
  • Conducted SDN research and prototyping for next-generation network architecture
8 / 11
Fort George G. Meade, MD

Senior Technical Consultant

AUG 2011 – APR 2012

Defense contractor providing technology services and solutions to DoD and intelligence community clients in the Pacific theater.

  • Built HTML5 real-time spectrum analyzer for DoD client
  • Prototyped geospatial analytics on Hadoop/Accumulo stack
9 / 11
Kunia, Hawaii

Software Engineer

@ TexelTek
JAN 2009 – JUL 2011

Small technology firm delivering web application frameworks and analyst tools to the intelligence community.

  • Developed OZONE Widget Framework and RT-RG analyst suite
  • Scaled platform to 300+ concurrent analyst users
10 / 11
Kunia, Hawaii

Signals Intelligence Analyst

2002 – 2007

NSA/CSS Hawaii — signals intelligence collection and analysis supporting national and theater intelligence requirements in the Pacific.

  • Performed SIGINT collection and analysis; recognized for mission impact
  • Developed mission automation tools that accelerated analyst workflows
  • Led intelligence restructuring effort across assigned mission sets
11 / 11
Schofield Barracks, Hawaii (500th MI BDE)

Core Capabilities

AI & Agents

  • Multi-Agent Swarms
  • vLLM
  • ONNX
  • Edge Inference
  • Autonomous Systems
  • LLM Orchestration
  • RAG

Knowledge Graphs

  • SurrealDB
  • Neo4j
  • Entity Resolution
  • Ontology
  • Graph Reasoning
  • Embeddings

Infrastructure

  • Kubernetes
  • Bare Metal GPU
  • Docker
  • Flux/GitOps
  • Terraform
  • Kafka
  • Helm

Languages

  • Go
  • Python
  • TypeScript
  • Java
  • SvelteKit
  • gRPC
  • React

Intelligence

  • SIGINT
  • Threat Modeling
  • Risk Analysis
  • NIST 800-53
  • Vulnerability Research

Leadership

  • R&D Orgs
  • M&A
  • P&L Management
  • Board Strategy
  • Team Scaling

Things I've Shipped

VIPR

Autonomous knowledge graph construction platform. Multi-agent pipeline orchestrates LLM-powered entity extraction, ontology building, and graph enrichment. On-prem vLLM inference, ONNX edge models, Kafka-driven task routing. Go + SvelteKit + SurrealDB.

Talon Black

Autonomous risk intelligence platform. Multi-agent swarm architecture for continuous threat analysis, automated reporting, and derived value generation. On-prem inference with open-weight models, graph-enabled reasoning, edge deployment.

OZONE Widget Framework

Open-source web application integration framework deployed across the Intelligence Community, DoD, and civilian agencies. Led development as NSA Technical Director, enabling inter-application communication at IC scale.

IC ITE Applications Mall

Central application catalog for the Intelligence Community IT Enterprise. Internet-scale elastic architecture providing multi-agency access to mission applications across the IC.

DARKMIST

Web desktop environment for business, intelligence, and analytic workflows. Rich multi-application workspace with inter-app communication and state management.

Academic Foundation

B.S. Computer Science

2010 – 2014

Public university within the University System of Maryland, specializing in online and distance education for working adults and military-affiliated students.

3.8 GPA · Upsilon Pi Epsilon Honor Society · Dean's Award
1 / 3
Adelphi, MD

Computer Science

2007 – 2008

Public university in Russellville, Arkansas. Attended while working full-time as campus IT staff. Focused on CS core and electrical engineering electives.

3.8 GPA · IEEE / ACM Member
2 / 3
Russellville, AR
1998 – 2000

One of sixteen public residential high schools in the country for gifted students with aptitude in STEM. Created by the Arkansas Legislature in 1991.

3.9 GPA · Intel ISEF Finalist · Computer Programming Team
3 / 3
Hot Springs, AR