Available for Senior Engineering Manager, Model Inference & Serving AI Opportunities
MANWELL CLARK · Applicant · JR37209 · Team: Data & Insight

Senior Engineering Manager,
Model Interference & Serving
AI Platform

Sr. Principal Technical Program Manager | AI & Infrastructure Leader | TS/SCI Cleared. 20+ years delivering $287M in secure, distributed systems with 99.2% reliability.

View Impact Contact Directly
manwell.clark@gmail.com +1.737.766.7424
$287M
Infrastructure Portfolio Managed
7 Sites Across Europe
99.2%
Reliability Achieved
SLO/SLI Frameworks
68
Person SRE Organization Built
7 Geographic Locations
20+
Years Experience
100% Uptime Classified

Executive Summary

Strategic Leadership Profile

Strategic leader with 20+ years orchestrating Remote-First technical solutions for distributed organizations (up to 90+ FTE) and architecting Machine Learning platforms with computer vision, NLP, and LLM at 99.6%+ accuracy. Proven record leveraging agile project management phases to drive AI MLOps and Zero Trust initiatives across 14 global regions while maintaining 100% uptime in zero-fail classified environments.

Netflix Alignment: Team Leadership

Oversaw 68-person technical organizations lead — exceeding Netflix's "6+ years in leadership role managing TPMs" with demonstrated scale at 10x+ magnitude.

Netflix Alignment: Complex Delivery

$287M portfolio, $36M P&L ownership — validated "large-scale, complex technical programs" with critical operations security requirements.

Netflix Alignment: Cross-Functional Partnerships

15 cross-functional teams coordinated across 10 agencies, 25+ Program Management Offices, 2 mission partners — "influence without direct authority" proven!

Netflix Alignment: Operational Excellence

29% overhead reduction ($200K annually), 35% audit toil elimination — "scalable program management processes and KPIs" delivered with quantified impact.

Technical Entrepreneurship: Parallel Excellence

Founder & Principal, Model-7 & Clark & Harper Vision (May 2012–Present)

Venture Founding & Leadership

Founded and lead a 12-person specialized AI team; architected bootstrap platforms integrating NLP, Computer Vision, and Web 3 with 95%+ model accuracy.

Dual-hatted defense leadership maintained

Business Outcomes

Revenue Scale $0 → $300K+
Profit Margins 65%
Client Retention 85%

Strategic Methodology

Apply 'SPEED' phases — Strategy, Planning, Execution, Evaluation, Deployment — to provide hybrid-model consulting for business formation and MLOps infrastructure with AI governance frameworks.

S
Strategy
P
Plan
E
Execute
E
Evaluate
D
Deploy

Inherent Knowledge & Credibility Engine

Zero Ramp-Up. Instant Authority. Pre-Validated Expertise.

Education: Zero-Ramp-Up Foundation

MBA — Information Technology Project Management
American Public University, 2019
Domain Depth
Enterprise IT Program Management at graduate level
Ramp-Up Elimination
Direct alignment with Netflix's OKR planning, resource forecasting, and biannual planning requirements
Executive Credibility
Business strategy integration with technical execution
Differentiation
Dual technical-business lens vs. pure-technical candidates
Bachelor of Arts in Psychology
American Public University, 2006
Domain Depth
Human behavior, team dynamics, stakeholder influence
Ramp-Up Elimination
Immediate application to mentoring, coaching, and culture-building responsibilities
Executive Credibility
Science-backed approach to leadership and organizational development
Differentiation
Behavioral analytics capability for team performance optimization
AAS — IT Electronic Systems Engineering
Community College of the Air Force, 2005
Domain Depth
Foundational systems engineering and electronics
Ramp-Up Elimination
No gap in technical fundamentals for infrastructure and platform discussions
Executive Credibility
Military-grade technical training pedigree
Differentiation
Rare combination of hands-on engineering + strategic management

Certifications: Multiplicative Authority

PMP
Domain: Globally recognized PM body of knowledge
Ramp-Up: Immediate credibility for OKR planning, roadmap execution
Credibility: Gold-standard for complex program delivery
Edge: Validated 12,000+ hours direct execution
CISM
Domain: Security governance, risk management, compliance
Ramp-Up: Instant authority for Zero Trust initiatives
Credibility: Board-level security conversation capability
Edge: Security-first PM vs. generic TPMs
CISA
Domain: IT audit, control, and assurance
Ramp-Up: Built-in compliance and risk assessment frameworks
Credibility: Audit-ready program governance from day one
Edge: Proactive risk identification vs. reactive management
PSM I
Domain: Agile/Scrum framework mastery
Ramp-Up: Immediate Scrum implementation for engineering teams
Credibility: Certified agile leadership for fast-paced environments
Edge: Agile fluency without transformation lag
CSSBB
Domain: Process improvement, statistical analysis
Ramp-Up: Continuous improvement methodologies pre-loaded
Credibility: Data-driven operational excellence
Edge: Quantified efficiency gains vs. qualitative improvements
ITIL 4
Domain: IT service management best practices
Ramp-Up: Service-oriented operating models immediately deployable
Credibility: Industry-standard service delivery framework
Edge: Service-centric vs. project-centric management
COBIT 5
Domain: IT governance and management framework
Ramp-Up: Governance structures for enterprise IT alignment
Credibility: Board and executive IT governance conversations
Edge: Governance-integrated program management
TS/SCI
Domain: Highest-tier government trust verification
Ramp-Up: Pre-cleared for sensitive initiatives, no background check delays
Credibility: Proven reliability under highest scrutiny
Edge: Trust velocity vs. candidates requiring clearance processing

Strengths & Differentiators

Irreplicable Edge — Backed by Evidence

Large-Scale Distributed Systems Leadership

68-person SRE organization across 7 geographic locations
99.2% reliability through SLO/SLI frameworks
Netflix MATCH
"Building, growing, and leading high-performing technical program management teams"
CERTIFICATION MULTIPLIER
PMP + ITIL 4 + CSSBB for scalable, reliable, efficient operations

Mission-Critical Security & Zero Trust

$36M P&L for classified "Serial-to-IP" transformations
100% uptime, zero security incidents during migration
Netflix MATCH
"Risk management and mitigation," "technical acumen," "complex architectural concepts"
CERTIFICATION MULTIPLIER
CISM + CISA + TS/SCI for security-first program delivery

AI/ML Platform Engineering & MLOps

14 global regions for MLOps deployments, 12,000+ hours coordinated
Sub-minute model rollback, 95%+ model accuracy
Netflix MATCH
"Technical planning and execution across various product domains," "Data Science partnership"
CERTIFICATION MULTIPLIER
PSM I for agile ML delivery, CSSBB for model quality optimization

Remote-First Organizational Excellence

90% virtual program delivery, 24/7 global coverage orchestration
29% overhead reduction ($200K annually), 35% audit toil elimination
Netflix MATCH
"Dynamic, ambiguous, and rapidly evolving environment," distributed team leadership
CERTIFICATION MULTIPLIER
MBA + PMP for virtual team governance and performance management

Development Areas: Strategic Growth Trajectory

Honest growth opportunities — framed positively with mitigation evidence

Consumer Domain Depth

Current State
Deep expertise in defense, intelligence, enterprise infrastructure
Growth Opportunity
Direct-to-consumer product engineering and commerce platform experience
Mitigation
AI/ML platform delivery at Model-7 provides transferable product-market fit understanding; rapid domain absorption demonstrated across 5 global nodes and 14 regions

Hyper-Scale Cloud-Native Depth

Current State
Strong Kubernetes, Docker, Terraform, CI/CD; cloud-native transformation from monoliths to microservices
Growth Opportunity
Billion-user scale consumer platform optimization (global CDN, edge computing, real-time personalization)
Mitigation
700GB+ daily data pipeline experience, predictive capacity planning with time-series analytics; architecture patterns directly transferable with scale adjustment

B2B Partner Ecosystem Management

Current State
10 DoD and NATO agencies, 25+ Program Management Offices, 2 government mission partners
Growth Opportunity
Commercial technology partner integration (ISVs, cloud providers, SaaS platforms)
Mitigation
Cross-organizational negotiation and integration expertise; contract management and SLA framework experience directly applicable

Billion+ Dollar Experience: Program Timeline

Verified delivery history across mission-critical infrastructure

$287M NC3 Infrastructure Portfolio

United States Air Force — Distributed Global Operations

2016 – 2019
68-Person Organization | 7 European Sites
  • • Established distributed Program Management Office supporting seven sites across Europe
  • • Developed 5-year strategic roadmap for $287M infrastructure portfolio
  • • Led 68-person technical organization across seven geographically separated sites; established distributed team culture at scale
  • • Implemented automated compliance monitoring achieving continuous Authority to Operate; reduced manual audit overhead 35% through digital workflows

$36M Critical Asset Protection & Infrastructure Modernization

Datapath Inc.

2019 – 2021
15 Cross-Functional Teams | 90% Virtual
  • • Owned full $36M P&L for enterprise-critical infrastructure modernization
  • • Delivered serial-to-IP transformation across classified weapons storage facilities
  • • Maintained 100% operational uptime and zero security incidents during migration

MLOps Global Deployment

Huntington Ingalls Industries

2022 – Present
$16M P&L | 11-Person Distributed Team
  • • Managed MLOps deployments across 14 global regions using Scrum and iterative planning
  • • Accelerated model-to-production cycles for computer vision and NLP pipelines; coordinated 12,000+ hours to deliver AI platform infrastructure
  • • Avoided $100K penalties while enabling sub-minute model rollback capabilities
  • • Delivered Machine Learning platform for computer vision and anomaly detection, reducing manual analysis overhead and accelerating downstream data delivery for Intelligence Surveillance operations

SRE Organization Build

United States Air Force — Multi-Site Global Operations (Germany)

2013 – 2016
68 SREs | 7 Geographic Locations
  • • Built and led 68-person Site Reliability Engineering organization across seven geographic locations
  • • Implemented SLO/SLI frameworks achieving 99.2% reliability
  • • Established virtual onboarding academy and technical certification programs for distributed Site Reliability Engineers
  • • Maintained 24/7 global coverage through intelligent shift coordination
  • • Architected predictive capacity planning using remote monitoring, time-series analytics, and automated forecasting

Cloud-Native Platform Transformation

United States Air Force — Enterprise Systems (Virginia)

2010 – 2013
30-Person Team | 5 Global Sites | 700GB+ Daily
  • • Led technical program delivery for distributed systems integration across 5 global nodes
  • • Implemented service-oriented architecture and Application Programming Interface gateways for real-time data pipelines processing 700GB+ daily
  • • Managed platform engineering for unmanned aerial vehicle sensor integrations (U-2, Global Hawk, MQ-9), achieving 99.9% availability through fault-tolerant ingestion layers and message queue architectures
  • • Drove cloud-native transformation migrating monolithic systems to modular, cloud-native microservices, establishing CI/CD pipelines and infrastructure-as-code practices that reduced deployment cycles from 24 months to 90 days

Value Impact: Evidence-Based Acceleration Patterns

Concrete patterns from verified delivery history — not aspirational plans

Time-to-Value Compression

Deployment Cycle Reduction 24 months → 90 days
Mechanism: 'SPEED' methodology, iterative planning, infrastructure-as-code, CI/CD pipeline establishment
Netflix Relevance: Rapid roadmap execution for Commerce Engineering initiatives; accelerated program delivery velocity

Cost Efficiency Engineering

Operational Overhead Reduction 29% ($200K annually)
Operational Toil Reduction 25% via self-healing monitoring
Mechanism: SRE transformation, digital workflows, automated forecasting, virtual service delivery
Netflix Relevance: Resource optimization, operational excellence investment, scalable process implementation

Reliability at Scale

99.2%
SRE Reliability
99.9%
SLA Compliance
100%
Uptime Classified
Mechanism: SLO/SLI frameworks, fault-tolerant architectures, proactive risk mitigation, virtual war room command
Netflix Relevance: Risk management, quality delivery, stakeholder trust, customer-facing system resilience

Team Velocity Multiplication

SRE Organization Built 68 persons from scratch
AI Team Founded & Scaled 12 persons, 85% retention
Mechanism: Distributed culture design, virtual onboarding academy, certification programs, intelligent shift coordination
Netflix Relevance: Team building, mentorship, culture of excellence, TPM career development

Technical Oversight Areas: Cross Functional Utilization & Management

AI & Machine Learning

TensorFlow PyTorch Keras Scikit-learn NLP Computer Vision MLOps Deep Learning Web 3

Cloud & Infrastructure

AWS Azure GCP Kubernetes Docker Terraform Ansible Jenkins Datadog Prometheus

Web & Business Systems

React Node.js Python MongoDB MySQL REST APIs Business Automation Digital Marketing SEO
Closing

Building the Infrastructure
That Makes Netflix's AI Possible

Netflix is building the most sophisticated consumer AI platform in the world. The Model Inference & Serving pillar is at the heart of that — it is where models meet users, where infrastructure meets ML research, and where technical decisions have company-wide impact.

MANWELL A D CLARK wants to build the infrastructure that makes Netflix's ML practitioners —x more productive, that reduces latency for — member sessions daily, and that positions Netflix to lead the next wave of AI-powered entertainment.

Prepared for Netflix · MANWELL A D CLARK · Senior Engineering Manager, Model Inference & Serving, AI Platform