01 / AIRMISSION-CRITICAL SUPPLY
Built for work
that cannot drift.
Military sourcing demands traceability, disciplined execution, and absolute control of the details.
THE BRIDGE / 001
Built in the shop.
Proven in the system.
Real-world manufacturing depth, advanced AI execution, and systems designed by someone who has operated the full process.
01 / AI & AUTOMATION
Turn operating judgment
into accountable systems.
Sleeper Designs helps manufacturing and operations teams define valuable AI work, evaluate outputs, and build bounded workflows that keep consequential decisions visible to people.
Discovery & workflow design
Map the work, constraints, handoffs, evidence, and owner gates before automating it.
Manufacturing AI evaluation
Author realistic tasks, reference outcomes, atomic criteria, failure taxonomies, and reviewer calibration.
Bounded implementation
Build practical data and agent workflows with human review at the decisions that carry risk.
02 / MANUFACTURING CAPABILITY
Physical truth is the foundation.
Sleeper Designs combines two decades of hands-on design experience with a licensed manufacturing operation established in April 2014.
- 20+ years
- Hands-on design experience; SolidWorks use since 2005
- 7 CNC machines
- Directing 3-axis through 5-axis manufacturing
- ~7,000 sq. ft.
- Operating facility with a peak team of 10
- When required
- Tolerances into the ten-thousandths
Representative materials include 6061 aluminum, Grade 5 titanium, 440 stainless, 17-4 stainless, standard steels, and 4140 pre-hard.
03 / SELECTED WORK
Evidence with
the boundaries intact.
Every example is labeled by its real status. Synthetic demonstrations are never presented as customer deployments.
01
SYNTHETIC / HUMAN REVIEWED
Manufacturing AI evaluation
Manufacturing tasks, reference outcomes, atomic scoring criteria, and failure taxonomies designed to evaluate AI work without customer-confidential data.
02
OPERATING / OWNER LED
Sleeper Designs manufacturing
End-to-end responsibility across CAD/CAM, CNC production, fabrication, estimating, staffing, customer work, and delivery.
03
DELIVERED / SHOP TO SITE
VMFA railing scope
Shop-to-site leadership spanning 3D fabrication modeling, TIG/MIG fabrication, crew coordination, and installation of complex railing assemblies.
04
PUBLIC RECORD / OWNER CONFIRMED
Motorsport vehicle operations
High-performance work extending from vehicle data and driver coaching to mechanical preparation, setup, troubleshooting, and full-car assembly.
04 / EXPERIENCE
A career built across
the entire feedback loop.
- 2005–2008
Professional motorsport
Formula TR 2000 Pro Series champion, Formula V6 Asia race winner, and two Daytona Prototype entries in the 24 Hours of Daytona. Work extended from vehicle data and driver coaching to full-car preparation.
- 2007–2014
Architectural metal & field operations
Led shop and installation work, translated complex geometry into fabrication models, coordinated crews and active jobsites, and managed complete shop-to-site execution.
- 2014–PRESENT
Founder & owner, Sleeper Designs
Built and operated a precision manufacturing business spanning CAD/CAM, CNC production, fabrication, staffing, estimating, customer work, and delivery.
- CURRENT
AI-enabled operating systems
Designing domain-specific evaluation systems and bounded operational tools that connect data, workflow, and accountable human decisions.
05 / FACILITY & EQUIPMENT
Serious conversations,
handled directly.
Complete-facility and individual-equipment inquiries are being considered. Detailed machine schedules, configurations, and supporting documentation are provided directly to qualified parties rather than published here without context.
Start an equipment conversation ↗06 / CONTACT
Bring the hard problem.
For AI and manufacturing consulting, operating-system work, evaluation partnerships, or a focused capability conversation: