[ Composites ]Live
MACC Composites
How we leveraged high-performance cycling engineering to disrupt the medical, automotive, and defense sectors with advanced composite supplies and consulting services.
SYSTEM ARCHITECTURE & INDUSTRIAL LOGICBRIDGING BITS & ATOMS:
BRIDGING BITS & ATOMS:
SCALABLE INDUSTRIAL LOGIC.
MAKE VS. BUY TAXONOMY[ PLM_DECISION_MATRIX ]
| Stage | Make (Core IP) | Buy (COTS) |
|---|---|---|
| ARCHITECTURAL | Custom CFRP layups & parametric CAD | Standard titanium inserts & bearings |
| AUTOMATION | Multi-agent orchestration & PLC gap logic | Standard 6-axis industrial robots |
| DIGITAL TWIN | Omniverse USD simulation loops | Cloud GPU acceleration |
5DMethodology Pipeline
Read Spec 01DESIGN
02DEVELOP
03DATA LOG
04DRIVE
05DELIVER
[ ATOMS → BITS // COMPOSITE BRACKET ]ONE GEOMETRY // TWO STATES
AtomsBitsLAYUPPre-preg CFRP
TOOLINGAl mold + silicone core
VALIDATIONFEA-correlated
[ METRIC // 01 ]+ (48.5%)
Fortune 10 Distribution Network
$6–8M Annual Savings
Optimized package sorter PLC logic, tightening inter-package spacing to expand package throughput by 15–20%.
[ METRIC // 02 ]+ (24/7)
Fortune 10 Cold-Chain Robotics
Autonomous AMR Swarms
Pioneered multi-agent orchestration bridging isolated WMS/WES software silos for refrigerated warehouse robotics.
[ METRIC // 03 ]+ (UCI SPEC)
Predator Cycling & MACC
Olympic-Grade Aerodynamics
Architected closed-loop parametric design and digital twins producing 'The Major' handlebar and the RF20 road frame.
Trusted by Global Technology & Industrial Leaders
Case Studies
All Case StudiesProof in Production
Ventures and platforms built with the same systems rigor applied to enterprise consulting.
[ Cycling ]Live
Spoke Calculator
A precision engineering tool for the wheel-building industry, integrating advanced physics simulations with the AyoWork ecosystem.
[ Software ]Development
AyoWork
The Agentic Business Operating System solving the unlinked industrial dataset problem by creating a bi-directional loop between e-commerce demand, ERP ledgers, and shop floor machine logic.
Insights & Field Notes
All Insights →Technical Writing
Deep dives into composite fabrication, digital twins, and autonomous shop floor orchestration.
7 min readAI Architecture
Agents Don't Need More Autonomy. They Need a Gateway and a Memory.
How AyoWork orchestrates AI agents with a tool gateway, approval layer, model router and shared memory, and why the loop matters more than the model.
9 min readAI Architecture
Physics as Code: Why Foundation Models Fail Without First-Principles Constraints
Why probabilistic AI models hallucinate in physical manufacturing, and how deterministic physics solvers turn ungrounded suggestions into buildable reality.
6 min readAutomation
The Replayable Factory: Turning PLC Data into a Digital Twin That Can Rewind
How machine data from PLCs on assembly lines and sorters, a physics-aware digital twin, and synchronized video turn a vague jam into a provable root cause.
EXECUTIVE CONSULTATION
Bridge Your Bits & Atoms
Whether scaling robotic throughput in cold-chain logistics or deploying parametric digital twins for custom composites, let's establish your system architecture.