ARAM GOGANIAN // ENGINEERING & AI KNOWLEDGE EXPO

LIVE DISPATCH CADENCE:Bi-weekly notes on Design AI, Rust MCP Bridges & AyoWork Agentic ERP

BRIDGING BITS & ATOMS:
SCALABLE INDUSTRIAL LOGIC.

I architect and build across the physical-digital boundary: Design AI & Parametric CAD, Agentic ERP Systems (AyoWork / AyoBrain), High-Performance Rust Solvers (Predator Labs), and Closed-Loop Composite Manufacturing.

MAKE VS. BUY TAXONOMY[ PLM_DECISION_MATRIX ]

Stage	Make (Core IP)	Buy (COTS)
ARCHITECTURAL	Custom CFRP layups & parametric CAD	Standard titanium inserts & bearings
PERFORMANCE	Rust MCP bridges & physics solvers	Off-the-shelf Python wrappers
AUTOMATION	Multi-agent orchestration & PLC gap logic	Standard 6-axis industrial robots
DIGITAL TWIN	Omniverse USD & AyoBrain memory loops	Cloud GPU acceleration

5DMethodology Pipeline

Read Spec

01DESIGN

02DEVELOP

03DATA LOG

04DRIVE

05DELIVER

Read Field Notes Explore Systems & Work

[ ATOMS → BITS // COMPOSITE BRACKET ]ONE GEOMETRY // TWO STATES

Hand-laid pre-preg carbon fiber on a machined aluminum mold with a silicone intensifier core, dissolving into an indigo FEA digital twin of the same bracket

AtomsBits

LAYUPPre-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.

Collaborations, Keynotes & Enterprise Deployments

Engineering Authority

Autodesk University (4x Speaker)·NVIDIA GTC & SIGGRAPH Panelist·LinkedIn Learning Author·Rio 2016 Olympic Cockpit

[ INTERACTIVE BLUEPRINT // 4-NODE ARCHITECTURE ]

The Closed-Loop Lab Expo Map

Explore how my work connects parametric CAD feature trees, deterministic Rust physics solvers, multi-tenant ERP memory (AyoBrain), and physical shop-floor execution.

Open Full Systems Index →

[ CLOSED-LOOP LAB // INTERACTIVE SYSTEM ARCHITECTURE MAP ]

4 ACTIVE NODES|CLICK ANY NODE TO INSPECT TELEMETRY & DISPATCHES

FORWARD VECTOR: CAD AST (01) → Physics Solver (02) → AyoWork ERP Gateway (03) → Shop-Floor CNC/PLC (04)FEEDBACK LOOP: Empirical Strain, FIT & PLC Telemetry Re-updates AyoBrain & Solver Bounds

NODE 01 // DESIGN AI & PARAMETRIC CADSYS // VERIFIED IN PRODUCTION

Parametric Feature Trees, Rust MCP Bridges & Automated DFM Audits

BENCHMARK TELEMETRYp99 < 0.85ms(RUST MCP AST BRIDGE)

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

I build deterministic bridges between frontier AI agents and parametric CAD kernels. Rather than letting models generate unconstrained meshes, my Rust-accelerated Model Context Protocol (MCP) bridges expose Autodesk Fusion feature trees and APS GraphQL data graphs as typed constraints—automatically auditing COTS bearing bores, draft angles, and thermal mold allowances before any toolpath is posted.

GOVERNING INVARIANT / CONSTRAINT VECTOR:AST_CAD(θ) ──[Rust MCP]──► B-Rep Validated (TOL ±0.02mm)

CORE PRODUCTION STACK

RustAutodesk FusionAPS GraphQLModel Context Protocol (MCP)TypeScriptOpenUSD

PRODUCTION SYSTEMS (/PROJECTS)

Predator Cycling & Predator Labs→

Rust Parametric CAD MCP Tooling & Monocoque Mold Pipeline

AyoWork Agentic ERP→

PLM Make vs. Buy Item-to-CAD Revision Synchronization

TECHNICAL DISPATCHES (/BLOG)

NODE 02 // PHYSICS AS CODE & SOLVERSSYS // VERIFIED IN PRODUCTION

3-Tier Proposer/Solver Loop, Predator Labs Aero & Ansys FEA/CFD

BENCHMARK TELEMETRY4.8x Speedup(RUST / WASM SOLVERS)

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

Probabilistic models propose; deterministic physics engines verify. I enclose generative agents inside a 3-tier Physics-as-Code loop where candidate geometries and athlete telemetry are evaluated against Tsai-Hill orthotropic laminate criteria, silicone CTE thermal expansion equations, and Rust-compiled aerodynamic CdA/Crr solvers. Rejections return coordinate-specific tensor error vectors so the loop converges with zero physical scrap.

GOVERNING INVARIANT / CONSTRAINT VECTOR:Tsai-Hill: (σ₁/X)² - (σ₁σ₂/X²) + (σ₂/Y)² + (τ₁₂/S)² < 1.0

CORE PRODUCTION STACK

RustWebAssemblyAnsys Mechanical & FluentOpenUSDPredator LabsFIT Telemetry

PRODUCTION SYSTEMS (/PROJECTS)

Predator Cycling & Predator Labs→

Computational Cycling, CdA/Crr Solvers & Biomechanical Pose Studio

Spoke Calculator (Rust / WASM)→

Deterministic Elastic Spoke Elongation & Rim Compression Solver

TECHNICAL DISPATCHES (/BLOG)

NODE 03 // AGENTIC ERP & AYOBRAINSYS // VERIFIED IN PRODUCTION

AyoWork OS, Permissioned Tool Gateway & Multi-Tenant AyoBrain Memory

BENCHMARK TELEMETRY3072-d HNSW(PGVECTOR + BIGQUERY)

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

In my developer harness I use GBrain and GStack (inspired by Garry Tan’s cognitive workflows) to orchestrate coding agents. Inside the production AyoWork ERP platform, I architected AyoBrain—a custom multi-tenant enterprise librarian backed by PostgreSQL (pgvector HNSW) for transactional/semantic state and BigQuery for analytical telemetry. Agents never mutate the double-entry ledger directly; every action routes through a permissioned tool gateway with human approval gates.

GOVERNING INVARIANT / CONSTRAINT VECTOR:∑ Debits = ∑ Credits │ Agent Intent ──► Typed Gateway ──► Ledger Commit

CORE PRODUCTION STACK

RustPostgreSQL (pgvector)Google BigQueryNext.jsMedusaGoogle Cloud Platform

PRODUCTION SYSTEMS (/PROJECTS)

AyoWork — Agentic ERP & Business OS→

7-Boundary Agent Gateway, AyoBrain Memory & Double-Entry Ledger

MACC Composites Unified Commerce→

Next.js + Medusa + AyoWork Stoichiometric Kit & Lot Traceability

TECHNICAL DISPATCHES (/BLOG)

NODE 04 // PHYSICAL ATOMS & INFRASTRUCTURESYS // VERIFIED IN PRODUCTION

CFRP Monocoque Tooling, EtherCAT/LinuxCNC & Replayable PLC Digital Twins

BENCHMARK TELEMETRY$6–8M Saved(+18% SORTER THROUGHPUT)

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

Every digital architecture I build terminates in physical hardware. From cutting 6061-T6 aluminum split molds on an EtherCAT/LinuxCNC router and curing pre-preg carbon fiber laminates, to streaming millisecond PLC state transitions into replayable factory digital twins and substation RoCoF protection loops—the shop floor is the ultimate ground truth.

GOVERNING INVARIANT / CONSTRAINT VECTOR:ΔL = α·L₀·ΔT (Silicone Core Consolidation) │ PLC Event Stream @ 1ms Scan

CORE PRODUCTION STACK

EtherCAT / LinuxCNCPLC / OPC-UA TelemetryPre-Preg CFRPOpenUSD Digital TwinOut-of-Autoclave (OOA)Power Grid Controls

PRODUCTION SYSTEMS (/PROJECTS)

MACC Composites — B2B/B2C Commerce & Engineering→

Radiolucent Medical Carbon, EV Brackets & OOA Autoclave Protocols

Predator Cycling & Predator Labs→

Rio 2016 Olympic Track Cockpit ("The Major") & RF20 Monocoque

TECHNICAL DISPATCHES (/BLOG)

Engineering Portfolio

Systems in Production

Ventures, hardware, and software platforms engineered from first principles.

Explore All Systems

Spoke Calculator CAD rendering and digital twin wheel tension mapping

[ Physics as Code ]Live

Spoke Calculator — Rust/WASM Wheel Tension & Deformation Solver

A deterministic Rust and WebAssembly physics microservice within the Predator Labs and AyoWork ecosystem for modeling dynamic wheel tension and rim compression.

MACC Composites advanced composite material layering, Toray carbon fiber fabric weaves, and structural DFM engineering validation

[ Composites & Commerce ]Live

MACC Composites — Unified B2B/B2C Composite Commerce & Engineering

Unified B2B/B2C advanced composites commerce and engineering platform built on Next.js, Medusa, and AyoWork—bridging raw pre-preg supply with DFM validation.

Predator Cycling carbon fiber track frame with Predator Labs aerodynamic solver telemetry and laser coordinate validation

[ Design AI & Manufacturing ]Live

Predator Cycling & Predator Labs — Computational Cycling, Rust Physics Solvers & Design AI

Twenty years of custom monocoque CFRP fabrication paired with Predator Labs: Rust aerodynamic physics solvers, FIT telemetry, and Parametric CAD MCP tooling.

AyoWork Agentic ERP architecture diagram illustrating double-entry ledger integration, AyoBrain enterprise memory, and permissioned tool gateways

[ Agentic ERP & Software ]Live

AyoWork — Agentic ERP & Business Operating System

An agentic ERP and business operating system unifying double-entry ledgers, multi-tenant enterprise memory (AyoBrain), and permissioned tool gateways.

Knowledge Expo & Field Notes

Systems Architecture & Field Notes

My research and implementation logs covering high-performance Rust tooling, agentic workflows, digital twins, and closed-loop manufacturing.

All Field Notes →

Precision CNC machined 6061 billet aluminum two-piece split clamshell mold for aerodynamic carbon composite bicycle frame tubing

Nov 13, 201812 min readTrack 04: Composites & Physical Fabrication

Parametric Tooling: Merging Generative Surfaces and CNC CAM

How uniting T-Splines, parametric wireframe skeletons, and multi-axis CNC CAM in Autodesk Fusion 360 eliminated the custom composite tooling bottleneck.

Generative design component displaying organic lattice structures optimized for structural load

Nov 19, 20194 min readTrack 01: Design AI & Computational CAE

Generative Design: Optimizing Cycling Components

How I used cloud generative design in Fusion 360 at Predator Cycling to engineer a lighter, stiffer rear dropout for Olympic-level track racing.

Data visualization depicting CAD geometry syncing directly with finite element simulation mesh

Nov 17, 20203 min readTrack 01: Design AI & Computational CAE

Innovating Faster: The Autodesk and Ansys Partnership

How I deployed the direct Fusion 360 and Ansys integration at Predator Cycling to eliminate file export friction and accelerate composite validation loops.

OPEN ENGINEERING LOG

Building at the Intersection of Bits & Atoms

I write bi-weekly field notes on agentic software architecture, deterministic physics solvers, digital twins, and composite manufacturing. If you're solving similar problems, let's compare notes.

Connect on LinkedIn ↗Browse All Insights

BRIDGING BITS & ATOMS: SCALABLE INDUSTRIAL LOGIC.

The Closed-Loop Lab Expo Map

DESIGN AI & PARAMETRIC CAD

PHYSICS AS CODE & SOLVERS

AGENTIC ERP & AYOBRAIN

PHYSICAL ATOMS & INFRASTRUCTURE

Parametric Feature Trees, Rust MCP Bridges & Automated DFM Audits

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

CORE PRODUCTION STACK

PRODUCTION SYSTEMS (/PROJECTS)

TECHNICAL DISPATCHES (/BLOG)

3-Tier Proposer/Solver Loop, Predator Labs Aero & Ansys FEA/CFD

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

CORE PRODUCTION STACK

PRODUCTION SYSTEMS (/PROJECTS)

TECHNICAL DISPATCHES (/BLOG)

AyoWork OS, Permissioned Tool Gateway & Multi-Tenant AyoBrain Memory

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

CORE PRODUCTION STACK

PRODUCTION SYSTEMS (/PROJECTS)

TECHNICAL DISPATCHES (/BLOG)

CFRP Monocoque Tooling, EtherCAT/LinuxCNC & Replayable PLC Digital Twins

ARCHITECTURAL SUMMARY // FIRST-PERSON NOTES

CORE PRODUCTION STACK

PRODUCTION SYSTEMS (/PROJECTS)

TECHNICAL DISPATCHES (/BLOG)

Systems in Production

Spoke Calculator — Rust/WASM Wheel Tension & Deformation Solver→

MACC Composites — Unified B2B/B2C Composite Commerce & Engineering→

Predator Cycling & Predator Labs — Computational Cycling, Rust Physics Solvers & Design AI→

AyoWork — Agentic ERP & Business Operating System→

Systems Architecture & Field Notes

Parametric Tooling: Merging Generative Surfaces and CNC CAM

Generative Design: Optimizing Cycling Components

Innovating Faster: The Autodesk and Ansys Partnership

Building at the Intersection of Bits & Atoms

BRIDGING BITS & ATOMS:
SCALABLE INDUSTRIAL LOGIC.

Spoke Calculator — Rust/WASM Wheel Tension & Deformation Solver

MACC Composites — Unified B2B/B2C Composite Commerce & Engineering

Predator Cycling & Predator Labs — Computational Cycling, Rust Physics Solvers & Design AI

AyoWork — Agentic ERP & Business Operating System