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Additive & CNC Tooling

5 dispatches

AllAI ArchitectureManufacturingDigital TwinsSimulationAutomation
EXPO TRACKS:Design AI & Computational CAEAgentic ERP & Enterprise MemoryReplayable Digital Twins & ControlsComposites & Physical Fabrication
Stepped scarf joint in layered pre-preg carbon fiber composite tubing on an engineering inspection bench
April 12, 2024·Track 04: Composites & Physical Fabrication

Carbon Forensics: Engineering Insights from 3,000 Repaired Frames

An engineering autopsy of composite failure mechanisms and how 3,000 repaired frames informed custom carbon fiber bicycle manufacturing.

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Professional technical education studio workspace with dual 4K monitors displaying parametric CAD skeletons alongside carbon fiber tubes and precision calipers
October 18, 2021·Track 01: Design AI & Computational CAE

Engineering Pedagogy: Codifying Shop-Floor Physics for Enterprise Scale

How I codified 15 years of artisan composite fabrication and parametric CAD into scalable LinkedIn Learning courses for global enterprise engineering teams.

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Generatively designed 3D printed carbon composite bottle cage with organic bionic lattice structure on an engineering workbench
August 14, 2021·Track 01: Design AI & Computational CAE

Generative Additive: Topology Optimization and the 3D-Printed Genius Cage

How AI topology optimization in Ansys Discovery eliminated material mass while maintaining 45G retention force in the 3D-printed Predator Genius Cage.

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Generative design component displaying organic lattice structures optimized for structural load
November 19, 2019·Track 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.

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Precision CNC machined 6061 billet aluminum two-piece split clamshell mold for aerodynamic carbon composite bicycle frame tubing
November 13, 2018·Track 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.

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AG

Aram Goganian

Principal Systems Architect & Engineering Leader

I write field notes on AI architecture, closed-loop systems, physics as code, and enterprise manufacturing.

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Topics

  • AI Architecture23
  • Manufacturing17
  • Digital Twins12
  • Simulation20
  • Automation6

Expo Tracks

  • Track 01: Design AI & Computational CAE14
  • Track 02: Agentic ERP & Enterprise Memory5
  • Track 03: Replayable Digital Twins & Controls6
  • Track 04: Composites & Physical Fabrication7

Technical Tags (14)

5D MethodologyAdditive & CNC ToolingAyoBrainAyoWorkCompositesDesign AIDigital TwinFEA & CFDOpenUSD & OmniversePLC & ControlsParametric CADPhysics as CodeRustWorkstation & GPU HPC
ThinkAram

Personal knowledge expo and engineering portfolio of Aram Goganian — Design AI, agentic ERP (AyoWork), high-performance Rust tooling, and closed-loop manufacturing.

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