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Design AI

3 dispatches

AllAI ArchitectureManufacturingDigital TwinsSimulationAutomation
EXPO TRACKS:Design AI & Computational CAEAgentic ERP & Enterprise MemoryReplayable Digital Twins & ControlsComposites & Physical Fabrication
Parametric CAD geometry under FEA stress analysis with mathematical boundary equations overlaid on an engineering grid
October 16, 2026·Track 01: Design AI & Computational CAE

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.

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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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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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