AutoGain
Living Reliability Systems
Product Brochure
Magnus Genesis Studio
The world's first generative design platform purpose-built for reliability engineering. 21 AI agents synthesize, evaluate, and optimize designs with physics-grounded FMEA, material selection, and compliance verification.
Problems It Eliminates
- Design-analysis disconnect — engineers design in CAD, then analyze in separate FMEA tools
- Late-stage failures cost 10-100× more to fix than catching them at the design table
- Knowledge lost between programs — each project starts from scratch
- Manual compliance mapping — hours checking against 80+ industry standards
8-Step Synthesis Pipeline
| Step | Name | What It Does |
|---|---|---|
| 1 | Requirements Capture | Functional requirements, constraints, target reliability |
| 2 | Architecture Synthesis | AI generates candidate architectures |
| 3 | Component Selection | Physics-grounded material and component recommendations |
| 4 | FMEA Generation | Automatic failure mode identification from design |
| 5 | Physics Evaluation | 21 domain engines evaluate thermal, structural, EMC, etc. |
| 6 | Compliance Mapping | Automatic verification against applicable standards |
| 7 | Optimization | 7-epoch evolutionary refinement |
| 8 | DVP&R Planning | Generate validation test plans from risk analysis |
Key Capabilities
🧬 Design Object Model
Each component carries reliability DNA: material properties, failure modes, physics constraints, compliance mapping.
📚 Parametric Library
Reusable component templates with full reliability history from previous programs.
🔧 Assembly Composer
Drag-and-drop from library components with automatic interface analysis and BOM editing.
📊 Epoch Diff
Compare design evolution across synthesis epochs with visual diff and convergence tracking.