proof block
Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD explores Accelerate race-car aerodynamic design with a neural surrogate that provides expert-validated CFD accuracy, enabling interactive design-space exploration.. Commercial viability score: 7/10 in AI for Engineering.
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Agent Handoff
Canonical ID faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd | Route /paper/faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfdMCP example
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/buildability/faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd
Subject: Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD
Verdict
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Dimensions overall score 7.0
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Receipt path
/buildability/faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd
Paper ref
faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd
arXiv id
2604.18491
Generated at
2026-04-21T04:15:35.869Z
Evidence freshness
stale
Last verification
2026-04-21T04:15:35.869Z
Sources
3
References
0
Coverage
50%
Lineage hash
08e2a22922b68a19e49cca053d77e8fce649f899986e96e96c20e3b3b3db2552
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repo_url
references
This equation captures one of the core mathematical components of the system. −u′ iu′ j = νt kδij. ∂xi The k −ω SST turbulence model (Menter 1992), properly cu
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This equation captures one of the core mathematical components of the system. ∂xj + ∂uj −u′ iu′ j = νt kδij. ∂xi The k −ω SST turbulence model (Mente
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This equation captures one of the core mathematical components of the system. ∂¯ui ∂xi = ρ ∂p ∂xi + ν ∂2ui uj ∂ui ∂xj = − ∂xj∂xj − ∂ ∂xj (u′ iu′ j)
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