Buildability / Receipt
Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
Watch and verify: Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD
/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
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Data
{"file name": "input.pdf", "number of pages": 7, "author": "Nicholas Thumiger; Andrea Bartezzaghi; Mattia Rigotti; Cezary Skura; Thomas Frick; Elisa Serioli; Fabrizio Arbucci; A
Compute
{"file name": "input.pdf", "number of pages": 7, "author": "Nicholas Thumiger; Andrea Bartezzaghi; Mattia Rigotti; Cezary Skura; Thomas Frick; Elisa Serioli; Fabrizio Arbucci; A. Cristiano I. Malossi", "title": "Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD"
Inference
{"file name": "input.pdf", "number of pages": 7, "author": "Nicholas Thumiger; Andrea Bartezzaghi; Mattia Rigotti; Cezary Skura; Thomas Frick; Elisa Serioli; Fabrizio Arbucci; A. Cristiano I. Malossi", "title": "Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD"
Hardware
{"file name": "input.pdf", "number of pages": 7, "author": "Nicholas Thumiger; Andrea Bartezzaghi; Mattia Rigotti; Cezary Skura; Thomas Frick; Elisa Serioli; Fabrizio Arbucci; A. Cristiano I. Malossi", "title": "Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD"
Evidence ids
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
Freshness
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%
Hash state
Lineage hash
08e2a22922b68a19e49cca053d77e8fce649f899986e96e96c20e3b3b3db2552
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Some score or evidence fields are outside the preferred freshness window.
repo_url
references
Truth Boundary
External gate remains unresolved for live deployment claims.
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.