Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 7/10
- Last proof check
- 2026-04-21
- Score updated
- 2026-04-21
- Score fresh until
- 2026-05-21
- References
- 0
- Source count
- 3
- Coverage
- 50%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD
Canonical ID faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd | Route /signal-canvas/faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfd
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/faster-by-design-interactive-aerodynamics-via-neural-surrogates-trained-on-expert-validated-cfdMCP example
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"query_text": "Summarize Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD"
}
}source_context
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}Evidence Receipt
Route status: buildingClaims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD
PDF: https://arxiv.org/pdf/2604.18491v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-21T04:15:35.869Z
Signal Canvas 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
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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
Pending verification refs / 3 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Faster by Design: Interactive Aerodynamics via Neural Surrogates Trained on Expert-Validated CFD
Canonical Paper Receipt
Last verification: 2026-04-21T04:15:35.869ZFreshness: stale
Proof: unverified
Repo: missing
References: 0
Sources: 3
Coverage: 50%
- - repo_url
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
No public code linked for this paper yet.
Key claims
Startup potential card
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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