proof blockPage 968%
This equation captures one of the core mathematical components of the system. (span = 0.0), mid-span (span = 0.5), and tip (span = 1.0). For each section, seven
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TurboAgent: An LLM-Driven Autonomous Multi-Agent Framework for Turbomachinery Aerodynamic Design explores TurboAgent is an LLM-driven autonomous multi-agent framework that automates the complex turbomachinery aerodynamic design process from natural language requirements to final design generation.. Commercial viability score: 8/10 in Autonomous Agents.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/turboagent-an-llm-driven-autonomous-multi-agent-framework-for-turbomachinery-aerodynamic-design
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID turboagent-an-llm-driven-autonomous-multi-agent-framework-for-turbomachinery-aerodynamic-design | Route /paper/turboagent-an-llm-driven-autonomous-multi-agent-framework-for-turbomachinery-aerodynamic-design
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/turboagent-an-llm-driven-autonomous-multi-agent-framework-for-turbomachinery-aerodynamic-designMCP example
{
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"query": "TurboAgent: An LLM-Driven Autonomous Multi-Agent Framework for Turbomachinery Aerodynamic Design",
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}Paper proof page receipt window
/buildability/turboagent-an-llm-driven-autonomous-multi-agent-framework-for-turbomachinery-aerodynamic-design
Subject: TurboAgent: An LLM-Driven Autonomous Multi-Agent Framework for Turbomachinery Aerodynamic Design
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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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Research neighborhood
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Preparing verified analysis
Dimensions overall score 8.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. (span = 0.0), mid-span (span = 0.5), and tip (span = 1.0). For each section, seven
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/turboagent-an-llm-driven-autonomous-multi-agent-framework-for-turbomachinery-aerodynamic-design
Paper ref
turboagent-an-llm-driven-autonomous-multi-agent-framework-for-turbomachinery-aerodynamic-design
arXiv id
2604.06747
Generated at
2026-04-10T00:13:49.899Z
Evidence freshness
stale
Last verification
2026-04-10T00:13:49.899Z
Sources
3
References
51
Coverage
67%
Lineage hash
9403ac93f1ade20f0021b5f957f4877e14b45ad060fd22e0fc608214bf1f2bd1
Canonical opportunity-kernel lineage hash.
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.
51 refs / 3 sources / Verification pending
repo_url
proof_status
This equation describes how the model state or parameters are updated from one step to the next.
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. t t x t c θ θ α α ∇ − + − until converged 8: Phase 2: Sampling 9: Given condition c
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