This equation captures one of the core mathematical components of the system. app_modification = Objective(id="app_modification")
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Assistants, Not Architects: The Role of LLMs in Networked Systems Design explores A framework that uses structured specifications and optimization to design networked systems, outperforming LLMs in constraint satisfaction.. Commercial viability score: 4/10 in AI for Systems Design.
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Page Freshness
Canonical route: /paper/assistants-not-architects-the-role-of-llms-in-networked-systems-design
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID assistants-not-architects-the-role-of-llms-in-networked-systems-design | Route /paper/assistants-not-architects-the-role-of-llms-in-networked-systems-design
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/assistants-not-architects-the-role-of-llms-in-networked-systems-designMCP example
{
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"arguments": {
"arxiv_id": "2604.25506"
}
}source_context
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}Paper proof page receipt window
/buildability/assistants-not-architects-the-role-of-llms-in-networked-systems-design
Subject: Assistants, Not Architects: The Role of LLMs in Networked Systems Design
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
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.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 4.0
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Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. app_modification = Objective(id="app_modification")
Page and bbox are available; crop image is pending.
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References are not available from the internal index yet.
Receipt path
/buildability/assistants-not-architects-the-role-of-llms-in-networked-systems-design
Paper ref
assistants-not-architects-the-role-of-llms-in-networked-systems-design
arXiv id
2604.25506
Generated at
2026-04-29T02:43:48.837Z
Evidence freshness
fresh
Last verification
2026-04-29T02:43:48.837Z
Sources
3
References
0
Coverage
50%
Lineage hash
4ad66504a99e33a3d1d7c689d47035b50fd1d3e25d68f0cff661c0884180f4a4
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.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. average_cores_needed=480, average_bandwidth_needed=
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This equation captures one of the core mathematical components of the system. peak_cores_needed=3200, peak_bandwidth_needed=
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