proof blockPage 368%
Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures explores A survey analyzing the evolution of multi-agent systems from classical paradigms to those powered by large foundation models.. Commercial viability score: 1/10 in Multi-Agent Systems.
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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/multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures
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 multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures | Route /paper/multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futuresMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.18133"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures",
"normalized_query": "2604.18133",
"route": "/paper/multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures",
"paper_ref": "multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures
Subject: Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
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Dimensions overall score 1.0
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Receipt path
/buildability/multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures
Paper ref
multi-agent-systems-from-classical-paradigms-to-large-foundation-model-enabled-futures
arXiv id
2604.18133
Generated at
2026-04-21T04:20:30.789Z
Evidence freshness
stale
Last verification
2026-04-21T04:20:30.789Z
Sources
3
References
0
Coverage
50%
Lineage hash
6fad64cb9c11a19b2542db1cb168fe28aaf33c4c41276ea65171eff90d084a2a
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. are commonly represented by a graph model G = (V, E)
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are commonly represented by a graph model G = (V, E)
Page and bbox are available; crop image is pending.
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