proof blockPage 382%
This equation captures one of the core mathematical components of the system. Decision Process P(at | G, I, o≤t, a<t) that drives
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Towards Scalable Lightweight GUI Agents via Multi-role Orchestration explores LAMO framework enables lightweight LLMs to perform complex GUI automation through multi-role orchestration, balancing cost and scalability.. Commercial viability score: 6/10 in Agents.
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Page Freshness
Canonical route: /paper/towards-scalable-lightweight-gui-agents-via-multi-role-orchestration
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Agent Handoff
Canonical ID towards-scalable-lightweight-gui-agents-via-multi-role-orchestration | Route /paper/towards-scalable-lightweight-gui-agents-via-multi-role-orchestration
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/towards-scalable-lightweight-gui-agents-via-multi-role-orchestrationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.13488"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Towards Scalable Lightweight GUI Agents via Multi-role Orchestration",
"normalized_query": "2604.13488",
"route": "/paper/towards-scalable-lightweight-gui-agents-via-multi-role-orchestration",
"paper_ref": "towards-scalable-lightweight-gui-agents-via-multi-role-orchestration",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/towards-scalable-lightweight-gui-agents-via-multi-role-orchestration
Subject: Towards Scalable Lightweight GUI Agents via Multi-role Orchestration
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
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Structured compute envelope
Insufficient data
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Dimensions overall score 6.0
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This equation captures one of the core mathematical components of the system. Decision Process P(at | G, I, o≤t, a<t) that drives
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/towards-scalable-lightweight-gui-agents-via-multi-role-orchestration
Paper ref
towards-scalable-lightweight-gui-agents-via-multi-role-orchestration
arXiv id
2604.13488
Generated at
2026-04-16T18:20:24.051Z
Evidence freshness
stale
Last verification
2026-04-16T18:20:24.051Z
Sources
3
References
0
Coverage
50%
Lineage hash
b16f4e39adc8e589b75067f030d9fb9d9c638c15efecc20ed5f9f9915a43dcca
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
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Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. an episode with an overall goal G, where T =
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. end inference as yk=Mθ(y<k | I, o), where I
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