VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI Automation explores Automate and enhance GUI interactions with a modular framework optimizing learning and execution efficiency.. Commercial viability score: 9/10 in GUI Automation.
Use This Via API or MCP
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/vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation | Route /paper/vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.21375"
}
}source_context
{
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"query": "VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI Automation",
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"route": "/paper/vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation",
"paper_ref": "vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation",
"topic_slug": null,
"benchmark_ref": null,
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}Paper proof page receipt window
/buildability/vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation
Subject: VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI Automation
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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.
Receipt path
/buildability/vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation
Paper ref
vlaa-gui-knowing-when-to-stop-recover-and-search-a-modular-framework-for-gui-automation
arXiv id
2604.21375
Generated at
2026-04-24T20:25:13.921Z
Evidence freshness
fresh
Last verification
2026-04-24T20:25:13.921Z
Sources
4
References
0
Coverage
67%
Lineage hash
d32f8e49c872bc356ce9b226d2d88b6ae291b87220db864dacda331d41500cee
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 / 4 sources / Verification pending
references
proof_status
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 9.0
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. f self-check passes } K \text { criteria and UI is stable} \\ \textsc {continue} & \text {otherwise} \end {cases} \label
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. (b _t) = \beg in {ca s es} \tex tsc { do ne} &
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. t^{a } = \b ig l | \ {i \in [ t\!
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
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References are not available from the internal index yet.