proof blockPage 968%
This equation captures one of the core mathematical components of the system. J = |E(agent) k ∩E(user) k |/|E(agent) k ∪E(user) k | where Ek denotes th
Page and bbox are available; crop image is pending.
Same Outcomes, Different Journeys: A Trace-Level Framework for Comparing Human and GUI-Agent Behavior in Production Search Systems explores A framework to compare human and GUI-agent behavior at a trace level in production search systems, revealing differences in navigation strategies beyond task success.. Commercial viability score: 4/10 in 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/same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search
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 same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search | Route /paper/same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-searchMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.07929"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Same Outcomes, Different Journeys: A Trace-Level Framework for Comparing Human and GUI-Agent Behavior in Production Search Systems",
"normalized_query": "2604.07929",
"route": "/paper/same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search",
"paper_ref": "same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search
Subject: Same Outcomes, Different Journeys: A Trace-Level Framework for Comparing Human and GUI-Agent Behavior in Production Search Systems
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.
Research neighborhood
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Preparing verified analysis
Dimensions overall score 4.0
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. J = |E(agent) k ∩E(user) k |/|E(agent) k ∪E(user) k | where Ek denotes th
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/same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search
Paper ref
same-outcomes-different-journeys-a-trace-level-framework-for-comparing-human-and-gui-agent-behavior-in-production-search
arXiv id
2604.07929
Generated at
2026-04-10T17:41:52.027Z
Evidence freshness
stale
Last verification
2026-04-10T17:41:52.027Z
Sources
3
References
0
Coverage
50%
Lineage hash
8d1e9d72f7d540ab68951c1a26ade42d27493022c5082454387bf21362612763
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. ‡T8 4/5 robbie williams 9/17 9 3.1 199± robbie williams luke evans robbie williams robbie williams, luke evans and ‡T9 1
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. slower despite fewer actions (mean ± SD: 1076±760 vs. 209±175 seconds; actions
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No public competitor map is available for this paper yet.