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KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation

Stale11d agoPending verification refs / 4 sources / Verification pending
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Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Signal Canvas APIPaper Proof PageOpen Build LoopLaunch Pack Example

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/knowu-bench-towards-interactive-proactive-and-personalized-mobile-agent-evaluation

stale
Proof freshness
stale
Proof status
unverified
Display score
7/10
Last proof check
2026-04-10
Score updated
2026-04-10
Score fresh until
2026-05-10
References
0
Source count
4
Coverage
67%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation

Canonical ID knowu-bench-towards-interactive-proactive-and-personalized-mobile-agent-evaluation | Route /signal-canvas/knowu-bench-towards-interactive-proactive-and-personalized-mobile-agent-evaluation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/knowu-bench-towards-interactive-proactive-and-personalized-mobile-agent-evaluation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "knowu-bench-towards-interactive-proactive-and-personalized-mobile-agent-evaluation",
    "query_text": "Summarize KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation",
  "normalized_query": "2604.08455",
  "route": "/signal-canvas/knowu-bench-towards-interactive-proactive-and-personalized-mobile-agent-evaluation",
  "paper_ref": "knowu-bench-towards-interactive-proactive-and-personalized-mobile-agent-evaluation",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation

PDF: https://arxiv.org/pdf/2604.08455v1

Repository: https://github.com/goodfeli/dlbook_notation

Source count: 4

Coverage: 67%

Last proof check: 2026-04-10T20:18:25.571Z

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation

Overall score: 7/10
Lineage: e7c3c06c61f5…
Cmd/Ctrl+K
Search the latest paper corpus with startup-focused AI synthesis.

Canonical Paper Receipt

Last verification: 2026-04-10T20:18:25.571Z

Freshness: stale

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 67%

Missingness
  • - references
  • - paper_extraction_scorecards
Unknowns

No unresolved unknowns recorded.

Mode Notes

  • Corpus mode searches the research corpus broadly.
  • Paper mode pins trust state to the canonical paper kernel.
  • Workspace mode blends saved sources, prior evidence queries, and linked papers.

Preparing verified analysis

Dimensions overall score 7.0

GitHub Code Pulse

Stars
1,867
Health
C
Last commit
3/1/2018
Forks
379
Open repository

Claim map

No public claim map is available for this paper yet.

Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

Keep exploring

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