{
  "video_id": "2605.28629",
  "channel": "cs.CL",
  "title": "Mobile-Aptus: Confidence-Driven Proactive and Robust Interaction in MLLM-based Mobile-Using Agents",
  "scores": {
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    "novelty": 2,
    "aria_relevance": 2,
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  "avg_score": 2.0,
  "verdict": "promote",
  "one_line_reason": "Multi-Agent-Pattern (confidence-driven interaction, human-in-the-loop decision-making) mit State-of-the-Art MLLM-Orchestrierung und praktischem Code; Aria-relevanz durch Agent-Robustness und Eval-Setup auf 4 Benchmarks.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001622,
  "triaged_at": "2026-05-28T15:00:36.613989+00:00"
}