agent/papers/items/2026-2605-22643-boiling-the-frog-a-multi-turn-benchmark-for-agentic-safety.md

Paper: Boiling the Frog: A Multi-Turn Benchmark for Agentic Safety

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type: paper title: "Boiling the Frog: A Multi-Turn Benchmark for Agentic Safety" authors: Piercosma Bisconti, Matteo Prandi, Federico Pierucci, Federico Sartore, Enrico Panai, Laura Caroli, Yue Zhu, Adam Leon Smith, et al. year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.22643 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-21 updated_at: 2026-05-22 status: queued relevance: high topics:

• agent-evaluation
• agent-safety
• memory
• rag
• tool-use
• workflow-agent methods:

benchmarks:

models:

datasets:

• cs.CL related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 20 collection_queries: agent-safety

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: agent-safety
• inferred topics: agent-evaluation, agent-safety, memory, rag, tool-use, workflow-agent
• arXiv categories: cs.CL
• collection score: 20

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2605.22643