agent/papers/items/2026-2606-02302-seclaw-spec-driven-security-task-synthesis-for-evaluating-autonomous-agents.md

Paper: SeClaw: Spec-Driven Security Task Synthesis for Evaluating Autonomous Agents

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type: paper title: "SeClaw: Spec-Driven Security Task Synthesis for Evaluating Autonomous Agents" authors: Hao Cheng, Changtao Miao, Tianle Song, Yin Wu, He Liu, Erjia Xiao, Junchi Chen, Xiaoyu Shi, et al. year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.02302 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-01 updated_at: 2026-06-01 status: queued relevance: high topics:

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

benchmarks:

models:

datasets:

• cs.CR
• cs.AI related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 18 collection_queries: agent-safety, autonomous-agent-llm

One-line Takeaway

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

Why Collected

• matched queries: agent-safety, autonomous-agent-llm
• inferred topics: agent-evaluation, agent-safety, memory, rag, tool-use, workflow-agent
• arXiv categories: cs.CR, cs.AI
• collection score: 18

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/2606.02302