agent/papers/items/2026-2607-05363-sovereignpa-bench-evaluating-user-owned-personal-agents-under-evolving-intent-pl.md

Paper: SovereignPA-Bench: Evaluating User-Owned Personal Agents under Evolving Intent, Platform Mediation, and Consent Constraints

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type: paper title: "SovereignPA-Bench: Evaluating User-Owned Personal Agents under Evolving Intent, Platform Mediation, and Consent Constraints" authors: Dylan Zongmin Liu year: 2026 venue: arXiv url: https://arxiv.org/abs/2607.05363 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-07-06 updated_at: 2026-07-06 status: queued relevance: high topics:

• agent-evaluation
• agent-safety
• computer-use
• embodied-agent
• memory
• tool-use methods:

benchmarks:

models:

datasets:

• cs.AI related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 16 collection_queries: agent-evaluation, tool-use

One-line Takeaway

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

Why Collected

• matched queries: agent-evaluation, tool-use
• inferred topics: agent-evaluation, agent-safety, computer-use, embodied-agent, memory, tool-use
• arXiv categories: cs.AI
• collection score: 16

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/2607.05363