agent/papers/items/2026-2606-27243-nova-a-verification-aware-agent-harness-for-architecture-evolution-in-industrial.md

Paper: NOVA: A Verification-Aware Agent Harness for Architecture Evolution in Industrial Recommender Systems

---

type: paper title: "NOVA: A Verification-Aware Agent Harness for Architecture Evolution in Industrial Recommender Systems" authors: Shaohua Liu, Liang Fang, Yilong Sun, Shudong Huang, Qingsong Luo, Shaoxin Liu, Xiaoyang Chen, Dongqiang Liu, et al. year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.27243 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-25 updated_at: 2026-06-26 status: queued relevance: high topics:

• agent-evaluation
• agent-safety
• coding-agent
• computer-use
• memory
• workflow-agent methods:

benchmarks:

models:

datasets:

• cs.IR
• cs.SE related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 15 collection_queries: coding-agent

One-line Takeaway

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

Why Collected

• matched queries: coding-agent
• inferred topics: agent-evaluation, agent-safety, coding-agent, computer-use, memory, workflow-agent
• arXiv categories: cs.IR, cs.SE
• collection score: 15

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/2606.27243