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