# 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
