Qiuyang Mang
Qiuyang Mang is We present Argus, a novel framework that uses LLMs to automatically discover test oracles for DBMS testing — finding 41 previously unknown bugs across 5 widely-used databases. Accepted at SIGMOD 2026.. It is ranked #5339 on the AI Radar, in AI research, first seen 35 days ago and shared in 1 post (2.2k views).
Argus: Automated Discovery of Test Oracles for Database Management Systems Using LLMs | Qiuyang Mang Argus: Automated Discovery of Test Oracles for Database Management Systems Using LLMs February 23, 2026• Qiuyang Mang, Runyuan He, Suyang Zhong, Xiaoxuan Liu, Huanchen Zhang, Alvin Cheung 2026 · database testing LLM SQL Auto Discovery · research TL;DR Database Management Systems (DBMSs) are notoriously hard to test because you need a test oracle — a way to know if the output is correct. Prior work builds these oracles by hand , creating a never-ending cycle of manual effort. Argus breaks this cycle by using LLMs to automatically discover…
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Qiuyang Mang in numbers
- Rank on the AI Radar: #5339 of 10402
- Shared in 1 post by 1 account: @MangQiuyang
- 2.2k views on those posts
- First seen 35 days ago, last shared 35 days ago
- Pricing seen by AGK Intelligence: free
- Market: AI research
FAQ
What is Qiuyang Mang?
We present Argus, a novel framework that uses LLMs to automatically discover test oracles for DBMS testing — finding 41 previously unknown bugs across 5 widely-used databases. Accepted at SIGMOD 2026. It was first shared on X 35 days ago and is ranked #5339 on the AI Radar.
Is Qiuyang Mang free?
Yes, it is free to use.
Who shared Qiuyang Mang?
1 account on X, including @MangQiuyang, in 1 post totalling 2.2k views.
Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.6k posts from 5k X accounts over the last 14 days, 10.4k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 15:10 UTC. Full method.