FSE 2026
Sun 5 - Thu 9 July 2026 Montreal, Canada
Thu 9 Jul 2026 10:50 - 11:10 at MB 5.215 - LLM for SE 6 Chair(s): Toufique Ahmed

Late-stage defect discovery, often rooted in ambiguous requirements, significantly increases remediation costs especially in regulated industries such as fintech. We present ARC-V, a multi-agent AI system deployed at JPMorganChase that shifts quality assurance upstream by operationalising Large Language Models for automated requirement and code verification. ARC-V utilizes specialised agents to (1) assess requirement tickets against organisational standards in order to provide actionable remedial guidance; (2) verify code against requirements in order to predict defects and offer commit-level feedback; (3) continuously monitor agent performance and adoption. Post-production deployment results at JPMorganChase show that ARC-V greatly increased the quality score of user story fields with ‘value statements’ and ‘acceptance criteria’ achieving score improvements of 8.5 and 4 points, respectively. Crucially, ARC-V achieved a 79% early defect discovery rate, identifying the vast majority of production-escaping bugs before testing. These results validate a requirements-centric, AI-driven approach to scalable software quality assurance in complex environments.

Thu 9 Jul

Displayed time zone: Eastern Time (US & Canada) change

10:30 - 12:30
10:30
20m
Talk
Natural Language-Focused Software Engineering via Code-Documentation Equivalence
Research Papers
Aryaz Eghbali CISPA Helmholtz Center for Information Security, Germany, Zhongxin Liu Zhejiang University, Michael Pradel CISPA Helmholtz Center for Information Security
Pre-print
10:50
20m
Talk
Industrial Deployment of an AI Multi-Agent System for Requirements-Driven Code Verification
Industry Papers
Paul Baker JP Morgan - Chase, Blanca Manu JPMorganChase, Rebecca Moussa University College London, Federica Sarro University College London
11:10
20m
Talk
Leveraging LLMs for Alert Summarization and Mitigation Plan Generation
Industry Papers
Komal Sarda York University, Honggeun Ji York University, Amr M. Zaki York University, Marin Litoiu York University, Canada, Ian Watts IBM Canada, Larisa Shwartz IBM T.J. Watson Research
11:30
20m
Talk
TSGen: Automated Troubleshooting Guide Generation
Industry Papers
Yi Xiao Chongqing University, Hongyu Zhang Chongqing University, Daniel Genkin Microsoft, Chaoyun Zhang Microsoft, Rujia Wang Microsoft, Chetan Bansal Microsoft Research, Bhala Ranganathan Microsoft, Saravanakumar Rajmohan Microsoft 365, Minghua Ma Microsoft
11:50
20m
Talk
Topic-wise Summarization of Support Ticket Dialogue via LLM
Industry Papers
XiaoLei Chen Fudan University, Fengrui Liu ByteDance, Xiao He Bytedance, Tieying Zhang ByteDance, Peng Wang Fudan University, Wei Wang Fudan University