[2604.03622] Toward Executable Repository-Level Code Generation via Environment Alignment

[2604.03622] Toward Executable Repository-Level Code Generation via Environment Alignment

arXiv - AI 4 min read

About this article

Abstract page for arXiv paper 2604.03622: Toward Executable Repository-Level Code Generation via Environment Alignment

Computer Science > Software Engineering arXiv:2604.03622 (cs) [Submitted on 4 Apr 2026] Title:Toward Executable Repository-Level Code Generation via Environment Alignment Authors:Ruwei Pan, Junlei Shen, Linhao Wu, Yueheng Zhu, Zixiong Yang, Yakun Zhang, Lu Zhang, Hongyu Zhang View a PDF of the paper titled Toward Executable Repository-Level Code Generation via Environment Alignment, by Ruwei Pan and 7 other authors View PDF HTML (experimental) Abstract:Large language models (LLMs) have achieved strong performance on code generation, but existing methods still struggle with repository-level code generation under executable validation. Under this evaluation setting, success is determined not by the plausibility of isolated code fragments, but by whether a generated multi-file repository can be successfully installed, have its dependencies and internal references resolved, be launched, and be validated in a real execution environment. To address this challenge, we propose EnvGraph, a framework for repository-level code generation that formulates repository executability as an environment alignment problem. EnvGraph jointly models two coupled conditions for successful repository execution, namely external dependency satisfaction and repository-internal reference resolution. It maintains a dual-layer environment representation, uses execution evidence to perform execution-evidence-based attribution, and guides repository generation through a unified targeted revision mechanism ...

Originally published on April 07, 2026. Curated by AI News.

Related Articles

Llms

I built a solo AI platform from Algeria with no funding, no team and no ad spend - here's what's inside it after 2 months

Hello, 20 years old here just got into the Ai platform and launched this last two weeks and here is what I have on it so far. - Latest Ai...

Reddit - Artificial Intelligence · 1 min ·
USF murder suspect accused of using ChatGPT to research cover-up, prosecutors say
Llms

USF murder suspect accused of using ChatGPT to research cover-up, prosecutors say

Days after the remains of one of the two missing University of South Florida doctoral students were found, prosecutors say the suspect ma...

AI Tools & Products · 3 min ·
Anthropic’s Claude AI deletes PocketOS production database
Llms

Anthropic’s Claude AI deletes PocketOS production database

Claude AI deleted PocketOS's production database, but the market for Claude 4.7 release by May 31 remains at 100% YES.

AI Tools & Products · 3 min ·
Claude-powered AI coding agent deletes entire company database in 9 seconds
Llms

Claude-powered AI coding agent deletes entire company database in 9 seconds

The founder of PocketOS has penned a social media post to warn others about the “systemic failures” of flagship AI and digital services p...

AI Tools & Products · 1 min ·
More in Llms: This Week Guide Trending

No comments

No comments yet. Be the first to comment!

Stay updated with AI News

Get the latest news, tools, and insights delivered to your inbox.

Daily or weekly digest • Unsubscribe anytime