About this paper
CodeSpecWeave synthesizes complex, interdependent software development tasks with verified tests to train coding agents, improving performance on long-horizon benchmarks.
To succeed in real-world long-horizon software development, coding agents must satisfy multi-dimensional task specifications, such as interface compatibility and error handling, and do so without breaking existing dependencies. However, current works lack specification in both quantity and diversity, often emphasizing primary goals while ignoring complex constraints. Synthesizing tasks to bridge this gap presents two challenges: naively adding specifications risks reducing tasks to trivial checklists rather than compelling joint reasoning, and verifying these subtle interactions risks overlooking hidden flaws or rejecting valid alternatives. To address these challenges, we introduce…
Reinforcement learninginterdependent specificationssynthesis agentreview agentexecutable testsDeepSWE-v1.1
- Upvotes
- 7
- Authors
- 8
- Published
- Oct 29, 2026
Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.
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When Requirements Interact: Scaling Long-Horizon Coding via Interdependent Specifications was first seen on Hugging Face · Daily papers on Nov 2, 2026. Since then it has appeared in 11 checks on 2 different days. Its best position was #19 of 30, reached on Nov 3, 11:28 UTC. It dropped off the list after Nov 3, 13:28 UTC.