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When Requirements Interact: Scaling Long-Horizon Coding via Interdependent Specifications

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 brea

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#19Peak rank
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100Score · 7d
Nov 2, 2026First seen
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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.

Trending history

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.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 17:2822:2803:2808:2813:28 Nov 2, 17:28 UTC · #24Nov 2, 19:28 UTC · #24Nov 2, 21:28 UTC · #24Nov 2, 23:28 UTC · #24Nov 3, 01:28 UTC · #24Nov 3, 03:28 UTC · #22Nov 3, 05:28 UTC · #24Nov 3, 07:28 UTC · #23Nov 3, 09:28 UTC · #22Nov 3, 11:28 UTC · #19Nov 3, 13:28 UTC · #20

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

0369 17:2822:2803:2808:2813:28 Nov 2, 17:28 UTC · 7Nov 2, 19:28 UTC · 7Nov 2, 21:28 UTC · 7Nov 2, 23:28 UTC · 8Nov 3, 01:28 UTC · 8Nov 3, 03:28 UTC · 8Nov 3, 05:28 UTC · 9Nov 3, 07:28 UTC · 9Nov 3, 09:28 UTC · 9Nov 3, 11:28 UTC · 9Nov 3, 13:28 UTC · 9

Questions

Is When Requirements Interact: Scaling Long-Horizon Coding via Interdependent Specifications trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 3, 13:28 UTC, after 2 days of trending.

What is the highest rank When Requirements Interact: Scaling Long-Horizon Coding via Interdependent Specifications reached?

#19 on Hugging Face · Daily papers, on Nov 3, 11:28 UTC. Trendoday checks this list every 120 minutes.

How long has When Requirements Interact: Scaling Long-Horizon Coding via Interdependent Specifications been trending?

It was first seen on Nov 2, 2026 and has been on the list on 2 days (11 checks) since.