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#code-agents News & Analysis

2 articles tagged with #code-agents. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Jun 237/10
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Steer, Don't Solve: Training Small Critic Models for Large Code Agents

Researchers developed a small critic model that guides large code agents during execution rather than evaluating completed work, reducing computational costs while improving performance. The approach achieves 25.2% accuracy on SWE-bench Verified at 64% lower expense than larger agents, demonstrating that supplementing agent training with efficient feedback mechanisms outperforms scaling alone.

🏢 Hugging Face
AIBearisharXiv – CS AI · May 277/10
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RepoMirage: Probing Repository Context Reasoning in Code Agents with Perturbations

Researchers introduce RepoMirage, an evaluation suite that tests whether code agents truly understand repository context by applying perturbations to challenge their reasoning abilities. The study reveals a significant gap in how agents handle complex, multi-file code tasks, with performance dropping from 66.8% to 25.3% when explicit structural understanding is required.