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#software-maintenance News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Jun 56/10
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A Taxonomy of Runtime Faults in Model Context Protocol Servers

Researchers have created the first empirical taxonomy of runtime faults in Model Context Protocol (MCP) servers, identifying 73 distinct fault types across 11 categories after analyzing 837 fault threads from 473 GitHub repositories. The study reveals that configuration parameters accepted but not enforced at runtime cause widespread reliability issues in LLM tool-augmentation workflows, with developer surveys confirming that these faults are commonly experienced across the industry.

AIBullisharXiv – CS AI · Mar 26/1018
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LIA: Supervised Fine-Tuning of Large Language Models for Automatic Issue Assignment

Researchers developed LIA, a supervised fine-tuning approach using DeepSeek-R1-Distill-Llama-8B to automatically assign software issues to developers. The system achieved up to 187.8% improvement over the base model and 211.2% better performance than existing methods in developer recommendation accuracy.