#systems-engineering News & Analysis

3 articles tagged with #systems-engineering. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · Jun 236/10

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Automated Semantic Fault Localization in SysML v2: A Human-in-the-Loop Framework Using Knowledge-Graph Augmented LLMs

Researchers present a human-in-the-loop framework combining fine-tuned small language models with knowledge graphs to automatically detect and repair semantic errors in SysML v2 models that bypass traditional compiler validation. The approach achieves over 91% repair accuracy using domain-specific training data and generates practical repair suggestions for engineer review.

AIBullisharXiv – CS AI · May 276/10

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Experiments in Agentic AI for Science

Researchers present two autonomous AI agent frameworks—DeepTS/DeepCollector for time-series dataset curation and DeepScribe for converting physics lectures into structured reports—demonstrating how agentic AI can overcome current LLM limitations in scientific workflows through hybrid local-remote architectures and advanced systems engineering techniques.

AINeutralarXiv – CS AI · May 76/10

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When Engineering Outruns Intelligence: Rethinking Instruction-Guided Navigation

Researchers challenge the narrative that large language models drive recent advances in instruction-guided navigation systems, demonstrating that carefully engineered geometric algorithms achieve comparable or superior performance with no API calls. The findings suggest frontier-based geometry, not language understanding, accounts for most reported progress in ObjectNav systems.