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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Florian Michahelles

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Book Open access Oct 2026

Bear-ing the Burden: Impact of Affective Eco-Feedback on Sustainable LLM Use

The increasing use of large language models (LLMs) has raised growing concerns about the environmental impact of user-driven inference, while end-users often remain unaware of their carbon footprint. This paper investigates whether eco-feedback integrated into LLM interfaces can influence prompting behaviour. We conduc...

Jill Ashley Okonji, Sheau-Jwu Wu, Florian Michahelles · 0 citations
Open access Aug 2026

Broken time, stable models? Evaluating desynchronization robustness in wearable human activity recognition

This work introduces an experimental paradigm for systematically evaluating the impact of time discrepancies in multi-wearable HAR, and reveals that time offsets larger than 167 ms should be avoided in training datasets, and offsets beyond 333 ms can already significantly degrade HAR performance for typical activities...

David Kostolani, Florian Wolling, S. Schlund et al. · 0 citations

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