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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

R. Astrup

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2 papers indexed here

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Preprint Sep 2026

Toward a foundation model for forest point clouds

These findings identify the practical regime in which pretrained representations are most valuable and suggest that instance discrimination, rather than forest semantics, is the main remaining obstacle to a general-purpose 3D forest foundation model.

Yuan-Wen Yue, Stefano Puliti, Damien Robert et al. · 0 citations
Open access Aug 2026

Effects of Biochar and Nitrogen‐Enriched Biochar on Tree Growth in Scots Pine Stands

Biochar, a carbon‐rich product of pyrolysis, is increasingly considered for soil amendment and climate change mitigation due to its potential to enhance soil properties and sequester carbon. However, its effects on tree growth in forest ecosystems remain uncertain. This study investigated the impact of biochar and nitr...

K. Hanssen, J. Stokland, R. Astrup · 0 citations

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