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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

Ayesha Sana

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Sep 2026

Co-application of PGPR and chitosan nanoparticles enhances salinity tolerance in Green super rice by regulating osmotic balance and antioxidant defense mechanisms

Combined application of PGPR and chitosan nanoparticles showed beneficial effects as compared to individual treatments and offers a promising strategy to alleviate the harmful effects of salinity, sustain rice productivity, and enhance stress tolerance.

I. Zafar, A. Fatima, Rifat Naseem et al. · 0 citations
Conference Open access Aug 2026

SAFE-CHEM: Uncertainty-Aware Policy Switching for Robust Robotic Chemistry

This work proposes SAFE-CHEM, an uncertainty-aware framework designed for robust, learning-based robotic chemists that introduces a hybrid control architecture that autonomously switches from the learned policy to a deterministic, rule-based backup controller when uncertainty exceeds a calibrated safety threshold.

Laura Jones, S. Shahzad, Ayesha Sana et al. · 0 citations

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