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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

Sergei V. Kalinin

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2 papers indexed here

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Preprint Sep 2026

Physics-Informed Sequential Reconstruction of Scanning Probe Microscopy Images with Calibrated Uncertainty

Scanning probe microscopy (SPM) has become a mainstay of materials science, condensed matter physics, nanotechnology, biology, and semiconductor metrology. An SPM image, however, is acquired sequentially as the probe traverses the surface under closed-loop feedback while thermal drift, feedback dynamics, tip state, mec...

Surya Prakash Reddy, Sergei V. Kalinin · 0 citations
Jul 2026

Beyond Directed Acyclic Graphs: Causal Zeros and Causal Differential Equations

This paper formalizes constraints as causal zeros within an Extended Causal Model by adding an activation operator, subject to local solvability and graph-admissibility conditions, and gives the extended do-calculus, identifiability conditions, counterfactual semantics, and open problems.

Sergei V. Kalinin · 0 citations

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