AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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CFD Forge is presented, an agentic framework built around OpenFOAM that carries an engineering request through case construction, meshing, solver execution, diagnostics, and reporting, a step toward automated CFD that can be trusted in high-throughput design and active-learning loops.
This work finds that cross-domain pretraining improves zero- and few-shot performance on held-out datasets relative to both training from scratch and transferring from domain-specific experts, and finds that simply pooling steady-state datasets is both sufficient and effective.
PolyJarvis is a platform in which a planning agent produces a validated run plan that deterministic stage scripts execute through established simulation toolkits, Enhanced Monte Carlo for system construction and LAMMPS for molecular dynamics, exposed as Model Context Protocol (MCP) servers.
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