NumericalAI fine-tuned a model for the Palace simulator for Electromagnetic and Quantum simulations

NumericalAI is a cloud platform for GPU-accelerated computational fluid dynamics (CFD), combining NVIDIA A100/H100 compute with AI-driven validation and diagnostics to deliver high-performance simulations without specialized hardware. Native GPU parallelization provides multi-x speedups versus CPU-only systems, reducing runtimes from days to hours for demanding workloads such as multiphase flow, turbulence, shock dynamics, and fluid–structure interaction across 1D/2D/3D. Before execution, a multi-stage validation pipeline performs Python syntax and malware checks, system configuration verification, grid-resolution analysis, and AI-based stability prediction to minimize failed runs and wasted compute. If a run fails, AI-assisted debugging analyzes errors, identifies root causes, and recommends fixes; Premium users can enable auto-fix to generate corrected configurations. These capabilities are powered by NumericalAI’s own agentic pipelines powered by their self-hosted fine-tuned LLMs, enabling context-aware checks and remediation tailored to each solver, configuration, and runtime environment. Users can monitor progress in real time, review performance metrics, and visualize results as they generate, supported by detailed logs and interactive analysis tools. Plans include Free (2 compute hours), Standard (€150/10 hours), and Professional (€300/22 hours, save €20), with priority queueing and AI integration in paid tiers. Enterprise offers unlimited, dedicated compute and extends coverage to structural mechanics, multiphysics, and molecular dynamics. NumericalAI supports manufacturing, automotive, aerospace, marine, energy, and broader engineering applications, making high-performance CFD accessible to researchers and engineers worldwide.