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Agent Orchestrated Engineering Simulation - FAST Turn a structured simulation request into an executable plan | 25.2 MB

Title: Agent Orchestrated Engineering Simulation - FAST Turn a structured simulation request into an executable plan
Author:   Robert Glass
Language: English | 96 Pages | ISBN: 9781808653032

Description:
Key benefits
Build planner-reviewer-controller-executor workflows with AG2/AutoGen
Apply validation gates, audit trails, and fail-fast recovery to simulations
Follow a runnable heat-diffusion example from request to traceable report
Description
Engineering simulation workflows often lose more time to coordination than computation. Inputs are gathered across tools, assumptions drift between handoffs, and decisions become difficult to reconstruct. This practical FAST guide shows you how to add an agent-orchestration layer around trusted simulation tools without replacing the solver itself. Using a single two-dimensional heat-diffusion example, you will build a planner-reviewer-controller-executor workflow with AG2/AutoGen. You will define input contracts, create auditable artifacts such as simulation_request.json and plan.json, enforce validation gates before execution, run the simulation, validate results, and turn them into a decision-facing report. You will also work through failure modes, diagnostics, recovery paths, auditability, and orchestration variants. By the end of the book, you will understand how to make simulation workflows more predictable, traceable, and resilient, and how to extend the same pattern to parameter studies, CFD, FEA, cloud, and HPC environments.
Who is this book for?
This book is for ML/AI engineers, simulation engineers, and technical workflow owners who want to coordinate multi-step engineering simulations with agentic AI. Familiarity with Python and basic simulation workflows will help you follow the runnable examples. No prior AG2/AutoGen experience is required.
What you will learn
Map engineering simulations into explicit orchestration stages
Define planner, reviewer, controller, and executor roles
Implement an AG2/AutoGen workflow around a trusted simulation
Validate requests, plans, tool calls, and simulation outputs
Diagnose failures and apply repair, re-planning, or escalation
Extend the pattern to CFD, FEA, parameter sweeps, cloud, and HPC

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