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Agent Orchestrated Engineering Simulation - FAST. Turn a structured simulation request into an executable plan, wire AG2/AutoGen roles, validate and run the simulation, and produce traceable results

Agent Orchestrated Engineering Simulation - FAST. Turn a structured simulation request into an executable plan, wire AG2/AutoGen roles, validate and run the simulation, and produce traceable results

Dr. Chi Wang, Boris Bolliet

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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.
  • 1. Why Agent-Orchestrated Engineering Simulation Matters
  • 2. The Operating Model: From Roles to Orchestration
  • 3. Prepare the Ground: Prerequisites, Inputs, and Baselines
  • 4. Build the Core Workflow in AG2/AutoGen
  • 5. Worked Example: Mapping a Known Pipeline
  • 6. Quality Checks and Failure Modes
  • 7. Variants, Edge Cases, and Extensions
  • Title:Agent Orchestrated Engineering Simulation - FAST. Turn a structured simulation request into an executable plan, wire AG2/AutoGen roles, validate and run the simulation, and produce traceable results
  • Author:Dr. Chi Wang, Boris Bolliet
  • Original title:Agent Orchestrated Engineering Simulation - FAST. Turn a structured simulation request into an executable plan, wire AG2/AutoGen roles, validate and run the simulation, and produce traceable results
  • ISBN:9781808653025, 9781808653025
  • Date of issue:2026-09-09
  • Format:Ebook - EPUB
  • Item ID: e_57qw
  • Publisher: Packt Publishing
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