Tartibu L Multi-Objective Optimization Techniques in Engineering Apps 2025 | 61.27 MB

Title: Multi-objective Optimization Techniques: Variants, Hybrids, Improvements, and Applications
Author: Tarik A. Rashid, Aram M. Ahmed, Bryar A. Hassan, Zaher Mundher Yaseen, Seyedali Mirjalili, Nebojsa Bacanin, and Sinan Q. Salih

Description:
The Complete Engineering Handbook for Building, Governing, and Scaling AI Agents That Work in the Real World

Most AI projects stall before reaching production — not for lack of ideas, but because teams struggle to turn models into dependable systems. This handbook helps you fix that.

The AI Agents Handbook for Building Applications is a comprehensive engineering roadmap for developers, ML engineers, architects, and product leaders ready to move beyond demos and deliver reliable, scalable agentic software .

You'll master the full lifecycle — from concept to deployment — through validated frameworks, architectural blueprints, and hands-on projects that show how to design, build, and scale agents that think, act, and learn autonomously.


What You'll Gain

• 
  
• Field-tested architectures that reduce months of trial and error
  
• Five practical projects — research, support, coding, automation, and domain agents — ready to adapt and extend
  
• Multi-agent orchestration using CrewAI, Verdent, and LangChain
  
• Tool and API integration (including MCP) for true autonomy and multi-step workflows
  
• Evaluation and monitoring pipelines with OpenTelemetry, Langfuse, and Grafana
  
• Security and governance essentials: threat modeling (STRIDE/MAESTRO), RBAC, sandboxing, safety controls
  
• Productization playbooks to package, price, and scale agents responsibly
  

Each chapter connects theory with real-world application , distilled from authentic engineering practices and recent advancements in autonomous AI — helping you avoid common pitfalls and build with confidence.


Outcome

A complete technical framework to shorten experimentation cycles, reduce compute costs, and deliver AI agents that perform, scale, and generate measurable impact.


If you're ready to build AI systems that work in production, this handbook is the complete toolkit that prepares you to lead in the agentic era.

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