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AI Systems Thinking: How to Design Workflows That Scale

AI Systems Thinking: How to Design Workflows That Scale

Applying systems thinking principles to AI workflow design for scalable, maintainable solutions. Covers systems theory for AI, feedback loop design, emergent behavior in AI pipelines, bottleneck analysis, resilience patterns, multi-agent coordination, workflow orchestration architecture, observability and debugging, and designing AI systems that improve themselves over time.
Responsabile OdooBot
Ultimo aggiornamento 22/03/2026
Iscritti 1
  • Introduction to Systems Thinking in AI
    10Lezioni ·
    • What is Systems Thinking?
    • What is Systems Thinking? - Quiz
      10 pe
    • Components of AI Systems
    • Components of AI Systems - Quiz
      10 pe
    • Designing Workflows
    • Designing Workflows - Quiz
      10 pe
    • Feedback Loops in AI
    • Feedback Loops in AI - Quiz
      10 pe
    • Implementing Systems Thinking
    • Implementing Systems Thinking - Quiz
      10 pe
  • Feedback Loop Design
    8Lezioni ·
    • Types of Feedback Loops
    • Types of Feedback Loops - Quiz
      10 pe
    • Designing Feedback Mechanisms
    • Designing Feedback Mechanisms - Quiz
      10 pe
    • Evaluating Feedback Effectiveness
    • Evaluating Feedback Effectiveness - Quiz
      10 pe
    • Iterative Improvement Using Feedback
    • Project: Implementing Feedback in Workflows
  • Emergent Behavior in AI Systems
    5Lezioni ·
    • What is Emergent Behavior?
    • Case Studies of Emergent Behavior
    • Designing for Emergent Behavior
    • Strategies for Managing Emergence
    • Project: Designing for Emergence
  • Resilience Patterns in AI Systems
    5Lezioni ·
    • Understanding Resilience in AI
    • Resilience Patterns Overview
    • Designing Resilient Workflows
    • Testing for Resilience
    • Project: Implementing Resilience Patterns
  • Workflow Orchestration and Observability
    6Lezioni ·
    • Principles of Workflow Orchestration
    • Principles of Workflow Orchestration - Quiz
      10 pe
    • Designing Observability into Workflows
    • Monitoring and Debugging Strategies
    • Project: Orchestrating AI Workflows
    • Final Project: Building a Self-Improving AI Workflow