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Advanced AI Programming in the AI Era

Level 2 Certification Exam - L2:P2-APA

Exam Overview

L2:P2-APA

Validates the second half of Programming in the AI Era, including debugging, object models, real-world Python, concurrency, and production hardening.

What You Will Learn

  • Phase 5: The Python Object Model — OOP done right
  • Phase 6: Real-World Python — building practical applications
  • Phase 7: CLI & Concurrency — command-line tools and parallel execution
  • Phase 8: Production Systems — hardening and securing code
  • Reasoning Through Dilemmas, Building From Nothing, Deciding Under Uncertainty (Part 0)
  • Learning How to Learn + Thinking Portfolio assembly (Part 0)

Key Skills

PythonType-Driven AITestingOOPCLI & APIsProduction SystemsDebugging

Details

Certification

Earns Certified Agentic AI Developer (2 of 2 exams)

Book Coverage

Part 4: Programming in the AI Era (Chapters 42–69, 9 Phases) + Part 0: Chapters 6–11

Course

AI-251

Exam Content

Topics covered in this exam

1
Phase 4: Debug and Master
  • Finding root causes instead of repeatedly re-prompting AI
  • Using errors and failures as signals for better engineering decisions
  • Working more independently with AI in the loop
2
Phase 5: The Python Object Model
  • Designing systems with objects and behavior
  • Moving from scripts to structured software models
  • Using Python design patterns to support clearer AI collaboration
3
Phase 6: Real-World Python
  • Building practical applications with persistence and file workflows
  • Moving from exercises to real software features
  • Organizing projects for maintainability
4
Phase 7: CLI and Concurrency
  • Building usable tools through command-line interfaces
  • Understanding concurrency as a practical systems skill
  • Shipping tools that other people can run and verify
5
Phase 8: Production Systems
  • Verification pipelines, CI/CD, and production hardening
  • Security review of AI-generated code
  • Turning working code into software that is ready to ship

Ready to Take This Exam?

Exams are conducted online with proctoring.