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Learn/AI Agents
Nokku AI course · Certificateintermediate

Building AI Agents: A Hands-On Guide for Developers

A hands-on Python course for developers who want to build reliable AI agents. Starting from a single model call, you'll build a tool-calling agent loop, then add well-designed tools, retrieval with citations, memory, an evaluation harness, prompt-injection guardrails and cost controls, and ship a production-ready customer-support agent. Every code sample is a real, tested file.

Chapters
10 chapters
Duration
4h 9m
Level
intermediate
  • AI Agents
  • Python
  • LLM APIs
  • Tool Calling
  • RAG
  • LLM Evaluation
  • AI Safety
Data & AIAI Agents

Free

Free account needed to take quizzes and earn the certificate.

This course includes

  • 10 chapters of lessons
  • A quiz after every chapter
  • Final assessment
  • Verifiable certificate

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What you'll learn

  • Call language model APIs correctly, including conversations, streaming and stop reasons
  • Implement tool calling and a robust agent loop with step limits, error handling and hooks
  • Design agent tools with clear descriptions, concise outputs, validation and approval gates
  • Ground agents in your own data with retrieval and citations
  • Manage context and long-term memory safely
  • Build an evaluation harness with code checks and a calibrated model judge
  • Defend against prompt injection with layered guardrails enforced in code
  • Measure and control cost and latency with budgets, prompt caching and model routing
  • Assemble, evaluate and launch a production support agent in stages

Course content

10 chapters · 4h 9m total · final assessment

  1. 1Calling a Model: The Foundations23 min
  2. 2Tool Calling From Scratch17 min
  3. 3The Agent Loop24 min
  4. 4Designing Tools Agents Can Use26 min
  5. 5Retrieval: Grounding Agents in Your Data23 min
  6. 6Memory and Context Management23 min
  7. 7Evaluating Agents in Code25 min
  8. 8Guardrails and Prompt-Injection Defence24 min
  9. 9Cost, Latency and Model Routing26 min
  10. 10Capstone: Shipping a Production Support Agent38 min
  11. Final assessment & certificate

How it works

  1. 01

    Read each chapter

    Short, focused lessons you can finish in one sitting.

  2. 02

    Pass the quizzes

    Score 70% or more on a chapter's quiz to unlock the next one.

  3. 03

    Earn your certificate

    Pass the final assessment to get a certificate with a verification link.

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