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NVIDIA· Professional

NVIDIA-Certified Professional: Agentic AI

NCP-AAI

The NCP-AAI exam tests whether you can design, build, evaluate and operate multi-agent systems on the NVIDIA stack, including memory, deployment, safety and oversight. On preporato.com you prepare with timed practice exams explained question by question, a lesson-by-lesson course, flashcards and hands-on labs.

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7

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31Pro

Hands-on labs

85

Interactive lectures

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What's Included

Practice

7 exam-realistic practice tests

526+ questions

Course

Interactive lectures

Interactive lecture · NCP-AAILesson 3 / 13

85 lectures · interactive · See the full course →

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Spaced-repetition decks

500 cards
Flashcard · NCP-AAI3 / 48
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Hands-on

Labs· 31

AB
Hosted Pro
advanced40m

Build Two Agents That Talk via the A2A Protocol

Unlock
# Milvus + LangGraph
$ checkpoint.save
short_term ...... 12 msgs
long_term ....... 84 facts
recall@5 = 0.92
Hosted Pro
intermediate35m

Add Long-Term Memory to an AI Agent: LangGraph + Milvus

Unlock
ReActToolsPlan
Hosted Pro
intermediate35m

Build an AI Agent 3 Ways: ReAct vs Tool Calling vs Plan-and-Execute

Unlock
clientMCPtool
Hosted Pro
advanced40m

Build an MCP Tool Server & Connect a LangChain Agent

Unlock
SABC
Hosted Pro
intermediate40m

Build a Multi-Agent Supervisor with LangGraph

Unlock
chunkembedretrievenim →
HostedFree
intermediate35m

Build a RAG Pipeline with NVIDIA NIM

Launch
# ReAct · thought/action/observe
1. Thought:
2. search_docs(…)
3. Observation:
Final answer → 200 OK
Hosted Pro
intermediate35m

Build a ReAct Agent with NVIDIA NIM

Unlock
# NeMo Guardrails
$ rails.check(query)
jailbreak ....... BLOCKED
off-topic ....... BLOCKED
IT query → ALLOWED
Hosted Pro
intermediate35m

Build NeMo Guardrails for an AI Agent: Jailbreak & Topical Rails

Unlock
# agent-evaluation · agent
POST /api/agent/invoke
200 OK · graded
Hosted Pro
intermediate30m

Evaluate an Agent with LLM-as-Judge

Unlock
# model-routing-cascade · agent
POST /api/agent/invoke
200 OK · graded
Hosted Pro
intermediate25m

Model Routing & Cost Cascade with NIM

Unlock
# structured-output-tools · agent
POST /api/agent/invoke
200 OK · graded
Hosted Pro
intermediate30m

Structured Output & Function Calling with NIM

Unlock
Visual Q&A with NVIDIA VLMs labHosted Pro
intermediate30m

Visual Q&A with NVIDIA VLMs

Unlock
Multimodal RAG with NeMo Retriever labHosted Pro
intermediate35m

Multimodal RAG with NeMo Retriever

Unlock
LLM Observability: Trace, Cost and Debug a RAG Assistant labHosted Pro
intermediate75m

LLM Observability: Trace, Cost and Debug a RAG Assistant

Unlock
Build an Agent From Scratch: The Tool Loop Without a Framework labHostedFree
intermediate80m

Build an Agent From Scratch: The Tool Loop Without a Framework

Launch
Evaluate an AI Agent: Trajectories, Tool Calls and an LLM Judge labHosted Pro
intermediate80m

Evaluate an AI Agent: Trajectories, Tool Calls and an LLM Judge

Unlock
Evaluate a RAG Pipeline: Retrieval Metrics, Faithfulness and a Regression Gate labHosted Pro
intermediate80m

Evaluate a RAG Pipeline: Retrieval Metrics, Faithfulness and a Regression Gate

Unlock
RAG Chunking Shoot-Out: Measure Which Chunking Strategy Retrieves labHosted Pro
intermediate50m

RAG Chunking Shoot-Out: Measure Which Chunking Strategy Retrieves

Unlock
Hybrid Search and Reranking: BM25, Embeddings, RRF and an LLM Reranker labHosted Pro
intermediate55m

Hybrid Search and Reranking: BM25, Embeddings, RRF and an LLM Reranker

Unlock
Query Rewriting and HyDE: Better Queries for the Search You Have labHosted Pro
intermediate50m

Query Rewriting and HyDE: Better Queries for the Search You Have

Unlock
Document AI: Turn PDFs, Tables and Scans into Clean RAG Chunks labHosted Pro
intermediate55m

Document AI: Turn PDFs, Tables and Scans into Clean RAG Chunks

Unlock
Context Engineering: Token Budgets, Compaction and Running Notes for Long Chats labHosted Pro
intermediate50m

Context Engineering: Token Budgets, Compaction and Running Notes for Long Chats

Unlock
Web Research Agent: Search, Read and Cite Without Being Fooled by the Web labHosted Pro
intermediate50m

Web Research Agent: Search, Read and Cite Without Being Fooled by the Web

Unlock
Code-Executing Data Agent: Let an LLM Answer Questions With pandas, Safely labHosted Pro
intermediate50m

Code-Executing Data Agent: Let an LLM Answer Questions With pandas, Safely

Unlock
Prompt Regression Testing in CI: A Golden Set That Blocks Bad Prompt Changes labHosted Pro
intermediate50m

Prompt Regression Testing in CI: A Golden Set That Blocks Bad Prompt Changes

Unlock
Vector Index Internals: Exact Search, IVF, HNSW, Product Quantization and Filtered Search with FAISS labHosted Pro
intermediate55m

Vector Index Internals: Exact Search, IVF, HNSW, Product Quantization and Filtered Search with FAISS

Unlock
Long Context vs RAG: Accuracy, Cost and Latency on the Same 24 Questions labHosted Pro
intermediate55m

Long Context vs RAG: Accuracy, Cost and Latency on the Same 24 Questions

Unlock
Build an MCP Client and Host: Handshake, Tool Discovery, Error Handling and Approvals labHosted Pro
intermediate60m

Build an MCP Client and Host: Handshake, Tool Discovery, Error Handling and Approvals

Unlock
Human-in-the-Loop Agent: Approval Interrupts, Durable Pauses, Crash-Safe Tools and Escalation labHosted Pro
intermediate60m

Human-in-the-Loop Agent: Approval Interrupts, Durable Pauses, Crash-Safe Tools and Escalation

Unlock
Planner-Executor Agents with Self-Critique: Plans, Validators, Replanning and Stopping Rules labHosted Pro
intermediate60m

Planner-Executor Agents with Self-Critique: Plans, Validators, Replanning and Stopping Rules

Unlock
Optimise Prompts with DSPy: Signatures, Metrics, Few-Shot Compilers and Held-Out Tests labHosted Pro
intermediate60m

Optimise Prompts with DSPy: Signatures, Metrics, Few-Shot Compilers and Held-Out Tests

Unlock

Free to read

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AI Agent Architecture Patterns: ReAct, Plan-Execute & More
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Multi-Agent Coordination: Orchestration Patterns for NCP-AAI
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Multi-Agent Coordination: Orchestration Patterns for NCP-AAI

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NCP-AAI Practice Tests: Why You Need Them to Pass
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NCP-AAI Practice Tests: Why You Need Them to Pass

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RAG for AI Agents: Retrieval-Augmented Generation NCP-AAI Guide
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NVIDIA NIM Deployment Guide: Docker, K8s & Cloud for AI Agents
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LangChain vs LlamaIndex for NCP-AAI: Which Framework in 2026?
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Tool Calling in AI Agents: NCP-AAI Function Integration Guide
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AI Agent Memory Systems: Complete NCP-AAI Guide 2026
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Error Handling in AI Agents: Circuit Breakers, Retry & Recovery

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Testing AI Agents: Unit, Integration & Evaluation Strategies
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Agent State Management: Persistence Patterns for NCP-AAI

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LangGraph vs AutoGen: Best Multi-Agent Framework for NCP-AAI

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Ready to start preparing?

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Course + practice tests

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Plus tax where applicable

  • The full NCP-AAI course: 85 lessons
  • 7 full-length practice tests
  • 526+ exam-style questions
  • 500 flashcards
  • Detailed explanations for every answer
  • Exam mode & learning mode
  • ×No hands-on labs
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  • 31 hands-on labs for NCP-AAI + 147 more AI/ML labs
  • All practice tests across every certification
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  • Flashcards, study guides and articles
  • Cancel anytime, no contract
Secure checkout by Stripe, sold through Link
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