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| Section | Weight | Objectives |
|---|
| Topic 1: Model Context Protocol (MCP) Fundamentals | 15% | - MCP architecture and integration
- 1. JSON-RPC 2.0 message format
- 2. MCP hosts, clients, servers, tools, resources, and prompts
- 3. MCP transport options including stdio and Streamable HTTP
- 4. Integrating MCP capabilities into agentic AI workflows
- 5. Role of MCP in standardizing integration between AI agents and external tools
|
| Topic 2: Agentic AI for Oracle AI Database | 25% | - Oracle AI Database agentic AI capabilities
- 1. Oracle AI Vector Search, Select AI, and MCP integration
- 2. Select AI for natural-language interaction with Oracle AI Database
- 3. Grounding agent responses with enterprise data from Oracle AI Database
- 4. Oracle Autonomous AI Database MCP Server
- 5. Oracle AI Vector Search workflow: document chunking, embedding generation, similarity search, and retrieval
- 6. VECTOR data type, vector embeddings, and similarity search
- 7. Oracle AI Database Private Agent Factory
|
| Topic 3: LangChain for AI Agents | 5% | - LangChain fundamentals and agent construction
- 1. LangChain agent reasoning and tool execution flow
- 2. LangChain core abstractions: chat models, prompts, tools, and agents
- 3. LangChain tools, prompts, and chains
|
| Topic 4: OCI Enterprise AI Agents | 25% | - OCI Enterprise AI platform and agent services
- 1. Deployment and scaling options
- 2. OCI Enterprise AI Agents building blocks: Responses API, tools, memory, and vector stores
- 3. OCI Enterprise AI platform services for the enterprise AI agent lifecycle
- 4. OCI Enterprise AI Agents development, orchestration, and execution
- 5. Building and running AI agents with OCI Enterprise AI Agents
|
| Topic 5: OpenAI Responses API and Agents SDK | 15% | - OpenAI agent stack
- 1. Function calling and tools
- 2. OpenAI Responses API for agentic applications
- 3. Multi-agent design patterns and handoffs
- 4. Agents SDK primitives: Agent, Runner, Tool, Handoffs, and Guardrails
- 5. Guardrails for validating inputs, outputs, and agent actions
|
| Topic 6: Introduction to AI Agents | 15% | - AI agent fundamentals
- 1. Differentiate AI agents from traditional chatbots and rule-based workflows
- 2. Core components of an AI agent: LLM, tools, and orchestration loop
- 3. Agent reasoning patterns: Chain-of-Thought and ReAct
- 4. Safety considerations and guardrail techniques
|
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Oracle Agentic AI Foundations Associate Sample Questions (Q47-Q52):
NEW QUESTION # 47
Which approaches are supported by OCI Enterprise AI Agents?
- A. Select a free or paid deployment model.
- B. Call the Responses API directly or deploy a hosted agent application.
- C. Deploy using Python-only or Java-only options.
- D. Build a frontend agent or a backend agent.
Answer: B
NEW QUESTION # 48
What is the purpose of OCI Enterprise AI Governance?
- A. Applying guardrails, identity controls, and network security controls to AI workloads.
- B. Monitoring model latency and optimizing inference throughput.
- C. Managing model versions and rolling back failed deployments.
- D. Replacing the AI agent runtime layer.
Answer: A
Explanation:
OCI Enterprise AI Governance provides the control framework required to operate generative and agentic AI workloads securely in enterprise environments. Oracle defines governance as a combination of infrastructure protection, access control, network security, and runtime safety mechanisms. Key capabilities include OCI IAM policies , which determine who can access and manage Generative AI resources; Private Endpoints , which prevent model traffic from requiring public network exposure; Zero Trust Packet Routing , which introduces identity-aware network enforcement; and Guardrails , which apply safety and compliance controls to model inputs and outputs.
Oracle Guardrails specifically support mechanisms including content moderation, prompt-injection detection, and personally identifiable information detection. These controls address AI-specific operational and security risks rather than model lifecycle rollback or performance optimization.
Therefore, option D accurately expresses the purpose of Enterprise AI Governance. Model version management, runtime implementation, and latency monitoring may be operational concerns in an AI platform, but they are not the principal governance function described by OCI. The uploaded examination source also identifies D as the correct answer.
Study Guide reference/topic: OCI Enterprise AI Agents - Enterprise AI Governance, IAM, Private Endpoints, Zero Trust Packet Routing, and Guardrails.
NEW QUESTION # 49
Agent has multiply(a,b) and divide(a,b) . User: "What is 15 multiplied by 8, then divided by 3?" How does the OpenAI Agents SDK handle this?
- A. The model calls multiply(15, 8) , receives the result, then calls divide(120, 3) .
- B. The model calls every available arithmetic tool before answering.
- C. The Runner performs all arithmetic internally without involving the model or tools.
- D. The SDK automatically combines all arithmetic operations into a single tool call.
Answer: A
Explanation:
The OpenAI Agents SDK uses an iterative agent loop for multi-step tool execution. In this scenario, the model first determines that it needs the multiply tool and generates a call with the arguments 15 and 8 . The application executes that tool and returns 120 as a tool result. The model receives the updated conversation state, recognizes that another operation remains, and subsequently requests divide(120, 3) . The resulting value is then available for the final response. The uploaded course source explicitly specifies this sequence.
OpenAI's Agents SDK documentation confirms that the Runner repeatedly calls the LLM, executes requested tools, appends their results, and runs the model again until final output is produced.
The Runner does not independently decide to calculate the arithmetic itself. Nor does the SDK automatically merge unrelated function calls into one synthetic operation. Likewise, an agent does not invoke every registered tool indiscriminately; the model selects the tools required by the current task.
Therefore, D accurately describes the sequential model/tool interaction.
Study Guide reference/topic: OpenAI Responses API and Agents SDK - agent loop, sequential tool calls, tool results, Runner orchestration, and multi-step execution.
NEW QUESTION # 50
What is the architectural advantage of Autonomous AI Database MCP Server over a separately deployed third- party MCP server?
- A. It moves all query execution to a separate compute tier outside the database.
- B. It reduces operational overhead and enforces security inside the database.
- C. It uses a common MCP host for all database connections.
- D. It eliminates the need for SQL queries entirely.
Answer: B
NEW QUESTION # 51
What is the purpose of the Vector Stores API?
- A. Encrypting Object Storage buckets.
- B. Streaming video into AI agents.
- C. Translating text between languages.
- D. Indexing and retrieving data by meaning.
Answer: D
Explanation:
The Vector Stores API provides infrastructure for ingesting content and retrieving the portions that are semantically relevant to a query. Files associated with a vector store can be chunked and prepared for vector- based retrieval, allowing applications and agents to locate content based on semantic similarity rather than only exact lexical matches .
OpenAI's official Vector Stores API supports searching a vector store with a natural-language query and returns relevant content chunks together with similarity scores. The API also supports attaching files to vector stores and configuring the chunking strategy used during ingestion. This architecture is foundational to retrieval-augmented generation and File Search workflows: source material is indexed, a user query retrieves semantically related chunks, and those chunks can then provide grounded context to a model.
Language translation is a generative-model task. Object Storage encryption is a cloud-storage security function, while video streaming is unrelated to the purpose of a vector store.
Accordingly, "Indexing and retrieving data by meaning" is the technically correct description and is also the answer specified by the uploaded question source.
Study Guide reference/topic: OpenAI Responses API and Agents SDK - Vector Stores, semantic retrieval, chunking, File Search, similarity ranking, and RAG.
NEW QUESTION # 52
......
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