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| Section | Weight | Objectives |
|---|
| Model Context Protocol (MCP) Fundamentals | 15% | - MCP architecture and integration
- 1. MCP hosts, clients, servers, tools, resources, and prompts
- 2. JSON-RPC 2.0 message format
- 3. MCP transport options including stdio and Streamable HTTP
- 4. Role of MCP in standardizing integration between AI agents and external tools
- 5. Integrating MCP capabilities into agentic AI workflows
|
| OCI Enterprise AI Agents | 25% | - OCI Enterprise AI platform and agent services
- 1. OCI Enterprise AI platform services for the enterprise AI agent lifecycle
- 2. Deployment and scaling options
- 3. OCI Enterprise AI Agents building blocks: Responses API, tools, memory, and vector stores
- 4. Building and running AI agents with OCI Enterprise AI Agents
- 5. OCI Enterprise AI Agents development, orchestration, and execution
|
| OpenAI Responses API and Agents SDK | 15% | - OpenAI agent stack
- 1. Guardrails for validating inputs, outputs, and agent actions
- 2. Agents SDK primitives: Agent, Runner, Tool, Handoffs, and Guardrails
- 3. OpenAI Responses API for agentic applications
- 4. Multi-agent design patterns and handoffs
- 5. Function calling and tools
|
| Agentic AI for Oracle AI Database | 25% | - Oracle AI Database agentic AI capabilities
- 1. Oracle Autonomous AI Database MCP Server
- 2. VECTOR data type, vector embeddings, and similarity search
- 3. Oracle AI Database Private Agent Factory
- 4. Oracle AI Vector Search workflow: document chunking, embedding generation, similarity search, and retrieval
- 5. Oracle AI Vector Search, Select AI, and MCP integration
- 6. Grounding agent responses with enterprise data from Oracle AI Database
- 7. Select AI for natural-language interaction with Oracle AI Database
|
| Introduction to AI Agents | 15% | - AI agent fundamentals
- 1. Core components of an AI agent: LLM, tools, and orchestration loop
- 2. Agent reasoning patterns: Chain-of-Thought and ReAct
- 3. Differentiate AI agents from traditional chatbots and rule-based workflows
- 4. Safety considerations and guardrail techniques
|
| LangChain for AI Agents | 5% | - LangChain fundamentals and agent construction
- 1. LangChain agent reasoning and tool execution flow
- 2. LangChain tools, prompts, and chains
- 3. LangChain core abstractions: chat models, prompts, tools, and agents
|
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Oracle Agentic AI Foundations Associate Sample Questions (Q36-Q41):
NEW QUESTION # 36
Which OCI services are used for observability and auditing of deployed AI agents?
- A. OCI Logging, OCI Monitoring, and OCI Audit
- B. OCI Streaming, OCI Queue, and OCI Email Delivery
- C. OCI Data Catalog, OCI Search, and OCI DNS
- D. OCI Events, OCI Functions, and OCI Vault
Answer: A
Explanation:
OCI production AI architectures use the standard OCI observability and governance services to provide operational visibility and accountability. OCI Logging collects and centralizes service and application logs; OCI Generative AI hosted applications can expose deployment logs that open directly in OCI Logging and the Observability and Management service. OCI Monitoring supplies metrics and alarms for monitoring resource health and operational conditions. OCI Audit records calls made to supported OCI public API endpoints, providing an authoritative record of administrative and resource-management actions for investigation and compliance. Oracle's architecture guidance specifically recommends enabling OCI Logging, OCI Monitoring, and OCI Audit logs for critical AI-platform components. The services in the other options have legitimate OCI purposes, but they do not collectively represent the principal observability-and-auditing stack. Therefore, option A is the verified combination. Oracle Docs
NEW QUESTION # 37
Which value associates OCI Responses API requests with a specific OCI Generative AI Project?
- A. VCN OCID
- B. Project OCID
- C. Object Storage bucket name
- D. Tenancy display name
Answer: B
Explanation:
OCI Responses API requests are associated with an OCI Generative AI Project through the project's OCID - Oracle Cloud Identifier . Oracle requires an OCI Generative AI project for agent-related OpenAI-compatible API calls and uses the project identifier to determine the project context under which responses, conversations, files, containers, retention settings, and related resources operate.
Oracle's OCI Responses API documentation shows the OpenAI client configured with a project parameter containing a Generative AI Project OCID. Oracle explicitly states that this value identifies the OCI Generative AI project for the request. Oracle's project documentation further explains that projects organize agent- specific artifacts, provide isolation boundaries, and that the project OCID must be referenced in API and SDK calls to apply project settings during runtime.
An Object Storage bucket could contain data used by another workflow but does not identify the Generative AI project. The tenancy display name identifies a tenancy conceptually but not the target project. A VCN OCID refers to network infrastructure.
Therefore, D is correct and matches the uploaded answer key.
Study Guide reference/topic: OCI Enterprise AI Agents - Generative AI Projects, Project OCID, OCI Responses API configuration, and project isolation.
NEW QUESTION # 38
Which authentication approach should be used for production-grade access to OCI Enterprise AI services?
- A. Hardcoded credentials checked into source repositories
- B. OCI IAM authentication with signed requests and IAM policies
- C. Anonymous access to tenancy-level resources
- D. Browser session cookies stored with application code
Answer: B
Explanation:
For production OCI Enterprise AI workloads, Oracle recommends OCI IAM-based authentication rather than long-lived development credentials. The uploaded source identifies OCI IAM authentication with signed requests and IAM policies as the correct production architecture.
Oracle's OCI Responses API authentication documentation distinguishes service API keys used for testing and early development from IAM authentication intended for production and OCI-managed environments.
IAM-based authentication uses OCI identity principals and request-signing mechanisms and allows authorization to be controlled through centralized IAM policies. Oracle specifically recommends IAM when applications execute in services such as OCI Functions or Oracle Kubernetes Engine, when long-lived API keys should be avoided, or when fine-grained centralized access control is required.
IAM policies also implement least privilege by defining exactly which users, groups, resource principals, or workloads can access individual Generative AI resource types.
Browser cookies, anonymous tenancy access, and credentials committed into source repositories violate standard enterprise security practices and significantly increase credential-exposure risk.
Therefore, A is the only production-grade authentication approach among the choices.
Study Guide reference/topic: OCI Enterprise AI Agents - OCI IAM, signed requests, policies, principals, least privilege, and production authentication.
NEW QUESTION # 39
Which approaches are supported by OCI Enterprise AI Agents?
- A. Call the Responses API directly or deploy a hosted agent application.
- B. Deploy using Python-only or Java-only options.
- C. Build a frontend agent or a backend agent.
- D. Select a free or paid deployment model.
Answer: A
NEW QUESTION # 40
Which message format does MCP use for client-server communication?
- A. Protocol Buffers
- B. JSON-RPC 2.0
- C. GraphQL
- D. SOAP/XML
Answer: B
Explanation:
MCP uses JSON-RPC 2.0 as the underlying message protocol for communication between MCP clients and MCP servers. JSON-RPC provides a structured representation for requests, responses, errors, and one-way notifications while remaining independent of the underlying transport. This separation is important because the same protocol semantics can operate over STDIO or Streamable HTTP.
The MCP architecture documentation states that the data layer implements a JSON-RPC 2.0-based exchange protocol defining message structures and semantics. It also explains that the transport layer abstracts communication details, allowing the same JSON-RPC message format to operate across supported transports.
The MCP specification similarly requires messages between clients and servers to follow JSON-RPC structures, including methods, parameters, IDs for requests, and result/error structures for responses.
SOAP/XML is a different web-service protocol family; GraphQL is primarily a query language and API runtime; Protocol Buffers is a binary serialization technology. None is the MCP-defined wire-message format.
Therefore, option B is correct and agrees with the uploaded answer key.
Study Guide reference/topic: Model Context Protocol (MCP) Fundamentals - JSON-RPC 2.0, requests, responses, notifications, and transport independence.
NEW QUESTION # 41
......
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