A short customer message can contain several kinds of information: a person’s name, product identifier, date, opinion and request for action. AI-901 tests recognition of text-analysis worklo
Certifications
Certification pathways, exam choices, and practical guidance for IT professionals. Explore the credentials that connect technical skills with your next career step.
Microsoft AI-901: Speech Recognition and Synthesis in Foundry
Speech interfaces let people interact with software without typing and let applications return spoken information, but several different technologies sit behind the phrase “voice AI.” A spee
Microsoft AI-901: Foundry Model Deployments and Prompt Testing
Microsoft Foundry can make a foundation model available for a lightweight application, but a successful prompt in a portal playground is not the same as a production-ready service. AI-9
Microsoft AI-901: Build a Lightweight Chat App with the Foundry SDK
A working chat client is a useful AI-901 exercise because it connects model concepts to an application boundary. The client must identify an approved model deployment , authenticate, su
Microsoft AI-901: Responsible AI Decisions for Azure Solutions
Responsible AI is easier to understand when it becomes a series of design decisions rather than a slogan attached to a product. A recommendation system can be statistically accurate but
Microsoft AI-901: AI Workloads, Models and Deployment Choices
A common AI fundamentals mistake is starting with a fashionable model instead of the problem. An organization may need a number predicted from historical data, a short message classifie
Microsoft AI-901: New Exam Blueprint and AI-900 Transition
The Microsoft Azure AI Fundamentals certification now uses Exam AI-901 , not the retired AI-900 exam. That change matters more than a new number on a booking page. AI-901 asks beginning AI d
Amazon AWS AIP-C01: Bedrock Tracing and GenAI Release Gates
Diagnose GenAI failures using Bedrock and AgentCore traces, retrieval provenance, model and prompt versioning, evaluation and controlled release gates.
Amazon AWS AIP-C01: Bedrock Streaming, Retries and Timeouts
Handle Amazon Bedrock ConverseStream errors, SDK retries, partial outputs, cancellations and side-effect safety with explicit completion and timeout states.
Amazon AWS AIP-C01: AgentCore MCP Identity and Safe Tool Actions
Design safe AgentCore MCP tool integrations using bounded schemas, caller and target identity, backend authorization, approval and idempotent actions.
Amazon AWS AIP-C01: Bedrock Prompt Versions and JSON Outputs
Use Amazon Bedrock Prompt Management, versioned prompt contracts and structured outputs without confusing valid JSON with verified business facts.
Amazon AWS AIP-C01: Bedrock Knowledge Base Freshness and Access
Keep Bedrock Knowledge Bases current and permission-aware through source versioning, synchronization, verified identity, ACL filtering and negative retrieval tests.
Amazon AWS AIP-C01: Bedrock Multimodal Data Pipelines
Build reliable multimodal Bedrock input pipelines by validating files, choosing visual versus textual processing, preserving provenance and diagnosing ingestion failures.
Amazon AWS AIP-C01: Bedrock Model Routing and Failover
How Amazon Bedrock intelligent routing, cross-Region inference and application-managed fallback differ—and how to keep model changes, data boundaries and output quality safe.
Microsoft AB-100: Business Agent Governance, DLP and Identity
Governing a business agent requires controls that remain effective when its prompt, retrieved evidence or tool output is misleading. A supplier document might contain a […]