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1
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Guardrails
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Guardrails, Importance, Types of Guardrails, AI Risks, Enterprise Use Cases
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2
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LLM Safety Fundamentals
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Hallucinations, Toxic Content, Bias, Privacy Risks, Prompt Injection
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3
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Guardrail Architecture
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Input Validation, Output Validation, Middleware, Policy Enforcement
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4
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Input Guardrails
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Prompt Validation, Input Sanitization, Regex Rules, Length Limits, Language Detection
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5
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Output Guardrails
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Response Validation, JSON Validation, Schema Validation, Content Filtering
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6
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Prompt Injection
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Direct Injection, Indirect Injection, Data Poisoning, Defense Strategies
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7
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Jailbreak Protection
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Common Jailbreak Attacks, Detection Techniques, Prevention Methods
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8
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Content Moderation
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Hate Speech, Violence, Adult Content, Self-Harm Detection, Harassment Detection
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9
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PII Protection
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Email Masking, Phone Numbers, Credit Cards, Aadhaar, PAN, Passport Detection
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10
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Data Privacy
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GDPR Basics, Data Masking, Encryption, Secure Storage, Consent Management
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11
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Role-Based Access Control
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User Roles, Permissions, Resource Authorization, Multi-Tenant Security
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12
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Tool Guardrails
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Tool Validation, Allowed Tools, Blocked Tools, Tool Permissions
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13
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MCP Security
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Secure MCP Servers, Resource Access Control, Tool Authorization
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14
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RAG Guardrails
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Retrieval Validation, Source Verification, Citation Enforcement, Secure Context
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15
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Hallucination Detection
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Ground Truth Validation, Confidence Scoring, Fact Verification
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16
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Structured Outputs
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JSON Schema, XML Validation, Response Parsing, Type Safety
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17
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Policy Engines
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Rule Engine, Policy Management, Compliance Rules, Custom Policies
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18
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AI Safety Frameworks
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OpenAI Guardrails, NeMo Guardrails, Guardrails AI, Llama Guard
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19
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Spring AI Guardrails
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Advisors, Filters, Validation, Exception Handling, Retry Policies
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20
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LangChain Guardrails
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Output Parsers, Validators, Retry Logic, Structured Responses
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21
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LangGraph Guardrails
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Agent Validation, Workflow Constraints, Human Approval
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22
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Multi-Agent Security
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Agent Permissions, Delegation Rules, Secure Communication
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23
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Logging & Auditing
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Prompt Logs, Response Logs, Audit Trail, Compliance Reporting
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24
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Monitoring
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OpenTelemetry, LangSmith, Arize Phoenix, Metrics, Alerts
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25
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Performance Optimization
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Low-Latency Validation, Caching, Async Validation, Parallel Checks
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26
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Testing
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Unit Tests, Prompt Tests, Adversarial Testing, Red Teaming
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27
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Enterprise Deployment
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Kubernetes, Docker, API Gateway, Zero Trust Security
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28
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Real-Time Projects
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Banking AI, Healthcare Assistant, HR Bot, Legal Assistant
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29
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Advanced Topics
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Constitutional AI, AI Alignment, Red Teaming, Safety Evaluation
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30
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Interview Preparation
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Security Questions, Guardrail Design, Best Practices, Case Studies
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