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Agentic AI – How Does Agentic RAG Differs From Standard RAG
Agentic AI – How Does Agentic RAG Differs From Standard RAG? Table Of Contents: What Is RAG? What Is Standard RAG? Problem With Standard RAG. Agentic RAG. Architecture Of Agentic RAG. Examples. Core Differences. Internal Reasoning Example. Retrieval Strategy Comparison. Types Of Tools An Agent Can Use. Reasoning Capability. Real World Example. Side By Side Comparison.
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Agentic AI – What Is Sandbox Isolation ?
Agentic AI – What Is SandBox Isolation Table Of Contents: What Is SandBox Isolation? How SandBox Isolation Works? Why SandBox Isolation Is Important? Examples In Agentic AI. Simple Analogy. Summary. Why SandBox Isolation In Production? How SandBox Isolation Is Used In Production? Real World Example. Simple Analogy. Summary. (1) What Is Sandbox Isolation? (2) How Sandbox Isolation Works? (3) Why Sandbox Isolation Is Important? (4) Examples In Agentic AI (5) Simple Analogy (6) Summary (7) Why Sandbox Isolation In Production (8) How Sandbox Isolation Is Used In Production. (9) Real World Examples (10) What We Can Do In SandBox ?
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Agentic AI – What Security Risks Comes With Giving An Agent A Tool Access & How Do You Mitigate Them?
Agentic AI – What Security Risks Comes With Giving An Agent A Tool Access & How Do You Mitigate Them? Table Of Contents: Prompt Injection (Unintended Tool Calls) Over Privileged Tools (Excessive Scope) Unvalidated Tool Inputs(Injection At Tool Layer) Runaway Loops. Data Exfilteration By Tool Chaining. Credential/Secret Leakage. Tool Poisoning. Summary Table. Thumb Rule. Security Measures. (1) Prompt Injection (2) Over Previleged Tools (3) Unvalidates Tools Inputs (4) Runaway Loops (5) Data Exfiltrations (6) Credential/Secret Leakage (7) Tool Poisoning (8) Summary Table (9) Thumb Rule (10) Security Measures
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Agentic AI – How Do You Handle A Tool Call That Fails or Returns Malformed Data ?
Agentic AI – How Do You Handle A Tool Call That Fails or Returns Malformed Data ? Table Of Contents: Introduction Why Tool Calls Fails. Strategies For Handling Failures. Retry With Backoff. Reflect & Retry. Fallback To An Alternative Tools. Escalate To Human In The Loop. Valisate Responses. Log & Audit. Example Workflow. Simple Analogy. Summary. (1) Introduction (2) Why Tool Calls Fail (3) Strategies For Handling Failures (4) Example Workflow. (5) Summary.
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Agentic AI – MCP Transports
Agentic AI – MCP Feature Lists Table Of Contents: MCP Transports. MCP HTTP Transport. MCP Passing Headers In Transport. MCP Authentication While Transport. MCP ‘stdio’ Transport. MCP Steteful Sections. MCP Core Features. MCP Tools. MCP Structured Content. Appending Structures Content Via Interceptor. Multimodal Tool Content. MCP Resources. MCP Loading Resources. MCP Prompts. MCP Loading Prompts. MCP Advanced Features. MCP Tool Interceptors. MCP Accessing Runtime Context. MCP State Update & Commands. MCP Custom Interceptors. MCP Custom Interceptors – Basic Pattern. MCP Custom Interceptors – Modifying Requests. MCP Custom Interceptors – Modifying Headers At Runtime. MCP Custom Interceptors – Composing Interceptors. MCP
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Agentic AI – MCP Custom Server Implementation
Agentic AI – MCP Custom Server Implementation Table Of Contents: MCP Server Implementation? Math MCP Server Implementation. Weather MCP Server Implementation. MultiServer MCP Client + LangChain Agent. Run The Workflow. (1) MCP Server Implementation (2) Math MCP Server Implementation # math_server.py from fastmcp import FastMCP mcp = FastMCP("Math") @mcp.tool() def add(a: int, b:int)->int: """Add Two Numbers""" return a * b @mcp.tool() def multiply(a:int, b:int)-> int: """Multiply Two Numbers""" return a * b if __name__ ==== "__main__": mcp.run(transport="stdio") (3) Weather MCP Server Implementation # weather_server.py from fastamcp import FastMCP mcp = FastMCP("Weather") @mcp.tool() async def get_weather(location: str) -> str: """Get Weather
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Agentic AI – MCP Server Theory
Agentic AI – MCP Server Explanation Table Of Contents: What Is MCP Server? How MCP Server Fit In The Flow? What An MCP Server Provides? Simple Analogy Of MCP Server. Why MCP Server Matter In Agentic AI. Challenges Of MCP Server. Example Of MCP Server. (1) What Is An MCP Server ? (2) How MCP Server Fits In The Flow ? (3) What An MCP Server Provides? (4) Simple Analogy (5) Why MCP Servers Matters In Agentic AI (6) Challenges Of MCP Servers (7) Examples Of MCP Servers
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Agentic AI – MCP Client Implementation
Agentic AI – MCP Client Implementation Table Of Contents: What Is MultiServerMCPClient? Constructor ‘connection’ Parameter. ‘callbacks’ Parameter. ‘tool_interceptor’ Parameter. ‘tool_name_prefix’ Parameter. ‘handle_tool_error’ Parameter. A Complete Example. Commonly Used Methods. (1) What Is MultiServerMCPClient ? (2) Constructor For MultiServerMCPClient ? (3) ‘connections’ Parameter (4) ‘callbacks’ Parameter (4) ‘tool_interceptors’ Parameter (5) ‘tool_name_prefix’ Parameter (5) ‘handle_tool_errors’ Parameter (6) A Complete Example. (6) Methods You Will Commonly Use. (7) Server Configurtion Parameters (8) Structure Of A Connection (9) Structure Of A Connection (10) Transport Parameter (11) ‘command’ Parameter (12) ‘env’ Parameter (13) ‘cwd’ Parameter (14) ‘url’ Parameter (15) ‘headers’ Parameter (16) ‘timeout’ Parameter (17)
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Agentic AI – MCP Client Theory
Agentic AI – MCP Client Table Of Contents: What Is MCP Client? Example Analogy Of MCP Client. Where Does MCP Client Sit? Why Do We Need MCP Client. What Does The MCP Client Actually Do? Does The MCP Client Contain Tools? Does The MCP Client Execute Tools? What Does The MCP Client Know? Different Types Of MCP Client. Real World Example. Why Is “MultiServerMCPClient” Is Asynchronous? Responsibilitiues Of MCP Client. Interview Questions. (1) What Is An MCP Client? (2) Real World Analogy Of MCP Client. (3) Where Does MCP Client Sit? (4) Why Do We Need AN MCP Client? (5)
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AgenticAI – MCP Understanding
Agentic AI – MCP Theory Table Of Contents: What Is MCP ? What Problem Does MCP Solve? MCP Architecture Components Of MCP. Traditional API vs MCP. What Can An MCP Server Expose? Flight Booking Example. Why Companies Like MCP. How Does An AI Know What Tools Exists. Can I Create My Own MCP Server? Is MCP Replacing REST APIs? Is MCP Secure? Where Does MCP Fit In An Agentic AI Architecture? Interview Follow Up Questions. (1) What Is MCP ? (2) What Problem Does MCP Solves ? (3) MCP Architecture. (4) Components Of MCP. (5) Traditional API vs MCP (6)
