Episode 251 - AI Agents: Frameworks and Concepts episode artwork

EPISODE · Aug 12, 2025 · 39 MIN

Episode 251 - AI Agents: Frameworks and Concepts

from Two Voice Devs · host Mark and Allen

Join Mark and Allen in this episode of Two Voice Devs as they explore the fascinating world of AI agents. They break down what agents are, how they work, and what sets them apart from earlier AI technologies. The discussion covers key concepts like "context engineering," and the essential components of an agentic system, including prompts, RAG, memory, tools, and structured outputs.Using a practical example of a prescription management chatbot for veterans, they demonstrate how agents can handle complex tasks. They compare various frameworks for building agents, specifically focusing on OpenAI's Agent SDK (for TypeScript) and Microsoft's Semantic Kernel (for C#). They also touch on other popular frameworks like LangGraph and Google's Agent Developer Kit.Tune in for a detailed comparison of how OpenAI's Agent SDK and Microsoft's Semantic Kernel handle state, tools, and the overall agent lifecycle, and learn what the future holds for these intelligent systems.[00:00:00] - Introduction[00:01:02] - What is an AI Agent?[00:03:12] - Context Engineering and its components[00:06:02] - The role of the Agent Controller[00:08:01] - Agent Mode vs. Agent AI[00:09:36] - Use Case: Prescription Management Chatbot[00:13:42] - Handling Large Lists of Data[00:16:15] - Tools and State Management[00:21:05] - Filtering and Searching with Tools[00:27:08] - Displaying Information and Iterating through lists[00:30:10] - The power of LLMs in Agentic Systems[00:35:18] - Sub-agents and the future of agentic systems[00:38:25] - Comparing different Agent Frameworks[00:39:00] - Wrap up#AIAgents #TwoVoiceDevs #ContextEngineering #OpenAIAgentSDK #SemanticKernel #LangGraph #GoogleADK #LLMs #GenAI #AI #Developer #Podcast #TypeScript #CSharp

Join Mark and Allen in this episode of Two Voice Devs as they explore the fascinating world of AI agents. They break down what agents are, how they work, and what sets them apart from earlier AI technologies. The discussion covers key concepts like "context engineering," and the essential components of an agentic system, including prompts, RAG, memory, tools, and structured outputs.Using a practical example of a prescription management chatbot for veterans, they demonstrate how agents can handle complex tasks. They compare various frameworks for building agents, specifically focusing on OpenAI's Agent SDK (for TypeScript) and Microsoft's Semantic Kernel (for C#). They also touch on other popular frameworks like LangGraph and Google's Agent Developer Kit.Tune in for a detailed comparison of how OpenAI's Agent SDK and Microsoft's Semantic Kernel handle state, tools, and the overall agent lifecycle, and learn what the future holds for these intelligent systems.[00:00:00] - Introduction[00:01:02] - What is an AI Agent?[00:03:12] - Context Engineering and its components[00:06:02] - The role of the Agent Controller[00:08:01] - Agent Mode vs. Agent AI[00:09:36] - Use Case: Prescription Management Chatbot[00:13:42] - Handling Large Lists of Data[00:16:15] - Tools and State Management[00:21:05] - Filtering and Searching with Tools[00:27:08] - Displaying Information and Iterating through lists[00:30:10] - The power of LLMs in Agentic Systems[00:35:18] - Sub-agents and the future of agentic systems[00:38:25] - Comparing different Agent Frameworks[00:39:00] - Wrap up#AIAgents #TwoVoiceDevs #ContextEngineering #OpenAIAgentSDK #SemanticKernel #LangGraph #GoogleADK #LLMs #GenAI #AI #Developer #Podcast #TypeScript #CSharp

NOW PLAYING

Episode 251 - AI Agents: Frameworks and Concepts

0:00 39:22

No transcript for this episode yet

We transcribe on demand. Request one and we'll notify you when it's ready — usually under 10 minutes.

The Small Business Startup School – Business Notes | Financial Literacy | Retail Psychology – For Professionals & Entrepreneurs The Small Business Startup School Inc. Starting or buying a small business? While personal circumstances may vary, business patterns remain timeless. On The Small Business Startup School, we explore strategies, insights, and practical solutions to help entrepreneurs confidently navigate their journey.Hosted by Ola Williams—a retail entrepreneur, fintech founder, and financial coach with over two decades of experience—this podcast marries financial awareness and retail psychology with optimism to deliver actionable takeaways.Join us to learn, grow, and connect as we uncover the keys to business success.Let’s continue to learn together and be encouraged to keep on connecting! 2 Old Ladies Walking Rozee 2 Old Ladies Walking features the journeys, insights, and light conversation between Liz and Rosie, two women of a certain age who live in the Hudson Valley of New York. From pelvic floor challenges and life with young adult children to food, bird calls, fear of “mad lamb” disease, and myriad topics in between, we cover it all while walking on the scenic trails of the northeast, or wherever our travels take us. Join us and have a listen! Radio Maria Kenya Radio Maria Kenya A Christian voice in Kenya and in the World Two Recruiters: Zero Filter Two Recruiters At Two Recruiters: Zero Filter, we're on a mission to demystify the hiring process, share insider tips, and empower you to maneuver through the professional world with confidence. With more than 30 years of combined experience navigating the intricate web of job markets, talent acquisition, and career development, we're here to spill the tea on everything career related. But wait, there’s more! We will dive into many life topics that are interesting to us as well.  Get ready for a rollercoaster of insights, stories, and no-holds-barred advice!Join us for conversations that matter – where work, life, and authenticity collide in the most unexpected and rewarding ways.

Frequently Asked Questions

How long is this episode of Two Voice Devs?

This episode is 39 minutes long.

When was this Two Voice Devs episode published?

This episode was published on August 12, 2025.

What is this episode about?

Join Mark and Allen in this episode of Two Voice Devs as they explore the fascinating world of AI agents. They break down what agents are, how they work, and what sets them apart from earlier AI technologies. The discussion covers key concepts like...

Can I download this Two Voice Devs episode?

Yes, you can download this episode by clicking the download button on the episode player, or subscribe to the podcast in your preferred podcast app for automatic downloads.
URL copied to clipboard!