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RAG-Based Agentic Memory in AI (Chapter 17)

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Manage episode 523939529 series 3705593
Content provided by Keith Bourne. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Keith Bourne or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Unlock how RAG-based agentic memory is transforming AI from forgetful chatbots into intelligent assistants that remember and adapt. In this episode, we break down the core concepts from Chapter 17 of Keith Bourne’s “Unlocking Data with Generative AI and RAG,” exploring why memory-enabled AI is a game changer for customer experience and operational efficiency.

In this episode, you’ll learn:

- What agentic memory means in AI and why it matters for leadership strategy

- The difference between episodic and semantic memory and how they combine

- Key tools like CoALA, LangChain, and ChromaDB that enable memory-enabled AI

- Real-world applications driving business value across industries

- The trade-offs and governance challenges leaders must consider

- Actionable tips for adopting RAG-based memory systems today

Key tools and technologies: CoALA, LangChain, ChromaDB, GPT-4, vector embeddings

Timestamps:

00:00 – Introduction and overview

02:30 – The AI memory revolution: episodic and semantic memory explained

07:15 – Why now: Technology advances driving adoption

10:00 – Comparing memory approaches: stateless vs episodic vs combined

13:30 – Under the hood: architecture and workflow orchestration

16:00 – Real-world impact and business benefits

18:00 – Risks, challenges, and governance

19:30 – Practical leadership takeaways and closing

Resources:

- "Unlocking Data with Generative AI and RAG" by Keith Bourne - Search for 'Keith Bourne' on Amazon and grab the 2nd edition

- Memriq.ai – Tools and resources for AI practitioners and leaders

Thanks for listening to Memriq Inference Digest - Leadership Edition.

  continue reading

22 episodes

Artwork
iconShare
 
Manage episode 523939529 series 3705593
Content provided by Keith Bourne. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Keith Bourne or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Unlock how RAG-based agentic memory is transforming AI from forgetful chatbots into intelligent assistants that remember and adapt. In this episode, we break down the core concepts from Chapter 17 of Keith Bourne’s “Unlocking Data with Generative AI and RAG,” exploring why memory-enabled AI is a game changer for customer experience and operational efficiency.

In this episode, you’ll learn:

- What agentic memory means in AI and why it matters for leadership strategy

- The difference between episodic and semantic memory and how they combine

- Key tools like CoALA, LangChain, and ChromaDB that enable memory-enabled AI

- Real-world applications driving business value across industries

- The trade-offs and governance challenges leaders must consider

- Actionable tips for adopting RAG-based memory systems today

Key tools and technologies: CoALA, LangChain, ChromaDB, GPT-4, vector embeddings

Timestamps:

00:00 – Introduction and overview

02:30 – The AI memory revolution: episodic and semantic memory explained

07:15 – Why now: Technology advances driving adoption

10:00 – Comparing memory approaches: stateless vs episodic vs combined

13:30 – Under the hood: architecture and workflow orchestration

16:00 – Real-world impact and business benefits

18:00 – Risks, challenges, and governance

19:30 – Practical leadership takeaways and closing

Resources:

- "Unlocking Data with Generative AI and RAG" by Keith Bourne - Search for 'Keith Bourne' on Amazon and grab the 2nd edition

- Memriq.ai – Tools and resources for AI practitioners and leaders

Thanks for listening to Memriq Inference Digest - Leadership Edition.

  continue reading

22 episodes

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