SE Radio 698: Srujana Merugu on How to build an LLM App

SE Radio 698: Srujana Merugu on How to build an LLM App

In this episode of Software Engineering Radio, Srujana Merugu, an AI researcher with decades of experience, speaks with host Priyanka Raghavan about building LLM-based applications. The discussion begins by clarifying essential concepts like generative vs. predictive AI, pre-training vs. fine-tuning, and the transformer architecture that powers modern LLMs.

Srujana explains diffusion models and vision transformers, highlighting how multimodal AI is reshaping content creation. The conversation then moves to practical aspects—where LLMs make sense, where they don't, and a decision framework for evaluating use cases. They explore common application patterns such as retrieval-augmented generation (RAG) and agentic architectures, breaking down components like planners, orchestrators, memory, and tools. Key considerations for model selection, evaluation metrics, and safety guardrails are discussed in depth. The episode also touches on prompting strategies, automated prompt optimization, and emerging trends like multi-sensory AI and the "Internet of Senses." Finally, Srujana shares tips on staying current in a fast-moving AI landscape and emphasizes lifelong learning and curated knowledge sources.

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SE Radio 730: Birgitta Boeckeler on Harness Engineering for AI Agents

SE Radio 730: Birgitta Boeckeler on Harness Engineering for AI Agents

Birgitta Boeckeler, a Distinguished Engineer and consultant focused on AI-assisted software delivery at Thoughtworks, joins host Priyanka Raghavan for a deep dive into harnesses for AI agents. The epi...

22 Heinä 0s

SE Radio 729: Garth Mollett on AI Supply Chain Security

SE Radio 729: Garth Mollett on AI Supply Chain Security

Garth Mollet, Senior Principal Product Security Engineer and Technical Advisor for Product Security at Red Hat, joins host Robert Blumen for a discussion of AI supply chain security. They start with t...

15 Heinä 48min

SE Radio 728: Clare Liguori on AWS Strands SDK for AI Agents

SE Radio 728: Clare Liguori on AWS Strands SDK for AI Agents

Clare Liguori, a Senior Principal Engineer who works on developer tooling and agentic AI at Amazon Web Services, speaks with host Sri Panyam about the Amazon Strands Agents SDK. This episode explores ...

8 Heinä 1h 8min

SE Radio 727: Jeroen Janssens and Thijs Nieuwdorp on Using Polars

SE Radio 727: Jeroen Janssens and Thijs Nieuwdorp on Using Polars

Jeroen Janssens, a senior developer relations engineer at Posit, and Thijs Nieuwdorp, a developer relations engineer at Polars, speak with host Gregory M. Kapfhammer about Polars, a Python package for...

2 Heinä 1h 2min

SE Radio 726: Scott Kingsley on the Swagger Ecosystem

SE Radio 726: Scott Kingsley on the Swagger Ecosystem

Scott Kingsley, a VP of Engineering at SmartBear, speaks with host Gregory Kapfhammer about the Swagger ecosystem. They discuss the user interface, editor, and Swagger CodeGen and how these tools supp...

24 Kesä 52min

SE Radio 725: Danny Yang and Sam Goldman on the Pyrefly Type Checker

SE Radio 725: Danny Yang and Sam Goldman on the Pyrefly Type Checker

Danny Yang and Sam Goldman, both Software Engineers at Meta, speak with host Gregory M. Kapfhammer about the Rust-based Pyrefly type checker for Python. After a look at the foundational concepts for a...

18 Kesä 54min

SE Radio 724: Jure Leskovec on Relational Graph and Foundational Models

SE Radio 724: Jure Leskovec on Relational Graph and Foundational Models

Jure Leskovec, Professor of Computer Science at Stanford University and Chief Scientist at Kumo.ai, speaks with host Sriram Panyam about relational and graph language models and their transformative i...

10 Kesä 1h 2min

SE Radio 723: Dave Airlie on Linux Kernel Maintenance

SE Radio 723: Dave Airlie on Linux Kernel Maintenance

Dave Airlie, a Distinguished Engineer at Red Hat, speaks with host Gregory M. Kapfhammer about Linux kernel maintenance. After over-viewing the scale and structure of the Linux kernel, they dive deep ...

3 Kesä 1h 9min

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