The Prompt Desk

The Prompt Desk

Embark on a captivating exploration of Large Language Models (LLMs), prompt engineering, and generative AI with hosts Bradley Arsenault and Justin Macorin. With 25 years of combined machine learning and product engineering experience, they are delving deep into the world of LLMs to uncover best practices and stay at the forefront of AI innovation. Join them in shaping the future of technology and software development through their discoveries in LLMs and generative AI. Podcast website: https://promptdesk.ai/podcast Hosted by Ausha. See ausha.co/privacy-policy for more information.

Episodes

October 1, 2024 21 mins

In this one year anniversary episode of the podcast, your show hosts look back on what they have learned and observed over the past year. They made the following observations:


  • Reflection on a year of LLM development: The hosts discuss how the LLM ecosystem has rapidly evolved over the past year, moving from initial hype to a focus on practical applications with demonstrable ROI.

  • Changes in prompt engineering: They note a shif...

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In this thought-provoking episode, AI experts Bradley Arsenault and Justin Macorin delve into the cutting-edge world of input validation using large language models (LLMs). The hosts explore how this innovative approach is transforming traditional data validation methods in software applications.

The conversation begins with a look at conventional input validation techniques, primarily relying on regular expressions (RegEx) ...

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September 17, 2024 18 mins

In this episode of Prompt Desk, hosts Bradley Arsenault and Justin Macorin dive into the evolving landscape of AI applications. They explore the shift from full automation dreams to the reality of human-AI collaboration, discussing why guided experiences are proving more effective than autonomous systems. The hosts share insights on designing AI interfaces, managing error rates, and the importance of human oversight in complex AI t...

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In this episode of The Prompt Desk podcast, hosts Bradley Arsenault and Justin Macorin dive deep into the world of fine-tuning large language models. They discuss:

  • The evolution of data preparation techniques from traditional NLP to modern LLMs

  • Strategies for creating high-quality datasets for fine-tuning

  • The surprising effectiveness of small, well-curated datasets

  • Best practices for aligning training data with production envir...

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August 27, 2024 15 mins

Have you ever tried to run a prompt in another language and gotten completely different results? It is a sad truth that our LLM models continue to work best in English. It is something that will probably always remain true because of the dominance of the English language, which ensures that a disproportionate amount of the worlds data is found in English.

In this episode of The Prompt Desk, your hosts Justin Macorin and Brad...

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August 20, 2024 18 mins

In this episode, AI experts Bradley Arsenault and Justin Macon dive deep into the challenges and best practices for safely executing code generated by large language models in a production environment. They discuss key security considerations, containerization techniques, static/dynamic code analysis, and error handling - providing valuable insights for anyone looking to leverage the power of LLMs while mitigating the risks of abus...

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In this episode, we dive into how companies can compete and innovate in the age of AI. We explore the limitations of simple "Generate with AI" buttons and discuss the need for more radical changes in AI implementation. Drawing from Clayton Christensen's work on disruptive innovation, we examine why large organizations struggle with adopting transformative technologies and suggest strategies for both big and small companies to stay ...

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Are you tired of hearing about agents? Chat-bot this, agent that. It's the only way to apply AI that anyone talks about. But are agents the only way to use LLM technology? Is everything just converging towards conversational interface?

In this episode of The Prompt Desk, your show hosts discuss a different way to use cutting edge AI in user-interface design: integrated advice. Using LLMs, we can provide AI driven tips, trick...

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July 30, 2024 19 mins

If you are using systems prompts, chat completions, and tool completions with OpenAI, you might find it challenging to get the model to follow your prompts. If you are like the show hosts, you often find that there are certain instructions that your bot just refuses to listen to!

In the latest episode of The Prompt Desk, show host Bradley Arsenault shares with Justin Macorin the latest technique he has been using to improve ...

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Cutting-edge AI models use a lot of power. It is not uncommon to hear of data centers under construction that require the power output of the largest nuclear reactors all by themselves. Large tech companies used to tout their green credentials - now they quietly buried that message to pursue fortunes in generative AI. In this environmentally conscious episode of The Prompt Desk, your hosts Justin Macorin and Bradley Arsenault sit d...

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In this future-looking episode, hosts Bradley Arsenault and Justin Macorin discuss how agents might communicate with each other in the future. Will agents be making HTTP requests to each other? Will agents dial each other up on the phone? Might it be possible that one-hundred years from now, all our AI systems communicate to each-other over plain-text UTF-8 Telnet connections? Brad and Justin discuss what an interagent communicatio...

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July 9, 2024 19 mins

In this thought-provoking episode, hosts Bradley and Justin explore the intriguing concept of using AI to write prompts for other AI systems. They delve into the paradoxical nature of this idea and discuss potential approaches to make it feasible.

The hosts emphasize the importance of having a structured system and well-defined schemas when attempting to automate prompt creation. They argue that abstract prompt generation wi...

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July 2, 2024 20 mins

Brad and Justin discuss the gap between AI's perceived capabilities and limitations. We explore common misconceptions about chatbots, discussing pre-defined tasks, integration dependencies, and the importance of clearly defining both what AI can and cannot do. Join us for insights on creating more realistic AI systems and managing expectations.

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Continue listening to The Prompt Desk Podcast for everything LLM & GPT...

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June 26, 2024 21 mins

In this episode of The Prompt Desk Podcast, hosts Bradley Arsenault and Justin Macorin dive into the fascinating world of AI-powered networking bots. Bradley shares his experience creating and refining a bot that makes phone calls to schedule lunches and happy hours, using his own voice. The hosts discuss the technical challenges of building such a system, including voice synthesis, conversation AI, and phone infrastructure. They e...

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June 18, 2024 21 mins

In this cutting-edge episode of The Prompt Desk, your hosts Justin Macorin and Bradley Arsenault explore innovative techniques for testing AI agents using synthetic data and AI-generated test cases. Discover how to create testing agents that validate the performance of your main AI agent, handle edge cases, ensure proper conversation realignment, and improve overall reliability and robustness.


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Continue listening to The Pr...

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June 12, 2024 20 mins

Explore the current landscape and future possibilities of AI agents with machine learning experts Justin and Brad. They discuss the trade-offs between specialized and general-purpose agents, the importance of domain expertise, and the potential for agent aggregators. The conversation also covers the standardization of agent-to-agent communication and how organizations may adopt and integrate these technologies.


Continue listeni...

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June 4, 2024 24 mins

As AI agents powered by large language models become more complex, developers often encounter erratic and unexpected behaviors during testing. From agents falling into infinite loops to models struggling with certain data formats, these issues can be tricky to diagnose and resolve. In this episode, Bradley Arsenault and Justin Macorin explore real-world examples of AI agents going off the rails. They discuss practical techniques li...

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[Bonus] This is a bonus episode. We had too many unreleased episodes in our backlog, so we decided to give you an extra treat this week! Hope you enjoy it!


Join the discussion on how AI agents can intelligently browse websites to retrieve specific information across links and pages. The hosts dive deep into techniques like embedding link text, URL paths, and accessibility attributes to compare against the desired information goa...

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May 28, 2024 21 mins

Gain a better understanding of completion vs. chat completion methods for large language models. Get the scoop on why chat completions are great for building chatbots quick, but can sometimes go off the rails. Learn how to keep your model on track with slick moves like tool completions and throwing a "governor" into the mix.

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Continue listening to The Prompt Desk Podcast for everything LLM & GPT, Prompt Engineering, Genera...

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May 25, 2024 11 mins

[Bonus] This is a bonus episode. We had too many unreleased episodes in our backlog, so we decided to give you an extra treat this week! Hope you enjoy it!


Dive into the world of prompt engineering for large language models like GPT. This episode explores the important role that non-technical subject matter experts play in developing effective AI prompts and systems. The hosts discuss how domain experts across industries like fo...

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