January 2025
The Armchair Expert AI Podcast Explorer was designed to create a fresh and dynamic experience for content exploration. With the advent of GenAI technologies, our ability to search, analyse, summarise, and engage with content has entered an exciting new phase.
Give it a go here >> Armchair Expert AI Explorer
Three Modes of Interaction for a Seamless Exploration
The Podcast Explorer features three discrete interaction modes, thoughtfully designed to work in harmony and enhance your exploration journey.
While future updates I aim to enable automatic, seamless transitions between these modes, for now, you can switch between them yourself to suit your needs.
Quickstart
Check out the "Quickstart Examples" below to see how easy it is to dive in and start exploring!
LLM and Gen AI Insights
Context
- Whilst LLM's are able to retain large amounts of content in 'context', I found that the more you keep in the open conversation, the less accurate the results became....and in some cases induced hallucinations.
To address this, I developed this application to process transcripts in smaller, manageable chunks. By analyzing these chunks individually and then combining the results, the overall accuracy improves significantly. While hallucinations can still occur, this method greatly minimizes their frequency.
The Application Build
This web application is 90% built by a blend of technologies from Claude.ai, OpenAI, and Google Gemini.
The development journey began with a Python-based Google Colab notebook entirely generated using Gemini technology. From there:
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Claude helped transform the notebook into a functional Python application.
- ChatGPT played a key role in debugging and fine-tuning the experience.
For content processing, the app leverages the ChatGPT 4o-mini model.
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