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Using LLMs to Generate Tags

#463 Jun 30, 2024 pro

In this episode we'll explore how to use AI to generate tags. We'll cover setting up a self-hosted solution using OpenWebUI and Olama within Docker. And, learn to use the AI to generate and update tags automatically through a background job.

rails artificial intelligence tags

LLM Context

#446 Mar 10, 2024 pro

Building on the previous episode, we look at refactoring our background job into a more maintainable object and provide context to the LLM so that we can chain together responses for a more conversational experience.

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Streaming LLM Responses

#445 Mar 3, 2024 free

In this episode, we look at running a self hosted Large Language Model (LLM) and consuming it with a Rails application. We will use a background to make API requests to the LLM and then stream the responses in real-time to the browser.

rails ai artificial intelligence machine learning background processing

Campfire Bots

#444 Feb 25, 2024 pro

In this episode, we explore the practical use of Campfire Bots for webhook applications. We'll start by setting up an AI Image Generator bot that interacts with our Ruby on Rails application, and then connect it to a self-hosted Large Language Model (LLM). Our initial goal is to get the system working. After that, we'll focus on refactoring the code to improve its safety and maintainability.

rails artificial intelligence background processing webhooks api

Detect Spam with AI

#427 Nov 5, 2023 free

We can create a small python service that uses a Large Language Model (LLM) to detect if a message is spam or not. Using this service, we can tie it into our Rails application so that any comment created will be evaluated for being spam or not. We explore a few different routes on handling any messages flagged as spam.

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Text to Image with Machine Learning

#398 Apr 23, 2023 pro

In this episode, we take a new approach to the python service that our Rails background jobs will be calling. This is a more stable and thread safe approach and more simple to implement. We'll look at creating a Text to Image generation service that our Rails application will interact with.

rails artificial intelligence ai active storage

Transcribing with Artificial Intelligence

#395 Apr 2, 2023 free

In this episode, we look at creating an audio transcription service which allows files uploaded from Active Storage to be transcribed with Artificial Intelligence. However, there are a lot of considerations around the approach from both a performance and thread safety perspectives.

rails artificial intelligence turbo background processing

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