Example projects
Meme generator with human-in-the-loop approval
Example projects
Meme generator with human-in-the-loop approval
This example project creates memes using OpenAI’s DALL-E 3 with a human-in-the-loop approval workflow built using Trigger.dev waitpoint tokens.
This feature is only available in the v4 beta. To upgrade to v4, see the upgrade to v4 docs.
Overview
This demo is a full stack example that uses the following:
- A Next.js app, with an endpoint for approving the generated memes
- Trigger.dev tasks to generate the images and orchestrate the waitpoint workflow
- OpenAI DALL-E 3 for generating the images
- A Slack app for the human-in-the-loop step, with the approval buttons linked to the endpoint
GitHub repo
View the meme generator human-in-the-loop example repo
Click here to view the full code for this project in our examples repository on GitHub. You can fork it and use it as a starting point for your own project.
Post to Slack
Relevant code
-
Meme generator task:
- The memegenerator.ts task:
- Generates two meme variants using DALL-E 3
- Uses batchTriggerAndWait to generate multiple meme variants simultaneously (this is because you can only generate 1 image at a time with DALL-E 3)
- Creates a waitpoint token
- Sends the generated images with approval buttons to Slack for review
- Handles the approval workflow
- The memegenerator.ts task:
-
Approval Endpoint:
- The waitpoint approval handling is in page.tsx, which processes:
- User selections from Slack buttons
- Waitpoint completion with the chosen meme variant
- Success/failure feedback to the approver
- The waitpoint approval handling is in page.tsx, which processes:
Learn more
To learn more, take a look at the following resources:
- Waitpoint tokens - learn about waitpoint tokens in Trigger.dev and human-in-the-loop flows
- OpenAI DALL-E API - learn about the DALL-E image generation API
- Next.js Documentation - learn about Next.js features and API
- Slack Incoming Webhooks - learn about integrating with Slack