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In this lesson, we'll create an AI content generator that takes a content brief as input and produces a well-researched, human-like article. This app builds upon our previous content brief generator.
Key Components
Inputs:
Target keyword
Content brief
Research Functions:
Three parallel Perplexity models for gathering:
Statistics
Quotes from industry leaders
Recent news
Content Generation:
Claude 3.5 model for writing the final draft
Step-by-Step Process
Set Up Inputs:
Add two text inputs: one for the target keyword and another for the content brief.
Configure Research Agents:
Add three Chat Model nodes, all using the Perplexity model.
Set each to focus on a specific research area: statistics, quotes, and news.
These will run in parallel for efficiency.
Test Research Output:
Add three output nodes to display results from each research agent.
Run a test using a sample keyword (e.g., "how to manage product teams").
Review the outputs to ensure quality and relevance.
Add Content Generation Step:
Insert a final Chat Model node using Claude 3.5.
Craft a detailed prompt that includes:
Guidelines for tone and style (e.g., opinionated and confident)
Instructions to write in first person using "I" instead of "we"
Directions for incorporating research findings
Test Complete Workflow:
Run the entire app to generate a full article.
Verify that the output includes statistics, quotes, and maintains the desired tone.
Fine-tune Output:
Use the "Edit with AI" feature to make further improvements to the draft.
Best Practices
Parallel vs. Sequential Execution: Position nodes in the same column for parallel execution, or in sequence for dependent tasks.
Dynamic Syntax: Use double brackets
{{}}
to reference outputs from previous nodes.Prompt Engineering: Carefully craft prompts to guide AI models in producing desired outputs.
Iterative Testing: Regularly test your app at different stages to ensure each component functions as expected.
Next Steps
In the following lesson, we'll explore how to enhance this content by automatically injecting internal links into the generated draft.
Remember, you can clone this app from the provided link to examine the full prompts and configuration details.