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Jul 8, 2025
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docs: fix ai agent guide #1673

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docs: fix ai agent guide
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14 changes: 7 additions & 7 deletions sources/academy/ai/ai-agents.mdx
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@@ -1,12 +1,12 @@
---
title: Build and monetize AI Agents on Apify
description: This guide shows you how to create an AI agent using the CrewAI Python framework and Apify platform. You will build an Instagram analysis agent that integrates with large language models (LLMs) and web scrapers.
sidebar_label: AI Agents
title: Build and monetize AI agents on Apify
description: This guide shows you how to create an AI agent using the CrewAI Python framework and the Apify platform. You will build an Instagram analysis agent that integrates with large language models (LLMs) and web scrapers.
sidebar_label: Build and monetize AI agents
sidebar_position: 1
slug: /ai/ai-agents
---

**This guide shows you how to create an AI agent using the CrewAI Python framework and Apify platform. You will build an Instagram analysis agent that integrates with large language models (LLMs) and web scrapers.**
**This guide shows you how to create an AI agent using the CrewAI Python framework and the Apify platform. You will build an Instagram analysis agent that integrates with large language models (LLMs) and web scrapers.**

---

Expand All @@ -33,7 +33,7 @@ Apify provides a complete platform for building and deploying AI agents with the

### Step 1: Define the use case

This tutorial creates a social media analysis agent that analyzes Instagram posts based on user queries using the [Instagram Scraper Actor](LINK HERE).
This tutorial creates a social media analysis agent that analyzes Instagram posts based on user queries using the [Instagram Scraper Actor](https://apify.com/apify/instagram-scraper).

_Example:_

Expand Down Expand Up @@ -138,7 +138,7 @@ Define the dataset schema in `.actor/dataset_schema.json`. This helps structure

### Step 6: Configure tools

The Instagram post scraper tool is implemented using the [Instagram Scraper Actor](LINK HERE). The tool returns structured output as Pydantic models defined in `src/models.py`:
The Instagram post scraper tool is implemented using the [Instagram Scraper Actor](https://apify.com/apify/instagram-scraper). The tool returns structured output as Pydantic models defined in `src/models.py`:

```python
class InstagramPost(BaseModel):
Expand Down Expand Up @@ -299,5 +299,5 @@ To continue developing AI agents:

1. _Use the CrewAI template:_ Start with `apify create agent-actor -t python-crewai`
2. _Explore other templates:_ Visit the Apify templates page for alternatives
3. _Review existing agents:_ Check the AI Agents collection on Apify Store
3. _Review existing agents:_ Check the AI agents collection on Apify Store
4. _Publish and monetize:_ Deploy with `apify push` and enable monetization