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7 changes: 3 additions & 4 deletions docs/articles/research-agent.md
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Expand Up @@ -9,7 +9,7 @@ This method significantly enhances search accuracy by preserving attribute-speci

## Build an agentic system with Superlinked

This article shows how to build an agent system using a Kernel agent to handle queries. If you want to follow along, here is the [colab](links.superlinked.com/research_ai_agent_nb)
This article shows how to build an agent system using a Kernel agent to handle queries. If you want to follow along, here is the [colab](https://links.superlinked.com/research_ai_agent_nb)

This AI agent can do three main things:

Expand All @@ -22,8 +22,7 @@ Superlinked eliminates the need for re-ranking methods as it improves the vector
### Step 1 : Setting up the toolbox

```python
%%capture
!pip3 install openai pandas sentence-transformers transformers superlinked==19.21.1
%pip3 install openai pandas sentence-transformers transformers superlinked==19.21.1
```

To make things easier and more modular, I created an Abstract Tool class. This will simplify the process of building and adding tools
Expand Down Expand Up @@ -479,4 +478,4 @@ I hope this example has been helpful for developing AI agents and agent-based sy
## Contributors

- [Vipul Maheshwari, author](https://www.linkedin.com/in/vipulmaheshwarii/)
- [Filip Makraduli, reviewer](https://www.linkedin.com/in/filipmakraduli/)
- [Filip Makraduli, reviewer](https://www.linkedin.com/in/filipmakraduli/)