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ninalopatina merged 8 commits into from
Jan 21, 2026
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Logo Update #95

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Logo 01
NitishGourishetty Jan 21, 2026
a78669b
Logos 02
NitishGourishetty Jan 21, 2026
04bdc98
Logo 03
NitishGourishetty Jan 21, 2026
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Logo 05
NitishGourishetty Jan 21, 2026
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NitishGourishetty Jan 21, 2026
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Logo 07
NitishGourishetty Jan 21, 2026
01222f2
Update image source in end-to-end example notebook
NitishGourishetty Jan 21, 2026
5f2ed89
logo colabs
NitishGourishetty Jan 21, 2026
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7 changes: 6 additions & 1 deletion 01-getting-started/README.md
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# Contextual AI Platform Intro Examples

<img src="https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra" alt="Alt Text" width="300">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Light.png?raw=true">
<source media="(prefers-color-scheme: light)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true">
<img src="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true" alt="Contextual AI" width="300">
</picture>

<p></p>
This repository contains example notebooks demonstrating how to use the Contextual AI Platform for creating and deploying generative AI agents. The examples focus on implementing Retrieval-Augmented Generation (RAG) for financial use cases.

## Repository Structure
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3 changes: 1 addition & 2 deletions 01-getting-started/end-to-end-example.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
"# Introduction to Contextual AI Platform using the Python Client\n",
"\n",
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3 changes: 1 addition & 2 deletions 01-getting-started/quick-start.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
"# Quick Start for Contextual AI Platform using the Python Client\n",
"\n",
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8 changes: 6 additions & 2 deletions 02-hands-on-lab/README.md
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<img src="https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra" alt="Image description" width="200" />
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Light.png?raw=true">
<source media="(prefers-color-scheme: light)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true">
<img src="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true" alt="Contextual AI" width="300">
</picture>

<br/>

Expand Down Expand Up @@ -63,4 +67,4 @@ To quickly get started running the notebook we reccomend using [Google Colab](ht
5. 🔑 Set up your API credentials in the respective [notebook](02-hands-on-lab/lab1_create_agent.ipynb)
```bash
API_TOKEN = '...' # Replace with your actual API token
```
```
3 changes: 1 addition & 2 deletions 02-hands-on-lab/lab1_create_agent.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
"# Lab 1: Create an Agent and Datastore\n",
"\n",
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
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2 changes: 1 addition & 1 deletion 03-standalone-api/02-generate/generate.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
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2 changes: 1 addition & 1 deletion 03-standalone-api/03-rerank/rerank.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
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6 changes: 6 additions & 0 deletions 03-standalone-api/README.md
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<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Light.png?raw=true">
<source media="(prefers-color-scheme: light)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true">
<img src="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true" alt="Contextual AI" width="300">
</picture>

# Component API Examples

This repository contains examples of using the component API's.
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10 changes: 8 additions & 2 deletions 05-policy-changes/README.md
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# Tracking Changes in Long Policy Documents Using Contextual AI

<img src="https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra" alt="Alt Text" width="300">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Light.png?raw=true">
<source media="(prefers-color-scheme: light)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true">
<img src="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true" alt="Contextual AI" width="300">
</picture>

<p></p>

<br>

Expand Down Expand Up @@ -74,4 +80,4 @@ You should now see a response incorporating the 2025 update.

## Notebook

The notebook walks you through setting up your agent, ingesting your data, and making the first query. To explore more of the python capabilities check out the end-to-end notebook or the full documentation.
The notebook walks you through setting up your agent, ingesting your data, and making the first query. To explore more of the python capabilities check out the end-to-end notebook or the full documentation.
2 changes: 1 addition & 1 deletion 05-policy-changes/policy-example.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
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10 changes: 8 additions & 2 deletions 06-improve-agent-performance/README.md
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# Agent Improvement Walkthrough 📊

<img src="https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra" alt="Alt Text" width="300">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Light.png?raw=true">
<source media="(prefers-color-scheme: light)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true">
<img src="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true" alt="Contextual AI" width="300">
</picture>

<p></p>

This repository contains an example notebook providing a deep dive on specializing or improving your Contextual AI agents.

Expand Down Expand Up @@ -60,4 +66,4 @@ For comprehensive platform documentation, visit [docs.contextual.ai](https://doc

## Support 🐛

For additional support or questions, please refer to the [official documentation](https://docs.contextual.ai/) or contact the Contextual AI support team.
For additional support or questions, please refer to the [official documentation](https://docs.contextual.ai/) or contact the Contextual AI support team.
2 changes: 1 addition & 1 deletion 06-improve-agent-performance/improvement-overview.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
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9 changes: 7 additions & 2 deletions 07-evaluation-ragas/README.md
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# RAG Evaluation with RAGAS 📊

<img src="https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra" alt="Contextual AI logo" width="300">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Light.png?raw=true">
<source media="(prefers-color-scheme: light)" srcset="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true">
<img src="https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true" alt="Contextual AI" width="300">
</picture>

<p></p>
This repository contains an example notebook demonstrating how to evaluate Contextual AI's RAG agents using the RAGAS framework. THis approach can also be used with other external evaluation approaches.

## Repository Structure
Expand Down Expand Up @@ -42,4 +47,4 @@ For comprehensive platform documentation, visit [docs.contextual.ai](https://doc

## Support 🐛

For additional support or questions, please refer to the [official documentation](https://docs.contextual.ai/) or contact the Contextual AI support team.
For additional support or questions, please refer to the [official documentation](https://docs.contextual.ai/) or contact the Contextual AI support team.
2 changes: 1 addition & 1 deletion 07-evaluation-ragas/Using_RAGAS.ipynb
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"id": "1079e444-91e1-4b81-a28a-2ce4763f4bc4"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Contextual AI logo\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Contextual AI logo\" width=\"160\" />\n",
"\n",
"# Evaluation of RAG Agents with RAGAS\n",
"\n",
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953 changes: 499 additions & 454 deletions 08-ai-workshop/Contextual_workshop.ipynb
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2 changes: 1 addition & 1 deletion 12-legal-contract-extraction/legal_contract_extraction.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
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},
"source": [
"<div align=\"center\">\n",
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Contextual AI Logo\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Contextual AI Logo\" width=\"160\" />\n",
"</div>\n",
"\n",
"<br/>\n",
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2 changes: 1 addition & 1 deletion 15-metadata-intro/metadata_intro.ipynb
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"id": "8iPJnDH0HhXB"
},
"source": [
"<img src=\"https://imagedelivery.net/Dr98IMl5gQ9tPkFM5JRcng/3e5f6fbd-9bc6-4aa1-368e-e8bb1d6ca100/Ultra\" alt=\"Image description\" width=\"160\" />\n",
"<img src=\"https://github.com/ContextualAI/examples/blob/main/images/Contextual_AI_Lockup_Dark.png?raw=true\" alt=\"Image description\" width=\"160\" />\n",
"\n",
"<br/>\n",
"\n",
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