# 🏃 Exercises

- [Data-Driven Ecommerce](https://resources.less.tech/less-tech/exercises/data-driven-ecommerce.md)
- [Hints](https://resources.less.tech/less-tech/exercises/data-driven-ecommerce/hints.md): We recommend that you try to complete as much of the exercise on your own after each step
- [Automated Financial Analysis](https://resources.less.tech/less-tech/exercises/automated-financial-analysis.md): This exercise will show you how to work with financial data to generate Income Statements, create metrics and adjust to accrual-based account.
- [Hints](https://resources.less.tech/less-tech/exercises/automated-financial-analysis/hints.md): We recommend that you try to complete as much of the exercise on your own after each step
- [Part 1 - Profit & Loss](https://resources.less.tech/less-tech/exercises/automated-financial-analysis/hints/part-1-profit-and-loss.md): Helping you get to the final result
- [Part 2 - Metrics](https://resources.less.tech/less-tech/exercises/automated-financial-analysis/hints/part-2-metrics.md)
- [Part 3 - Accrual-Based Accounting](https://resources.less.tech/less-tech/exercises/automated-financial-analysis/hints/part-3-accrual-based-accounting.md)
- [AI-driven product reviews](https://resources.less.tech/less-tech/exercises/ai-driven-product-reviews.md)
- [Hints](https://resources.less.tech/less-tech/exercises/ai-driven-product-reviews/hints.md): Reach out to us if you want us to help you out with this exercise. We're more than happy to do so!


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://resources.less.tech/less-tech/exercises.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.