# Fat Tony's Tips

> Horse racing machine learning models for thoroughbred and harness racing. Explore WIN and PLACE probabilities, form analysis and AI race conversations.

Specialised CatBoost models estimate WIN and PLACE outcomes for thoroughbred and harness races. These probability estimates are distinct from Ask Fat Tony's conversational AI answers. Predictions and virtual results do not guarantee future outcomes.

## Machine learning and analysis

- [Horse racing machine learning methodology](https://fattony.app/model.md): Inputs, separate WIN/PLACE targets, evaluation and limitations.
- [Getting started](https://fattony.app/how-it-works.md): Account access, six free questions per rolling 24 hours and virtual practice.
- [Agent guidance and API contract](https://fattony.app/agents.md): Citation guidance, authentication and captured horse-race lookup.

## Optional

- [Public site pages](https://fattony.app/pages.xml): Sitemap of public information.
- [Full context](https://fattony.app/llms-full.txt): Combined public product and agent guidance.