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๐Ÿฅ‡ 2nd Place | Solution for Hackathon Kiln 2025 | AI-powered assistant that both educates on blockchain concepts and can help advanced users quickly retrieve precise, real-time data using Kiln's API

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Hackathon - Kiln ๐Ÿง

2nd Place WINNERS of the Kiln Connect category! ๐Ÿ†

This project was developed as a solution for a hackathon organized by Kiln, focusing on innovation and data accessibility in staking and blockchain technology ๐Ÿ†


Demo Video
Click to watch the demo video

๐Ÿš€ Project Objective

The goal is to provide an AI-powered assistant that both educates on blockchain concepts and can help advanced users quickly retrieve precise, real-time data using Kiln's API. Acting as a bridge to the blockchain, the AI makes information more accessible, and actionable.


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๐Ÿ”Ž Sentiment analysis

The first step is to have the user's prompt go through a simple sentiment analysis using a python script, allowing it to narrow down which data is necessary and from there make the right API call to retrieve it. In a fully fledged version, a more thorough sentiment analysis using modified Afinn and allowing it to understand actionable words to enable it to make actions (such as handling: transactions, withdrawing, staking on behalf of the user).


๐Ÿ“ก Integration with Kiln

The aim of this project was to demonstrate a functional proof of concept, for this we decided to limit the data received through Kiln's API to what we thought would be necessary for a MVP. For a fully operational version, all Kiln API endpoints should be integrated to maximize the chatbot's capabilities.

The AI is fed real-time data from Kiln's API to provide accurate responses. Currently supported endpoints:

  • Get_Stakes: Information on validators and associated wallets
  • Get_Reward: Reward details for a given wallet or validator
  • Get_ETH_Stats: Global Ethereum network statistics
  • Get_Kiln_Stats: Kiln-specific activity data on Ethereum
  • Get_Transaction_Status: Status of an Ethereum transaction

๐Ÿ”ฎ Future Improvements

  • ๐Ÿ›  Blockchain Actions: Integration of Kiln's UI widget for direct user actions
  • ๐Ÿ“ก Extended Kiln API Support: Add new API endpoints for broader information coverage
  • ๐Ÿค– AI Model Enhancement: Use a blockchain-trained LLM model locally, to improve response quality, privacy and compliance

๐Ÿ™ Acknowledgments

Special thanks to Kiln for organizing the hackathon!

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๐Ÿฅ‡ 2nd Place | Solution for Hackathon Kiln 2025 | AI-powered assistant that both educates on blockchain concepts and can help advanced users quickly retrieve precise, real-time data using Kiln's API

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