Notes from the team

What we have learned building AI agents and Web3 products, and running hackathons and developer programmes across India.

• How to organize a Web3 hackathon in India: a checklist

  A practical checklist for running a Web3 hackathon in India, from lead time and venue to judging rubrics, prize operations, and post-event activation.

  By Kanishak Chaurasiya19 September 2026hackathonsIndiaWeb3developer relations

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• AI agent vs chatbot: what's the difference

  A chatbot answers questions; an agent plans across steps and takes action. What separates them, and how to tell which one your problem needs.

  By Kanishak Chaurasiya19 September 2026AI agentsLLMautomationchatbots

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• RAG vs fine-tuning: when to use which

  RAG changes what the model knows; fine-tuning changes how it behaves. When each is the right tool, when to combine them, and how to decide.

  By Kanishak Chaurasiya19 September 2026RAGfine-tuningLLMAI engineering

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