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vedant satbhai
vedant satbhai

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πŸ›‘οΈ Ruko: Stop. Check Before You Tap

Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission πŸ’Έ

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Submission for the Hacktoberfest Open-Source AI Challenge β€” Week 2: Side Hustle

πŸš€ What I Built

Ruko is a privacy-first AI assistant that helps people identify suspicious SMS messages, understand scam warning signs, and make safer decisions. The core safety checker is free, with potential paid family and small-business setup services.

🎬 Demo

https://drive.google.com/drive/folders/1h7UnWrpRNzhmHBeUbQY-W3ahjW_VG_Ix?usp=drive_link

πŸ’» Code

GitHub: https://github.com/vedant21-ctr/rukoAI

βš™οΈ How I Built It

Built with Python, FastAPI, Next.js, TypeScript, Streamlit, Ollama, and Gemma 2B.

Ruko combines a privacy gate, safe structured signals, deterministic risk scoring, local AI explanations, and a safety validator. It also includes an interactive educational lab and a development-only subscription simulation.

🌍 Why Open Innovation Matters

Local inference helps keep message content on the user's device and reduces dependence on paid cloud AI APIs. Open-weight models also give developers more control over model selection and experimentation.

πŸ‘€ My First User

Ruko is ready for demonstration, but real-user feedback and willingness to pay still need validation. No paying customers are claimed yet.

πŸ† Prize Categories

  • Gemma: Local Gemma 2B integration via Ollama.
  • Overall Side Hustle Challenge: Privacy-first AI with a potential commercial model.

πŸ“Š Evaluation

The current hybrid benchmark achieved 82.54% recall and 61.86% accuracy on 118 classified samples. False positives remain a major limitation, and improving detection quality is a priority.

The project reports 71 passing tests and a successful Next.js production build.

Building Ruko has reinforced one principle: AI security tools need privacy, transparent evaluation, and safe fallbacksβ€”not just a model that produces convincing answers.

Stop. Check before you tap. πŸ›‘οΈ

devchallenge #hf26challenge #Hacktoberfest #OpenSourceAI #Gemma

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