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Knowledge Drip Screenshot

The Knowledge Drip

MVP

The Knowledge Drip is an AI-driven, machine-learning powered knowledge delivery platform. It continuously fetches, filters, and classifies high-quality articles using semantic search, transformer embeddings, and hybrid ranking models & then delivers curated insights to each user via SMS, tailored to their chosen interests.

As a full-stack and AI project built with FastAPI, Supabase, and Next.js, it runs a complete end-to-end pipeline, from automated content fetching and machine learning classification to database-driven personalization, user authentication, and live Twilio notifications.

  • Click “Live Demo” below to open the app.
  • Sign up with your verified phone number (Twilio-powered OTP).
  • Choose your preferred genres and delivery frequency.
  • The main engine fetches fresh articles and sends them to your inbox via SMS.
  • Rate articles (👍/👎) to improve future recommendations.

Tech Stack Overview

NLP MachineLearning InformationRetrieval SemanticSearch TransformerModels SentenceEmbeddings BM25 HybridSearch Supabase FastAPI NextJS FlyIO TwilioAPI Docker Microservices RESTfulAPIs PythonAutomation AIContentPipeline FullStackDevelopment CloudDeployment CI/CD RecommendationSystems DataPipelines ScalableArchitecture IntelligentAutomation
Live Demo Article GitHub

Note for recruiters / hiring teams: The GitHub repo for this project is private and the deployed backend is paused to keep costs down. Only the frontend demo is live. For Github repo access or a full end-to-end demo, contact me via the website's contact form or email me at reflections@fourthprojection.com. You can also contact me via the private email on my cv.