Articles by tag: embeddings

RAG: smart document search for developers

Break down the implementation of Retrieval-Augmented Generation: from embeddings to hybrid search and RRF. Code, algorithms, optimizations for middle/senior. Build your own system.

Telegram Semantic Search: Scraping and Embeddings

Implementation of global semantic search across 800k+ Telegram channels. Scraping Common Crawl, Gemma 3 4B for avatars, ParadeDB. Instructions for developers.

TAPe embeddings: 74% on COCO without transformers

Training TAPe embeddings on synthetics gives 74% COCO classification. Rejection of transformers, reconstruction results 82%. For CV developers — experiment details and plans.

FAQ Automation with AI: Vector Search and RAG

Explore technical methods for automating FAQ responses: embeddings, no-code bots, GenAI with RAG. Instructions for middle/senior dev, implementation examples. Speed up customer service without losses.