Architecture — Tech News

jina-embeddings-v4 as an OpenAI-Compatible Embeddings Server

jina-embeddings-v4 is a self-hosted server for the jina-embeddings-v4 embedding model with an OpenAI-compatible /v1/embeddings endpoint. It runs on…

When you ask a chatbot for a pasta recipe, it doesn’t understand “pasta” the way you do. It sees a list of numbers. Those numbers are not random. Th…

ai embeddings vectorsimilarity

Short answer: for B2B support triage, split PDF retrieval from answer generation, rerank a small evidence set, and let the final summary assign a qu…

node rag embeddings

Short answer: for semantic search over messy B2B catalog PDFs, I would spend the latency budget during ingestion, preserve page-level evidence, and…

rag postgres embeddings

A gaming knowledge base can contain hundreds of PDF pages of rules, patch notes, quest logic, and support policy. To summarize those pages without b…

node rag embeddings

Short answer: for an ask-your-docs feature in a multi-tenant SaaS help center, start with embeddings over document chunks, retain keyword search for…

semanticsearch embeddings saas

My index reported 354 points. The collection had 451. Both numbers were "correct," and that gap is the whole problem. Here's the setup. I have a wik…

aiagents rag embeddings vectorsearch

The failure that pushed me into this design was not subtle. I had a blended embedding that kept returning candidate matches that looked reasonable a…

embeddings search redis python

Every system that does "semantic" anything — RAG pipelines, recommendation engines, image search, dedup — boils down to one operation: given this ve…

vectorsearch embeddings ann hnsw

Долго воспринимал Python как язык из соседнего мира. Где то там data science, pandas, ноутбуки, модели, эксперименты. А у меня обычный backend: API,…

Каждый, кто пробовал создавать текстовые RPG или симуляторы на базе LLM (будь то GPT-4, DeepSeek или локальная 70B), сталкивался с проблемой «Yes-An…

Сделать текстовую игру на базе LLM легко, если вас устраивает бесконечный неконтролируемый чат, который ломается через 30 ходов из-за модельного дре…

В таком сценарии копирайтеру недостаточно просто писать тексты. Ему нужно помнить факты о каждом заведении: часы работы, фирменные блюда, формат кух…