Mastodawn

Title: P2: Choosing vector database [2024-07-29 Mon]
vectors
- Parallelization and Distributed Processing

Mantra for: My body wants joy to be fried. My mind wants
to succeed. My soul don't need anything.
😶 #dailyreport #rag #embeddings #encoder #vectordatabase

anoncheg 5d ago

Title: P2: P1: Choosing vector database [2024-07-29 Mon]
partition the vector space and facilitate efficient
nearest neighbor search.
- Compression and Quantization - Reducing the
dimensionality and precision of vector embeddings, sparce #dailyreport #rag #embeddings #encoder #vectordatabase

anoncheg 5d ago

Title: P1: P1: Choosing vector database [2024-07-29 Mon]
- Approximate Nearest Neighbor (ANN) indexing
- locality-sensitive hashing (LSH), product quantization
(PQ), or hierarchical navigable small world graphs (HNSW)
- Tree-based Indexing - k-d trees or ball trees to #dailyreport #rag #embeddings #encoder #vectordatabase

anoncheg 5d ago

Title: P0: Choosing vector database [2024-07-29 Mon]
Today I have been choosing vector database for my little
project of RAG for cheepest PC.

The best open-source solutions that I consider:
SQLite-VEC, Redis, Clickhouse, ElasticSearch. (•́ᴗ•̀✿)

I am thinking now how to organize wide and massive amount
of information about PC configuration and files.
¯_(ツ)_/¯

Main approaches to implement vector database: #dailyreport #rag #embeddings #encoder #vectordatabase

sayzard Apr 15

Akshay (@akshay_pachaar)

에이전트 메모리를 3차원으로 설계해야 한다는 관점을 제시했다. 단일 벡터DB 중심 메모리의 한계를 지적하며, 의미 유사성 외에도 다른 차원의 지식을 저장해야 한다는 새로운 에이전트 메모리 아키텍처 아이디어를 설명한다.

https://x.com/akshay_pachaar/status/2044329897603244093

#agentmemory #vectordatabase #aiagents #memory #architecture

Akshay 🚀 (@akshay_pachaar) on X

Agent memory is three-dimensional. Most agent memory systems use a single store. Usually a vector database. It handles semantic similarity well, but it captures only one dimension of knowledge. Here's the gap. Store these three facts: → Alice is the tech lead on Project Atlas

X (formerly Twitter)

Chinstrap Community Apr 1

Zilliz - Provides a managed vector database service.

Cossmology Profile: https://dub.sh/HxFCcoG

Key People: Charles Xie, James Luan

#VectorDatabase #OpenSource #OSS #COSS

Rost Glukhov Mar 26

Text embeddings for RAG and search - Python, Ollama, OpenAI-compatible APIs:
https://www.glukhov.org/rag/embeddings/
#Embeddings #RAG #Python #Ollama #LLM #SelfHosting #VectorDatabase

Text embeddings for RAG and search - Python, Ollama, OpenAI-compatible APIs

Learn what text embeddings are, how they power RAG and semantic search, and how to call embedding APIs from Python using Ollama or an OpenAI-compatible server (for example llama.cpp). Includes persistence, retrieval, and links to chunking, vector stores, and reranking on this site.

Rost Glukhov | Personal site and technical blog

Linux Professional Institute Mar 23

Databases for #AI: Should you use a vector #database? 🤔

This article compares #opensource projects competing to handle modern #AI workloads, including #machinelearning and #LLMs. Discover which databases best meet today’s AI challenges: https://lpi.org/636x

(Disclaimer: This post contains an AI-generated image.)

#AndyOram #AI #vectordatabase #machinelearning #LLMs #SQL #opensource #hybridsearch #generativeAI #MariaDB #MongoDB #Milvus #Qdrant #Weaviate #Vespa #ChromaDB #LanceDB

freekmurze Mar 20

🔗 Chat with your documents: a practical guide to RAG using the Laravel AI SDK
https://tighten.com/insights/chat-with-your-documents-a-practical-guide-to-rag-using-the-new-laravel-ai-sdk/
#php #laravel #ai #rag #vectordatabase

Chat with Your Documents: A Practical Guide to RAG Using the New Laravel AI SDK

Have you ever wished you could just ask your documents a question and get an answer? That's exactly what RAG (Retrieval-Augmented Generation) lets you do. It's the technique behind those AI chatbots...

Tighten

TYPO3 Videos Mar 11

Building Software That Welcomes Everyone - Marc HaunschildPimp My Solr Search - Chatting With the New Solr Vector Database - Olivier DobberkauHow to expose a...#TYPO3 #TYPO3campVenlo #WebCampVenlo #wcv #softwaredevelopment #cms #php #opensource #solr #vectordatabase #developer #figma
Friday - Building Software - Solr Vector Db - developer experience - Figma - Web Camp Venlo 2026

Friday - Building Software - Solr Vector Db - developer experience - Figma - Web Camp Venlo 2026

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