#vectordatabase — Public Fediverse posts

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What Are Vector Search Data Actions in Salesforce Data Cloud? Complete Guide

#Salesforce #SalesforceDataCloud #VectorSearch #DataActions #Agentforce #SalesforceAI #GenerativeAI #SemanticSearch #DataCloud #SalesforceDeveloper #CRM #ArtificialIntelligence #AI #SalesforceTutorial #SalesforceTraining #DataEngineering #VectorDatabase #RetrievalAugmentedGeneration #RAG #PeopleWooSkills

I'm now experimenting with Open WebUI and local bge-m3 (embeddings), bge-reranker and Gemma-4-26b (instruct). I'm slowly learning how to integrate and test RAG systems. It's not so easy. If the instruct model is too eager to please it's not so clear if it uses the provided sources at all. I test with a rather "outdated" instruct model, llama-3.1-9b. It doesn't have enough stored information to "decode" more than a re-hash of the prompt.

My current test set includes Nancy Leveson "Engineering a Safer World", Robert Rosen "Essays on Life Itself" and Enrico Martino "Intuitionistic Proof Versus Classical Truth". There are lots of structural similarities between "Systems Safety" and Rosennean (M,R)-systems. The connection to Brouwer is more subtle.

My takeaway on RAG: people who just consume such solutions will have a hard time spotting shortcomings.

Edit: after a lot of tuning my homelab RAG system is now useful.
#homelab #RAG #vectordatabase

🔗 Building RAG in Laravel: Four Ingestion Bugs That Silently Wreck Retrieval
https://mujahidabbas.dev/blog/building-rag-laravel-pgvector/
#php #laravel #ai #rag #vectordatabase

How many times do you need to shuffle a card deck to make it truly random?

How much uranium does one need for a nuclear bomb?

How does autocomplete work?

The answer are #MarkovChains

How a feud in Russia led to modern prediction algorithms.

https://www.youtube.com/watch?v=KZeIEiBrT_w

https://piped.video/watch?v=KZeIEiBrT_w

https://inv.nadeko.net/watch?v=KZeIEiBrT_w

#Mathematics #science #computerScience #LLMs #AI #artificialIntelligence #vectorDatabase #RAG #WordEmbeddings #MachineLearning #DeepLearning #ManhattanProject #Veritasium #Yahoo

Zilliz - Provides a managed vector database service.

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

Key People: Charles Xie, James Luan

#VectorDatabase #OpenSource #OSS #COSS

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

🔗 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

Your RAG’s Secret Backdoor: Leaking Data Through Vector Databases
This article exposes a vulnerability in Retrieval-Augmented Generation (RAG) systems, where misconfigured vector databases can lead to sensitive data leakage. By improperly securing these databases, attackers can gain access to internal documents such as HR policies and top-secret product roadmaps. The RAG system works by storing document chunks as embeddings in a special-purpose vector database and querying it to provide context for the LLM. The focus on securing the LLM while neglecting the vector database leaves it vulnerable to data exfiltration. The attacker can exploit weak access controls and clever retrieval attacks to gain access to sensitive data. Key lesson: Secure vector databases to prevent data breaches caused by RAG system vulnerabilities. #BugBounty #ArtificialIntelligence #DataLeak #Infosec #VectorDatabase

https://infosecwriteups.com/your-rags-secret-backdoor-leaking-data-through-vector-databases-c33755a5abbe?source=rss------bug_bounty-5

via @dotnet : Vector Data in .NET – Building Blocks for AI Part 2

https://ift.tt/VtJUvye
#VectorData #NET #AI #BuildingBlocks #SemanticSearch #RAG #Embedding #Embeddings #VectorDatabase #Qdrant #Redis #CosmosDB #SQLServer #PostgreSQL #SQLite #InMemory #VectorSto…

Did you know? Our pgedge-vectorizer tool (on GitHub: https://github.com/pgEdge/pgedge-vectorizer) automatically chunks text content and generates vector embeddings with the help of background workers.

OpenAI, Voyage AI, and Ollama are supported as embedding providers, and a simple SQL interface allows you to enable vectorization on any table. (There’s even built-in views and functions for monitoring queue status.)

#github #opensource #semanticsearch #vector #vectordatabase #openai #ollama #voyageai

Retrieval-Augmented Generation (RAG) Tutorial: Architecture, Implementation, and Production Guide:
https://www.glukhov.org/rag/
#AI #LLM #RAG #Embeddings #Reranking #VectorDatabase

PostgreSQL with DiskANN indexing now beats Pinecone by 28x on latency at 75% lower cost. AdwaitX analyzes how OpenAI scaled to 800M users and why developers consolidate AI workloads. Technical breakdown #AdwaitX #PostgreSQL #VectorDatabase #AI

https://www.adwaitx.com/postgresql-ai-applications-vector-database/

If you're located near Illinois, Shaun Thomas will be presenting on "The New Postgres AI Ecosystem" at the Illinois Prairie PostgreSQL User Group this February 18th at 5:30 PM CST. 🐘

Come by the DRW and say hi: https://www.meetup.com/illinois-prairie-postgresql-user-group/events/312929674/

#postgresql #postgres #ai #vectordatabase #pgvector #vectorization #aidev #illinois #chicago

pgedge-vectorizer: #Postgres extension that automatically vectorizes document contents and keeps vector embeddings current when the underlying content changes.

Unlike other solutions, no external services or third party pipelines are required. It's also 100% open source under the #PostgreSQL license. ✨

Check it out on GitHub: 👉 https://github.com/pgEdge/pgedge-vectorizer

#programming #vector #vectordatabase #vectorsearch #vectordb #ai #llm #aiengineering #aidev #dba

Trợ lý AI như ChatGPT thường quên lịch sử sau mỗi phiên làm việc, khiến người dùng phải mô tả lại lỗi nhiều lần. Bài viết đề xuất giải pháp: thêm lớp "bộ nhớ liên tục" dùng vector storage giữa CLI và AI, tự động lưu/lấy giải pháp cho các lỗi lặp lại. Braves este các thách thức như vệ sinh dữ liệu, định dạng fix lệnh chuẩn và bảo mật. Thử nghiệm CLI Python dùng DeepSeek V3 cho thấy giảm chi phí token về 0 cho sự cố đã giải quyết.

#AI #CLI #DevTools #VectorDatabase #Programming
#TríTuệNhânTạo #L

SurgeDB: Cơ sở dữ liệu vector nhúng, hiệu năng cao, chạy nhẹ trên thiết bị biên, laptop hay VPS nhỏ. Viết bằng Rust, không phụ thuộc ngoài, hỗ trợ SIMD, HNSW, lọc metadata và bền vững với WAL. Chỉ tốn ~39MB RAM cho 100k vectors (768-dim), độ trễ tìm kiếm 0.64ms. Khác biệt với SQLite-vec và LanceDB ở kiến trúc hybrid in-memory + nén mạnh (SQ8/Binary). Đang tìm cộng sự phát triển WASM, tối ưu SIMD, binding Python/Node. Mã nguồn mở MIT. #SurgeDB #VectorDatabase #Rust #EdgeAI #HNSW #SQLite #AI #Mach

A hands-on comparison of vector databases for RAG chatbots, showing why filtering and hybrid search matter in real production systems. https://hackernoon.com/how-to-choose-the-right-vector-database-for-a-production-ready-rag-chatbot #vectordatabase

🚀 ArcadeDB v25.12.1 is here! ✅ Fixed critical vector quantization bug ✅ New filtered vector search support ✅ Improved SQL functions & transaction logic ✅ 60+ dependency updates Release notes: github.com/ArcadeData/a... #ArcadeDB #VectorDatabase #OpenSource

Release 25.12.1 · ArcadeData/a...

🚀 ArcadeDB v25.12.1 is here! ✅ Fixed critical vector quantization bug ✅ New filtered vector search support ✅ Improved SQL functions & transaction logic ✅ 60+ dependency updates Release notes: github.com/ArcadeData/a... #ArcadeDB #VectorDatabase #OpenSource

Release 25.12.1 · ArcadeData/a...

SrvDB v0.2.0 ra mắt: cơ sở dữ liệu vector offline, nhúng, không cần cloud. Hỗ trợ các chế độ chỉ mục Flat, HNSW, IVF, PQ + chế độ AUTO tự chọn dựa trên RAM/dataset. Cung cấp tìm kiếm chính xác & lượng tử, benchmark P99 latency, recall, disk, ingest trên laptop. Thiết kế cho RAG local, Edge/IoT, hệ thống air‑gapped và dev muốn thử mà không phụ thuộc cloud. Mong nhận phản hồi, báo cáo thực tế & góp ý. #SrvDB #VectorDatabase #AI #Edge #Offline #CôngNghệ #CơSởDữLiệu #AIlocal

https://www.reddit.com/

EdgeVec v0.7.0 ra mắt: Tìm kiếm vector ngay trên trình duyệt, không cần máy chủ hay API. Hỗ trợ giảm 32x bộ nhớ với binary quantization, tăng tốc 8.75x nhờ SIMD, lưu trữ bền vững bằng IndexedDB và lọc kết quả theo metadata. Hoàn hảo cho RAG offline, tìm kiếm tài liệu/code riêng tư, an toàn. Tất cả thao tác diễn ra trực tiếp trên thiết bị, không dữ liệu nào bị gửi ra ngoài.
#EdgeVec #VectorDatabase #LocalLLM #WebAssembly #PrivacyFirst #AI #RAG #OfflineAI #VectorSearch #MachineLearning #Cơ_sở_dữ

Tôi vừa xây dựng 1 vector database viết sẵn bằng C++, API bằng Go hỗ trợ các thao tác cơ bản. Hiện đang dùng bruteforce search để cải thiện, sắp chuyển sang HNSW. Mời bạn góp ý, test thử nghiệm, nhắn tin trao đổi repo nhé! #VectorDB #C++ #LậpTrìnhGo #PhátTriểnMở #VectorSearch #EarlyAdopters #VectorDatabase #HNSW #DevCommunity #NhàLậpTrình

https://www.reddit.com/r/opensource/comments/1pxqwxl/how_to_find_early_users/

Did you know about pgedge-vectorizer? It's an open-source PostgreSQL extension that you can use to create vector embeddings for documents and keep the vectors automatically updated when the underlying content changes - no external services or third-party pipelines required, beyond an embedding LLM. 🤖

Check it out on GitHub: 🔗 https://github.com/pgEdge/pgedge-vectorizer

#opensource #postgresql #postgres #vector #ai #llm #aiengineering #programming #vectordatabase #database #data #devops #aiops

Trying to set up semantic search for your #PostgreSQL database? Learn how to do things like...

👉 Chunk documents into semantically meaningful pieces
👉 Embed vectors for each chunk enabling similarity search
👉 Automatically synchronize when documents change
👉 Have all running inside PostgreSQL with no external services

...all in "Building a #RAG Server with PostgreSQL - Part 2: Chunking and Embeddings": 🔗 https://www.pgedge.com/blog/building-a-rag-server-with-postgresql-part-2-chunking-and-embeddings

#programming #devops #postgres #vector #vectordatabase #pgvector

In the final post of the "Building a RAG Server with PostgreSQL" series, learn how to deploy the open-source pgEdge RAG Server for a simple HTTP API you can use to ask questions about your content, and get answers based on your own documentation.

Check it out 👉 https://www.pgedge.com/blog/building-a-rag-server-with-postgresql-part-3-deploying-your-rag-api

Experiment with the RAG Server on #GitHub: https://github.com/pgEdge/pgedge-rag-server

Want to see more of this kind of content? Let us know 💬

#programming #ai #llm #vectordatabase #pgvector #vector #postgresql #postgres #data

🚀 ArcadeDB v25.11.1 is live! We've integrated the JVector engine for high-performance vector search, critical SQL fixes, smarter indexing for embedded lists, and improved gRPC serialization. github.com/ArcadeData/a... #ArcadeDB #OpenSource #GraphDB #VectorDatabase #NoSQL

Release 25.11.1 · ArcadeData/a...

Vector database that can index 1B vectors in 48M

https://www.vectroid.com/blog/why-and-how-we-built-Vectroid

#HackerNews #VectorDatabase #Indexing #Technology #Vectroid #BigData #Innovation

OctaneDB – Fast, Open-Source Vector Database for Python

https://github.com/RijinRaju/octanedb

#HackerNews #OctaneDB #OpenSource #VectorDatabase #Python #FastDatabase

Building a chat application over your own data often involves RAG and a vector database. Vector databases store and allow efficient searching of data embeddings. #VectorDatabase #ChatWithData

A recent study suggests that stressful topics reduce the effectiveness of LLMs, also I'm experimenting with vector databases

https://blog.salvius.org/2025/03/the-robots-are-getting-stressed-out.html

#LLM #vectordatabase #redis #softwareengineering

VectorVFS, your filesystem as a vector database

https://vectorvfs.readthedocs.io/en/latest/

#HackerNews #VectorVFS #VectorDatabase #Filesystem #TechInnovation #DataManagement

"#Pgvector vs. #Qdrant: Open-Source Vector #Database Comparison"

TL;DR pgvector is awesome

#OpenSource #VectorDatabase #PostgreSQL

https://www.timescale.com/blog/pgvector-vs-qdrant

via @dotnet : Preview 2 of the .NET AI Template Now Available

https://ift.tt/BpYh6ef
#DotNet #AI #ChatTemplate #AIChat #CloudNative #DotNetAspire #Qdrant #VectorDatabase #VisualStudio #VisualStudioCode #CSharpDevKit #AIDevelopment #RAGPattern #OpenAI #AzureAI #S…