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310% throughput increase and 300% latency reduction!
Great work by the AWS #opensearch engineers with bulk SIMD brings these performance gains in @opensearch.org 's vector search ๐Ÿ‘
And it's all #opensource under @linuxfoundation.org ๐Ÿคฉ
opensearch.org/blog/acceler...
#vectorDB #OpenSearchAmbassador

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Google just openโ€‘sourced its Always On Memory Agentโ€”think SQLite powering LLM retrieval instead of a heavy vector DB. Curious how this lean stack changes AI memory? Dive in! #AlwaysOnMemoryAgent #SQLite #VectorDB

๐Ÿ”— aidailypost.com/news/google-...

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Rust-powered vector database that handles billions of embeddings with millisecond search times - the

Rust-powered vector database that handles billions of embeddings with millisecond search times - the

Rust-powered vector database that handles billions of embeddings with millisecond search times - the infrastructure backbone for modern AI applications that actually need to scale

https://github.com/qdrant/qdrant

#VectorDB #Rust #AIInfrastructure

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How to create a local RAG-enabled LLM server that provides safe access to your documents This tutorial explains how to set up a headless RAG-enabled large language model (LLM) on an Ubuntu server. By the end, you will be able toโ€ฆ

๐Ÿš€ Build a RAG server with ollama, Open WebUI and Chroma DB!

Learn to create a headless LLM server that handles document ingestion, vector storage, and intelligent retrieval.

medium.com/@chribonn/ho...

#RAG #ollama #AI #MachineLearning #Python #LLM #VectorDB #DeveloperTools #TTMO

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Can't wait to to have a great ride at #JavaLand! ๐Ÿ‡ฉ๐Ÿ‡ช
#OpenSearch sucht nicht mehr nach Wรถrtern, sondern nach Bedeutungen. ๐Ÿ”
Join me to learn about #vectorDB search and about the @opensearch.org #opensource Project

See you 11 March @javaland.bsky.social ๐ŸŽก
๐Ÿ‘‰ meine.doag.org/events/javal...

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IBM Docling: turn complex docs into structured data for #RAG & #AI pipelines. Keep tables, lists & layout intact. Feed #LangChain & #LangGraph easily. โšก๐Ÿ“
#AI #DocumentUnderstanding #OpenSource #VectorDB

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Lightning-fast search engine in Rust that makes Elasticsearch look bloated - typo tolerance, AI-powe

Lightning-fast search engine in Rust that makes Elasticsearch look bloated - typo tolerance, AI-powe

Lightning-fast search engine in Rust that makes Elasticsearch look bloated - typo tolerance, AI-powered hybrid search, and vector similarity out of the box with zero configuration.

https://github.com/meilisearch/meilisearch

#Rust #SearchEngine #VectorDB

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Pinecone Serverless : Lโ€™infrastructure RAG par dรฉfaut enย 2026 Pinecone Serverless s'impose en 2026 comme la base vectorielle standard. Fini la gestion de Pods, place au RAG managรฉ facturรฉ ร  l'usage. Analyse et pricing.

๐ŸŒฒ Pinecone Serverless rรฉinvente la mรฉmoire IA.

Votre infrastructure vectorielle est-elle prรชte ร  passer ร  l'รฉchelle sans vous ruiner ?

#KingLand #IA #Pinecone #Serverless #RAG #TechTrends #Cloud #Data #VectorDB #Innovation

โœจ Fiche Impact :โ€ฆ

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MemMachine: long-term #Memory for #AI #Agents ๐Ÿง ๐Ÿ’พ
#Graph + vector search โ†’ durable context across runs
๐Ÿงฉ Sessions ๐Ÿ—‚๏ธ History ๐Ÿ‘ค Profiles ๐Ÿ”Œ APIs
๐Ÿ“œ Apache 2.0 lic #OpenSource

#LLM #RAG #GraphRAG #VectorDB Repost ๐Ÿ”
๐Ÿ”— Link in first ๐Ÿ’ฌโคต๏ธ

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I joined InstaBlinks podcast to talk about vector search, difference from lexical search, and how the #OpenSearch Project facilitates both in a hybrid model.
Thanks NetApp Instacluster for having me!
www.youtube.com/watch?v=buKX...

@opensearch.org #vectorSearch #vectorDB #opensource #search

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Getting ready to take the stage at @ndcconferences.com London. See you at room 6!
#NDCLondon #VectorDB #VectorSearch #OpenSearch #AI @opensearch.org #OpenSearchAmbassador

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2/8 ๐Ÿ” Vector Databases Evolving: Scalability skyrockets, multimodal support added. Pinecone & Weaviate powering smarter AI apps like search & recs. The AI infra game-changer. #VectorDB

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See you in a few days at NDC Conferences London! ๐Ÿ‡ฌ๐Ÿ‡ง
I'll give a talk about Vector Search Made Simple and how the #OpenSearch Project can help you, a-la #OpenSource!

See you 30 January @ndcconferences.com ๐Ÿ’‚
ndclondon.com/agenda/vecto...

#NDClondon #vectorDB @opensearch.org #opensearchambassador

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Imagine NFLโ€‘level AI and Olympicโ€‘scale analytics running on rockโ€‘solid data, not just slick prompts. The secret? A dataโ€‘quality creed. Dive into why vector DBs, streaming architecture, and defensive engineering matter. #DataQuality #VectorDB #SportsAnalytics

๐Ÿ”— aidailypost.com/news/ai-nfl-...

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FlashLabs Releases Chroma 1.0: Open-Source Voice AI That Responds in 135ms Chroma 1.0 by FlashLabs delivers real-time voice AI in 135ms with voice cloning capabilities. Fully open-source alternative to OpenAI's Realtime API.

If youโ€™re building AI apps and still sleeping on Chroma 1.0, youโ€™re missing out on an open source vector DB that makes retrieval and semantic search feel effortless.
Learn concepts, use cases, and why devs love it on techglimmer.
๐Ÿ”— techglimmer.io/what-is-chro...
#Chroma #VectorDB #AI #RAG #trychroma

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Not all vector databases are created equal.

With OpenSearch, you get:
๐Ÿค Open source flexibility
โšก Memory-efficient ANN search at scale
๐Ÿ“ˆ Built-in scalability for real-world workloads

Search smarter with a platform designed for developers.
๐Ÿ‘‰ opensearch.org/platform/vec...

#OpenSearch #VectorDB

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NDC London is taking place in 2 weeks! ๐Ÿ‡ฌ๐Ÿ‡ง

I'll give a talk about Vector Search Made Simple and how the #OpenSearch Project can help you, a-la open source!

See you end of January in London ๐Ÿ’‚

ndclondon.com/agenda/vecto...

#NDClondon #vectorDB @opensearch.org #opensource

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GitHub - YASSERRMD/nafs-4: Production neuromorphic AI with 4 cognitive systems (System1-Instinctโ†’System2-LLMโ†’System3-MetaCogโ†’System4-Evolution). Production neuromorphic AI with 4 cognitive systems (System1-Instinctโ†’System2-LLMโ†’System3-MetaCogโ†’System4-Evolution). - GitHub - YASSERRMD/nafs-4: Production neuromorphic AI with 4 cognitive syste...

NAGS-4: #GrapRAG with #KnowledgeGraph framework with build-in #VectorDB & #GraphDB implemented in Rust.
MIT lic
#OpenSource #RAG #AI #LLM

github.com/YASSERRMD/na...

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GitHub - orchata-ai/orchata-nextjs-starter: A boilerplate NextJS chabot built on the Vercel AI chatbot template with Orchata knowledge tools integrated A boilerplate NextJS chabot built on the Vercel AI chatbot template with Orchata knowledge tools integrated - orchata-ai/orchata-nextjs-starter

just pushed a new @nextjs.org starter that builds on the Vercel AI chatbot template with Orchata already integrated. If you're building on RAG, give it a whirl and lemme know what you think ๐Ÿฅ›

github.com/orchata-ai/orchata-nextjs-starter

#ai #rag #vectordb #startup #nextjs #vercel #devtools

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One month to NDC London! ๐Ÿ‡ฌ๐Ÿ‡ง
I'll give a talk about Vector Search Made Simple and how the #OpenSearch Project can help you, a-la open source!
See you last week of January in London ๐Ÿ’‚โ€โ™‚๏ธ
ndclondon.com/agenda/vecto...

#ndclondon @opensearch.org #opensource #london #vectorDB #search #searchEngine

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How Different Databases Store and Retrieve Data A Simple Guide to Database Storage & Retrieval

How Different Databases Store and Retrieve Data
open.substack.com/pub/engineer...

#vectordb #dataengineering #databases

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010_game_changer_unifying_vectors_and_features_graphs - AI Research Engineering

www.tuned.org.uk/posts/010_ga...

#LLM #vectorDB #opensource

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Scaling Vector Search on GPUs with LightningAI KV Storage | Pliops LightningAI Learn about the data storage industry. Read more: Scaling Vector Search on GPUs with LightningAI KV Storage

Generating some serious signal at #SC25! Building Huge, Affordable Vector Databases -- pliops.com/achieving-hu...

#AI #LightningAI #VectorSearch #LLMinference #VectorDB #AIInfrastructure #Pliops

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Wondering how it performs in real-world scenarios? Explore how OpenSearch vector search efficiently handles large-scale queries with impressive speed and accuracy.

See it in action.
๐Ÿ‘‰ opensearch.org/platform/vec...

#OpenSearch #VectorDB #Search

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โšก๏ธ Power smarter search with OpenSearch Vector Engine, an open-source vector database for real-time apps.

From semantic search to predictive analytics, it delivers speed and scale.

๐Ÿ‘‰ Use cases: opensearch.org/platform/vec...

๐Ÿ”ง Get started: docs.opensearch.org/latest/vecto...

#OpenSearch #VectorDB

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Search is moving towards semantic understanding.

With vector technology, OpenSearch is laying the foundation for AI-driven applications that truly โ€˜getโ€™ user intent.

๐Ÿš€ Be part of this journey: opensearch.org/platform/vec...

#OpenSearch #VectorDB #Search

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Snowflake just dropped an AI that goes beyond RAGโ€”think instant querying & aggregation across thousands of docs, turning unstructured data into instant insights. Data warehouses meet vector DB power. Curious? Dive in. #SnowflakeAI #VectorDB #RAG

๐Ÿ”— aidailypost.com/news/snowfla...

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GitHub - HelixDB/helix-db: HelixDB is an open-source graph-vector database built from scratch in Rust. HelixDB is an open-source graph-vector database built from scratch in Rust. - HelixDB/helix-db

HelixDB: Relational, #VectorDB + #GraphDB
Written in Rust for Ultra low latency
Build-in #MCP Server
AGPL 3.0 lic
github.com/HelixDB/heli...

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Sponsor @Mec-iS on GitHub Sponsors Hi! Iโ€™m Lorenzo. I produce novel research and code leveraging LLMs. Ideas swift to prototype. I like to escape stellar gravitational fields ๐Ÿš€๐Ÿš€๐Ÿš€ at [www.tuned.org.uk](https://www.tuned.org.uk)

My GitHub Sponsors profile is live! You can sponsor me to support my open source work ๐Ÿ’– I am developing a novel approach to vector spaces github.com/sponsors/Mec...
#vectordb #embeddings #LLMs #OpenSource #DataScience

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LLM Embeddings Explained Like Iโ€™m 5 - Cloudthrill Curious what LLM embeddings really are and how they power tools like RAG? This guide breaks it down simply - from text-to-vector magic to fast retrieval. Bonus: explore how KV cache speeds up inference in vLLM.

โœ๐Ÿป#NewBlog ๐—Ÿ๐—Ÿ๐—  ๐—˜๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด๐˜€ ๐—˜๐˜…๐—ฝ๐—น๐—ฎ๐—ถ๐—ป๐—ฒ๐—ฑ (Like Iโ€™m 5)
Youโ€™ve heard of RAG, vector DBs, and embeddings... ๐Ÿค”
But what are ๐ž๐ฆ๐›๐ž๐๐๐ข๐ง๐ ๐ฌ really, and why do they matter?
learn all about it and how it works in this 5 minute post
๐Ÿ‘‡๐Ÿผ cloudthrill.ca/llm_embeddin...

#LLM #Embeddingmodels #AI #RAG #VectorDB

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