#vectordb — Public Fediverse posts

Have pushed 0.9.5-dev branch to codeberg of foxing ( https://codeberg.org/aenertia/foxing/src/branch/0.9.5-dev ) in preparation for release tagging. A LOT of features and a couple of bug-fixes now the packet/file processing engine has stabilized ; including Semantic Routing to Parsers for Metadata Extraction and in-path Binary analysis using local ORT/BERT models ; letting you get semantic search powers for free when you copy something with foxingd/fxcp #linux #filesystem #bert #vectordb #postgres #xfs #stratis #blake3 #localllm

Have pushed 0.9.5-dev branch to codeberg of foxing ( https://codeberg.org/aenertia/foxing/src/branch/0.9.5-dev ) in preparation for release tagging. A LOT of features and a couple of bug-fixes now the packet/file processing engine has stabilized ; including Semantic Routing to Parsers for Metadata Extraction and in-path Binary analysis using local ORT/BERT models ; letting you get semantic search powers for free when you copy something with foxingd/fxcp #linux #filesystem #bert #vectordb #postgres #xfs #stratis #blake3 #localllm

Have pushed 0.9.5-dev branch to codeberg of foxing ( https://codeberg.org/aenertia/foxing/src/branch/0.9.5-dev ) in preparation for release tagging. A LOT of features and a couple of bug-fixes now the packet/file processing engine has stabilized ; including Semantic Routing to Parsers for Metadata Extraction and in-path Binary analysis using local ORT/BERT models ; letting you get semantic search powers for free when you copy something with foxingd/fxcp #linux #filesystem #bert #vectordb #postgres #xfs #stratis #blake3 #localllm

Have pushed 0.9.5-dev branch to codeberg of foxing ( https://codeberg.org/aenertia/foxing/src/branch/0.9.5-dev ) in preparation for release tagging. A LOT of features and a couple of bug-fixes now the packet/file processing engine has stabilized ; including Semantic Routing to Parsers for Metadata Extraction and in-path Binary analysis using local ORT/BERT models ; letting you get semantic search powers for free when you copy something with foxingd/fxcp #linux #filesystem #bert #vectordb #postgres #xfs #stratis #blake3 #localllm

Have pushed 0.9.5-dev branch to codeberg of foxing ( https://codeberg.org/aenertia/foxing/src/branch/0.9.5-dev ) in preparation for release tagging. A LOT of features and a couple of bug-fixes now the packet/file processing engine has stabilized ; including Semantic Routing to Parsers for Metadata Extraction and in-path Binary analysis using local ORT/BERT models ; letting you get semantic search powers for free when you copy something with foxingd/fxcp #linux #filesystem #bert #vectordb #postgres #xfs #stratis #blake3 #localllm

@OpenSearchProj was named a Leader and Fast Mover in the 2025 GigaOm Radar for Vector Databases 🏆

My #OpenSearch report highlights:
✅ Platform play
✅ Search variety
✅ Business criteria
✅ Security
And I'd add - it's OPEN SOURCE @linuxfoundation !!
https://opensearch.org/gigaom-radar-vector-report-2025/

#gigaom #vectorDB

ICYMI, #OpenSearch 3.5 is here! 🤩
I shared some of my personal highlights in this short clip.
Hope you enjoy the format 👍
#OpenSearchAmbassador @OpenSearchProject @linuxfoundation #observability #analytics #search #vectorDB #kubecon #kubeconEU #o11yDay

My talk from #NDCLondon is now available on YouTube! 🇬🇧

http://youtube.com/watch?v=N2kn4UybFBI&list=PLPFMHjhoDntsPHFHTN1d4H-U3G8zRlJ-p&index=1&t=9s

@OpenSearchProject @linuxfoundation
#vectorDB #OpenSearch #opensource #search #GenAI #OpenSearchAmbassador

Stoked seeing the OpenSearch Project featured by Jensen Huang on #NVIDIA #GTC keynote! 😍

One of the innovations in #OpenSearch V3 has been adding GPU acceleration based on NVIDIA's cuVS. Our #VectorSearch benchmarks, using CAGRA algorithm integrated through Facebook's Faiss library, showed:
✅ 9.3x faster index builds
✅ 3.75x lower cost
✅ 2x higher throughput
✅ 2.5x lower CPU usage

https://www.linkedin.com/feed/update/urn:li:activity:7439600547852189697/

#OpenSearchAmbassador #opensource #gtc2026 #gtc26 #cuvs #vectordb

310% throughput increase and 300% latency reduction!
Great work by the AWS #opensearch engineers with bulk SIMD brings these performance gains in @OpenSearchProject 's vector search 👏
And it's all #opensource under @linuxfoundation 🤩
https://opensearch.org/blog/accelerating-fp16-vector-search-performance-using-bulk-simd-in-opensearch-3-5/
#vectorDB #search #OpenSearchAmbassador

Chunking: an essential concept to understand for Retrieval-Augmented Generation (#RAG). It is the process of dividing large documents into smaller, manageable segments called “chunks.” Effective chunking preserves semantic meaning while ensuring content fits within model context limits.

Proper chunking is essential, as it directly affects retrieval quality. Well-structured chunks improve precision and support more accurate responses.



#OpenSource #devops #vectordb #programming #vector #search

Can't wait to to have a great ride at #JavaLand ! 🇩🇪

#OpenSearch sucht nicht mehr nach Wörtern, sondern nach Bedeutungen. 🔍

If you're there and want to learn about #vectorDB search and about the @OpenSearchProject, check out my talk 🙂

See you 11th March in @JavaLandConf 🎡

🔸Agenda: https://meine.doag.org/events/javaland/2026/agenda/#agendaId.6918

🔸Tickets: https://www.javaland.eu/

I joined InstaBlinks podcast to talk about vector search, difference from lexical search, and how the @OpenSearchProject facilitates both in a hybrid model.
Thanks NetApp Instaclustr for having me!
https://www.youtube.com/watch?v=buKXHi6kFwY&list=PLPFMHjhoDntsPHFHTN1d4H-U3G8zRlJ-p&index=63

#OpenSearch #vectorSearch #vectorDB #opensource #search

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

See you in a few days at NDC London! 🇬🇧
I'll give a talk about Vector Search Made Simple and how the @OpenSearchProject can help you, a-la open source!
See you 30 January in London 💂
https://ndclondon.com/agenda/vector-search-made-simple-getting-started-with-opensearch-for-ai-applications-0l4t/0mwb1eif4l7

#NDClondon #vectorDB #OpenSearch #opensource
#opensearchambassador

NDC London is taking place in 2 weeks! 🇬🇧

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 💂

https://ndclondon.com/agenda/vector-search-made-simple-getting-started-with-opensearch-for-ai-applications-0l4t/0mwb1eif4l7

#NDClondon #vectorDB @OpenSearchProject #opensource

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/

One month to NDC London! 🇬🇧
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 💂‍♂️
https://ndclondon.com/agenda/vector-search-made-simple-getting-started-with-opensearch-for-ai-applications-0l4t/0mwb1eif4l7

#ndclondon @OpenSearchProject #opensource #london #vectorDB #search #searchengine

🎯 My first Substack is live: "Understanding Vector Databases"

Traditional databases match keywords.
Vector databases understand meaning.
Just published a beginner-friendly guide where I:

- Explain vectors using simple analogies
- Show how they power Netflix, Spotify, and ChatGPT
- Build a semantic search app from scratch
- Explore applications beyond ML

The best part? We code together. No prerequisites except curiosity.

What would you build if your database could understand context, not just keywords?

Full article with code: https://open.substack.com/pub/devsimsek/p/understanding-vector-databases-your
#VectorDB #MachineLearning #Tutorial #Python #TechCommunity

The new Wikidata Embedding Project launches in just over one week - on 1 October. Transforming structured knowledge into a vector format AI can understand, it will offer verifiable AI grounded in real data for global use

#TrustworthyAI #VectorDB #DevCommunity

When a support rep pasted the company policy into chat and still got a wrong answer, I stopped and ran tests. 🧩🤖 The result: Vectorize 2.0’s real-time sync, PDF extractor and retrieval traces change where errors start — and how fast you find them. Read a practical 72-hour POC, evaluation checks and the exact queries to run. • #RAG • #VectorDB • #AIOps
https://medium.com/@rogt.x1997/what-if-your-knowledge-base-could-argue-back-inside-vectorize-2-0s-retrieval-traces-faa070a8261a

🎉 Huge thanks to the LanceDB CEO / cofounder Chang She for delivering an incredible talk on "Search, Retrieval, Training, and Analytics with Modern AI Data Lake" at #DataAndAIEngineering #SanFrancisco #meetup !

📹 Great news - the recording is now available! Check it out if you missed it or want to revisit the key concepts. 👇

https://watch.softinio.com/w/mVkLgtcQw8Qv5vA4v8SDHB

#DataEngineering #AIEngineering #SanFrancisco #LanceDB #DataLake #MachineLearning #VectorDB #Database #AI #ArtificialIntelligence

Векторный поиск внутри PostgreSQL: что умеет и где может пригодиться pgvector

Итак, ваш проект вырос и вам потребовалась новая функциональность, будь то рекомендательный движок, база знаний или автоматизированная первая линия техподдержки. Для всего этого можно использовать векторный и/или семантический поиск, а также интегрировать в проект LLM. Поздравляю — теперь вам нужно еще и хранить embedding-векторы, а также искать по ним ближайшие объекты. Решений два: внешняя векторная БД или интеграция всего этого богатства в существующий стек. Второй путь проще на старте, немного быстрее и обычно дешевле — разумеется, если вы уже используете PostgreSQL. Привет, Хабр! Меня зовут Александр Гришин, я отвечаю за развитие продуктов хранения данных в Selectel:

https://habr.com/ru/companies/selectel/articles/920824/

#selectel #postgresql #cloud #dbaas #embeddings #vector #vectordb #pgvector

Devoxx Poland is just a couple of days away!
Join my talk Wednesday at the Data & AI track to learn about the #OpenSearch project, and how it can provide you search, analytics, observability and vector database capabilities, all #opensource @linuxfoundation
👉 https://devoxx.pl/talk-details/?id=8605

#data #ai #developers #search #analytics #vectordb #observability #lucene #devoxx #devoxxpl #DevoxxPoland

CockroachDB 25.2 tackles enterprise AI's biggest data challenges. Achieve 41% efficiency, a new distributed vector index for billions, and boosted security. Crucial for agentic AI workloads & operational big data at scale.
#DistributedSQL #VectorDB #CockroachDB

#OpenSearch 3.0 is out! 🍾 🥳
After 3 years of 2.x, it's time for the next leap, which brings major upgrades to performance, data management, #vectorDB functionality, and much more.
📈 Upgrade to Apache #Lucene 10 and #JDK 21+
📈 Pull-based ingestion for streaming data, with support for Apache #Kafka and Amazon #Kinesis
📈 Power agentic #AI with native #MCP support
📈 Investigate logs with expanded PPL query tools, backed by Apache #Calcite

Check out @OpenSearchProject blog:
https://opensearch.org/blog/unveiling-opensearch-3-0/

Exploring Microsoft.Extensions.VectorData with Qdrant and Azure AI Search
https://devblogs.microsoft.com/dotnet/vector-data-qdrant-ai-search-dotnet/

#microsoft #NET #AI #C #NET_9 #Azure_AI_Search #Microsoft_Extensions_AI #vectordb

Wasn’t this…obvious? 🤔

“Vector Databases Are The Wrong Abstraction”, Timescale (https://www.timescale.com/blog/vector-databases-are-the-wrong-abstraction/).

Via HN: https://news.ycombinator.com/item?id=41985176

#MachineLearning #Databases #Embeddings #VectorDB #DB #ML #AI #ArtificialIntelligence #VectorDatabases

Introducing Microsoft.Extensions.VectorData Preview
https://devblogs.microsoft.com/dotnet/introducing-microsoft-extensions-vector-data/

#microsoft #NET #AI #Microsoft_Extensions_AI #vectordb

Get Started with Milvus Vector DB in .NET

https://devblogs.microsoft.com/dotnet/get-started-milvus-vector-db-dotnet/

#dotnet #vectordb #milvus #database

Guest @FranckPachot from #yugabyte joins our very own @noctarius2k in this episode of the weekly, 20 min #CloudCommute #podcast, talking about #distributedsql, #postgresql , #vectordatabases, and more. Tune in!

The 🎙️ is available on Spotify, iTunes, Pandora, Amazon Music, and more.

🎥👉 https://youtu.be/1EAKqwcP2SY

#vectordatabase #vectorsearch #vectordb #database #databases #postgres #postgressql

🎉 CrateDB v5.5 is out on the stable channels and it's packed with exiting updates!

Discover the power of vector storage and similarity search features, revolutionizing complex data analytics, pattern recognition, and AI 🚀 Try out the new drop column feature and much more!

Find out more about what's new👇
https://hubs.ly/Q0283pLg0

Download CrateDB https://hubs.ly/Q0283pbF0 🐐

#cratedb #db #database #vectordatabase #vectordb #vector #vectorsearch #similaritysearch #ai #ml #data #dataanalytics