Vector search looks easy, until you hit massive scale!
I am super excited to share a new episode of the Weaviate Podcast with Baลak Eskili from @bookingcom on production-scale vector search, RAG, and agentic AI with @weaviate_io! ๐๏ธ๐
The podcast begins by discussing Booking's tipping point into adopting vector search and emerging use cases. ๐
The scale of Partner-to-Guest messaging alone is insane! There are nearly 250,000 such exchanges *daily*, and Booking's Agent is already helping with 10s of thousands of these! ๐ค๐ฌ
Baลak describes how the team navigated increasing scale and workload complexity. They ran an exhaustive evaluation of Weaviate with 100M embeddings and tests often left out of common ANN benchmarks. This includes Filtered Vector Search, Multi-Threaded Concurrency, and testing with simultaneous Reads and Writes. ๐๏ธ
The podcast concludes with Baลak's career journey to Booking and her thoughts on Travel Agents! ๐งณ
This is an awesome one. I'm extremely proud of the Weaviate team for this success, and very grateful to Baลak for sharing this story on the podcast. ๐
Links below! ๐
๐คฏ This will be an exciting month! The Weaviate team is shipping some super exciting product previews for which you can sign up today!
๐ง โ๐๐ป๐ด๐ฟ๐ฎ๐บโ ๐ ๐ฒ๐บ๐ผ๐ฟ๐ ๐ฎ๐ป๐ฑ ๐๐ผ๐ป๐๐ฒ๐ ๐ ๐ ๐ฎ๐ป๐ฎ๐ด๐ฒ๐บ๐ฒ๐ป๐ ๐ณ๐ผ๐ฟ ๐๐ด๐ฒ๐ป๐๐ - A fully managed API for building agents that remember, learn, and continually improve over time
๐ ๐ ๐ผ๐ฑ๐ฒ๐น ๐๐๐ฎ๐น๐๐ฎ๐๐ถ๐ผ๐ป ๐ง๐ผ๐ผ๐น - Evaluate and compare embedding models using your own data and queries in Weaviate Cloud
โก๏ธ ๐๐๐ฟ๐ฒ๐๐ต ๐ฉ๐ฒ๐ฐ๐๐ผ๐ฟ ๐๐ป๐ฑ๐ฒ๐ - Deliver high-recall retrieval and dramatically lower memory requirements with an innovative indexing algorithm
๐ Click the following link and request early access: https://t.co/00ANGJvMd3
@NS_online can the lights in the silent train cabins be turned to a different color tint to make it more obvious? Maybe green or pink? Perhaps a color that discourages talking? A guy just told me the silent section only applied to first class, and I had to silently school him.
@RocketLeague Iโm still mad about all my Chests got converted to Blueprints that need credits to get the item, instead of something that actually drops an item that I already had rights to. I had chests going all the way to Season 1.
๐ข Big Shipping News: ๐๐ป๐๐ฟ๐ผ๐ฑ๐๐ฐ๐ถ๐ป๐ด ๐๐ต๐ฒ ๐ค๐๐ฒ๐ฟ๐ ๐๐ด๐ฒ๐ป๐!
๐ Today is a major milestone for Weaviateโweโre officially launching the first of our three Weaviate Agents, starting with the ๐ค๐๐ฒ๐ฟ๐ ๐๐ด๐ฒ๐ป๐!
๐ Read the release blog: https://t.co/T8PZImp4XC
๐ ๐๐ถ๐ ๐ผ๐ณ ๐๐ถ๐๐๐ผ๐ฟ๐
When RAG (Retrieval-Augmented Generation) first started making waves, we immediately asked ourselves: What if RAG could go back into the database? This led us to develop the concept of ๐๐๐ฃ๐๐ง๐๐ฉ๐๐ซ๐ ๐๐๐๐๐๐๐๐ ๐๐ค๐ค๐ฅ๐จโa way to improve retrieval and generation continuously. As the idea evolved and agents took off, we refined our approach and terminology, making agentic AI a core part of the Weaviate ecosystem.
๐ Read more here: https://t.co/zhXnRzkhSX
๐ค๐๐ฒ๐ฟ๐๐ถ๐ป๐ด ๐๐ฎ๐๐ฎ๐ฏ๐ฎ๐๐ฒ๐ ๐๐ถ๐๐ต ๐๐๐ป๐ฐ๐๐ถ๐ผ๐ป ๐๐ฎ๐น๐น๐ถ๐ป๐ด
Out of this, the publication ๐๐ช๐๐ง๐ฎ ๐ฟ๐๐ฉ๐๐๐๐จ๐๐จ ๐ฌ๐๐ฉ๐ ๐๐ช๐ฃ๐๐ฉ๐๐ค๐ฃ ๐พ๐๐ก๐ก๐๐ฃ๐ was born. The Weaviate Labs team conducted extensive research to explore how we could build truly database-centric agentsโagents that donโt just retrieve data but actively enhance and evolve database management. This represents a major leap forward, blending AI-driven automation with traditional database operations in a way thatโs never been done before.
๐ Read the research paper: https://t.co/xw3eJpdS5K
๐ช๐ต๐ฎ๐โ๐ ๐ก๐ฒ๐ ๐โ
At Weaviate, we truly believe this is a huge step forward in building AI-native database technology. By merging traditional database operations with AI-powered agents, we're redefining what's possible in database management. And this is just the beginning.
๐ง๐ฟ๐ ๐๐ ๐ข๐๐ ๐ณ๐ผ๐ฟ ๐๐ฟ๐ฒ๐ฒโ
The Query Agent is now ๐ณ๐ฟ๐ฒ๐ฒ ๐๐ผ ๐๐ฟ๐ ๐ผ๐ป ๐ช๐ฒ๐ฎ๐๐ถ๐ฎ๐๐ฒ ๐๐น๐ผ๐๐ฑ. Check out the documentation and our press release for more details. We canโt wait to see what you build! ๐
๐ Documentation: https://t.co/XrAxPY7yM6
๐ Press release: https://t.co/cawFd7Gp0b
๐ to the whole Weaviate team, you all rock!
#๏ธโฃ #Weaviate #AI #VectorSearch #RAG #AgenticAI
PS:
Soon even more agentic releases!
@nzxt_nl@POPeART_ Sorry voor iedereen die de vorige post al heeft gedeeld! Er is iets mis gegaan en we moesten het aanpassen. Graag deze post liken / RT'en als je wilt meedoen!
RT & Volg ons (@bethesda_nl) en @nzxt_nl voor een kans om een Limited-Edition Fallout-Themed NZXT H6 Flow PC te winnen ๐.
Volledige algemene voorwaarden:[https://t.co/ZIp8rovdhV]
Ontwerp door @POPeART_