Reposted by Redis
🧵 1/ LLMs are stateless.
They don’t remember past interactions.
Every prompt is treated as an isolated request.
To build actual agents, we need memory.
Here’s how to do it using Spring AI and Redis — short-term + long-term memory, fully integrated. (@redis.io)
They don’t remember past interactions.
Every prompt is treated as an isolated request.
To build actual agents, we need memory.
Here’s how to do it using Spring AI and Redis — short-term + long-term memory, fully integrated. (@redis.io)
July 21, 2025 at 12:57 PM
🧵 1/ LLMs are stateless.
They don’t remember past interactions.
Every prompt is treated as an isolated request.
To build actual agents, we need memory.
Here’s how to do it using Spring AI and Redis — short-term + long-term memory, fully integrated. (@redis.io)
They don’t remember past interactions.
Every prompt is treated as an isolated request.
To build actual agents, we need memory.
Here’s how to do it using Spring AI and Redis — short-term + long-term memory, fully integrated. (@redis.io)
Reposted by Redis
In my latest video, I discuss the 6️⃣ technical aspects that *actually* determine vector database speed—from hardware vectorization to quantization tradeoffs to chunking strategies.
There is no vendor pitch, just technical analysis. 😉
🎥 Watch it now:
www.youtube.com/watch?v=3ZOt...
There is no vendor pitch, just technical analysis. 😉
🎥 Watch it now:
www.youtube.com/watch?v=3ZOt...
Is Your Vector Database Really Fast?
YouTube video by Redis
www.youtube.com
July 21, 2025 at 3:34 PM
In my latest video, I discuss the 6️⃣ technical aspects that *actually* determine vector database speed—from hardware vectorization to quantization tradeoffs to chunking strategies.
There is no vendor pitch, just technical analysis. 😉
🎥 Watch it now:
www.youtube.com/watch?v=3ZOt...
There is no vendor pitch, just technical analysis. 😉
🎥 Watch it now:
www.youtube.com/watch?v=3ZOt...
Reposted by Redis
Do you want to learn how to develop searches using @redis.io that doesn't look like the situation below?
I will be doing a live demo about this on May 14, 2025 at 9:00 am PT. You will get to see how data is handled and processed using #Golang and #Redis.
redis.io/events/moder...
I will be doing a live demo about this on May 14, 2025 at 9:00 am PT. You will get to see how data is handled and processed using #Golang and #Redis.
redis.io/events/moder...
May 6, 2025 at 7:08 PM
Do you want to learn how to develop searches using @redis.io that doesn't look like the situation below?
I will be doing a live demo about this on May 14, 2025 at 9:00 am PT. You will get to see how data is handled and processed using #Golang and #Redis.
redis.io/events/moder...
I will be doing a live demo about this on May 14, 2025 at 9:00 am PT. You will get to see how data is handled and processed using #Golang and #Redis.
redis.io/events/moder...
Reposted by Redis
1/🤔 Have you ever heard of the Count-min Sketch data structure?
We just added full support for it in Redis OM Spring — and it fits right in alongside other probabilistic data structures like Bloom and Cuckoo filters.
Quick rundown 👇 cc @redis.io
We just added full support for it in Redis OM Spring — and it fits right in alongside other probabilistic data structures like Bloom and Cuckoo filters.
Quick rundown 👇 cc @redis.io
May 3, 2025 at 7:43 PM
1/🤔 Have you ever heard of the Count-min Sketch data structure?
We just added full support for it in Redis OM Spring — and it fits right in alongside other probabilistic data structures like Bloom and Cuckoo filters.
Quick rundown 👇 cc @redis.io
We just added full support for it in Redis OM Spring — and it fits right in alongside other probabilistic data structures like Bloom and Cuckoo filters.
Quick rundown 👇 cc @redis.io
Reposted by Redis
@redis.io is proudly sponsoring @devoxx.uk! Visit our booth to chat about vector databases, semantic caching, AI integration, or even UFOs! 🛸
May 5, 2025 at 12:55 PM
@redis.io is proudly sponsoring @devoxx.uk! Visit our booth to chat about vector databases, semantic caching, AI integration, or even UFOs! 🛸
Reposted by Redis
In this hands-on tutorial, I show how to design an AI agent using #LangGraph that stores thread-scope memory (conversational memory) using the native check-pointer created by @redis.io.
➡️ Check it out:
www.youtube.com/watch?v=k3FU...
➡️ Check it out:
www.youtube.com/watch?v=k3FU...
Short-Term Memory with LangGraph
YouTube video by Redis
www.youtube.com
May 5, 2025 at 4:04 PM
In this hands-on tutorial, I show how to design an AI agent using #LangGraph that stores thread-scope memory (conversational memory) using the native check-pointer created by @redis.io.
➡️ Check it out:
www.youtube.com/watch?v=k3FU...
➡️ Check it out:
www.youtube.com/watch?v=k3FU...
Reposted by Redis
1/4 Every time I present the same talk, it gets better. Sometimes because I spot things to improve. Sometimes because of great feedback from the audience.
Check it out 🧵
cc @redis.io #javabubble
Check it out 🧵
cc @redis.io #javabubble
May 2, 2025 at 7:14 PM
1/4 Every time I present the same talk, it gets better. Sometimes because I spot things to improve. Sometimes because of great feedback from the audience.
Check it out 🧵
cc @redis.io #javabubble
Check it out 🧵
cc @redis.io #javabubble
Reposted by Redis
Good news, everyone.
It's a big day for us – Redis 8 is GA today. It's fast, loaded with new features, comes with the tools in Redis Stack included – and it's open source. Read more here: redis.io/blog/redis-8...
May 1, 2025 at 8:03 PM
Good news, everyone.
Reposted by Redis
Redis is open source again: antirez.com/news/151
May 1, 2025 at 3:57 PM
Redis is open source again: antirez.com/news/151
It's a big day for us – Redis 8 is GA today. It's fast, loaded with new features, comes with the tools in Redis Stack included – and it's open source. Read more here: redis.io/blog/redis-8...
May 1, 2025 at 2:16 PM
It's a big day for us – Redis 8 is GA today. It's fast, loaded with new features, comes with the tools in Redis Stack included – and it's open source. Read more here: redis.io/blog/redis-8...
Reposted by Redis
Just dropped a new guide on how to build semantic search using Spring Boot and Redis! Instead of matching exact words, we use semantic search to understand what the user means.
dev.to/raphaeldelio...
cc @redis.io @jeffquesado.ulivre.dev @carlosenog.dev @lobaorn.bsky.social #javabubble
dev.to/raphaeldelio...
cc @redis.io @jeffquesado.ulivre.dev @carlosenog.dev @lobaorn.bsky.social #javabubble
Semantic Search with Spring Boot & Redis
TL;DR: You’re building a semantic search app using Spring Boot and Redis. Instead of matching exact...
dev.to
May 1, 2025 at 1:10 PM
Just dropped a new guide on how to build semantic search using Spring Boot and Redis! Instead of matching exact words, we use semantic search to understand what the user means.
dev.to/raphaeldelio...
cc @redis.io @jeffquesado.ulivre.dev @carlosenog.dev @lobaorn.bsky.social #javabubble
dev.to/raphaeldelio...
cc @redis.io @jeffquesado.ulivre.dev @carlosenog.dev @lobaorn.bsky.social #javabubble
Reposted by Redis
Semantic search is searching for meaning instead of exact keyword match. It's possible with Vector Similarity Search, a technique that combines Vector Databases, such as Redis, with Embedding Models, such as Hugging Face Transformers.
Enjoy the video!
www.youtube.com/watch?v=o3XN... cc @redis.io
Enjoy the video!
www.youtube.com/watch?v=o3XN... cc @redis.io
What is semantic search?
YouTube video by Redis
www.youtube.com
April 28, 2025 at 6:32 PM
Semantic search is searching for meaning instead of exact keyword match. It's possible with Vector Similarity Search, a technique that combines Vector Databases, such as Redis, with Embedding Models, such as Hugging Face Transformers.
Enjoy the video!
www.youtube.com/watch?v=o3XN... cc @redis.io
Enjoy the video!
www.youtube.com/watch?v=o3XN... cc @redis.io
Reposted by Redis
This is so incredibly cool. Embeddings are lingua franca for so many retrieval/LLM/recommendations use-cases and I really enjoyed working with embeddings in Redis via the search module, can’t wait to try this.
Vector Sets are finally part of Redis! The full story here in my blog: antirez.com/news/149
Vector Sets are part of Redis - <antirez>
antirez.com
April 8, 2025 at 9:53 PM
This is so incredibly cool. Embeddings are lingua franca for so many retrieval/LLM/recommendations use-cases and I really enjoyed working with embeddings in Redis via the search module, can’t wait to try this.
Reposted by Redis
Redis 8 RC1 is out! New features include numerous performance improvements, more commands around hash field expiration, and a new data type written by @antirez.bsky.social—the OG himself—called vector sets.
Redis 8 RC 1: hub.docker.com/_/redis.
Vector sets: github.com/redis/redis/...
@redis.io
Redis 8 RC 1: hub.docker.com/_/redis.
Vector sets: github.com/redis/redis/...
@redis.io
hub.docker.com
April 8, 2025 at 7:41 PM
Redis 8 RC1 is out! New features include numerous performance improvements, more commands around hash field expiration, and a new data type written by @antirez.bsky.social—the OG himself—called vector sets.
Redis 8 RC 1: hub.docker.com/_/redis.
Vector sets: github.com/redis/redis/...
@redis.io
Redis 8 RC 1: hub.docker.com/_/redis.
Vector sets: github.com/redis/redis/...
@redis.io
Reposted by Redis
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data
Redis demonstrates that fine-tuning smaller embedding models on domain-specific data outperforms larger models for semantic caching.
📝 arxiv.org/abs/2504.02268
Redis demonstrates that fine-tuning smaller embedding models on domain-specific data outperforms larger models for semantic caching.
📝 arxiv.org/abs/2504.02268
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data
This report investigates enhancing semantic caching effectiveness by employing specialized, fine-tuned embedding models. Semantic caching relies on embedding similarity rather than exact key matching,...
arxiv.org
April 4, 2025 at 5:54 AM
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data
Redis demonstrates that fine-tuning smaller embedding models on domain-specific data outperforms larger models for semantic caching.
📝 arxiv.org/abs/2504.02268
Redis demonstrates that fine-tuning smaller embedding models on domain-specific data outperforms larger models for semantic caching.
📝 arxiv.org/abs/2504.02268
Reposted by Redis
I recently joined my long-time friend @jtowermi.bsky.social on the Blue Blazes podcast to talk all things @redis.io—how it works, why it's awesome, and how devs can speed up their apps with it.
J. loves Redis and, frankly, I think he just wanted to pick my brain. 🧠
J. loves Redis and, frankly, I think he just wanted to pick my brain. 🧠
March 19, 2025 at 8:54 PM
I recently joined my long-time friend @jtowermi.bsky.social on the Blue Blazes podcast to talk all things @redis.io—how it works, why it's awesome, and how devs can speed up their apps with it.
J. loves Redis and, frankly, I think he just wanted to pick my brain. 🧠
J. loves Redis and, frankly, I think he just wanted to pick my brain. 🧠
Reposted by Redis
I'll be talking about Vector Databases, Vector Similarity Search, RAG, and Semantic Cache tonight! All of that going around the Apollo 11 space mission!
www.meetup.com/utrecht-java... #devbubble #javabubble cc @redis.io
www.meetup.com/utrecht-java... #devbubble #javabubble cc @redis.io
Monads Explained & Rediscovering Apollo 11: Using Spring AI + Redis OM Spring, Wed, Mar 12, 2025, 5:30 PM | Meetup
We are happy and very proud to announce our next meetup with Ties van de Ven and Raphael De Lio.
The meetup will be hosted by Open Web.
Please join us and RSVP!
Because
www.meetup.com
March 12, 2025 at 11:02 AM
I'll be talking about Vector Databases, Vector Similarity Search, RAG, and Semantic Cache tonight! All of that going around the Apollo 11 space mission!
www.meetup.com/utrecht-java... #devbubble #javabubble cc @redis.io
www.meetup.com/utrecht-java... #devbubble #javabubble cc @redis.io
Reposted by Redis
Say you need to develop a solution that keeps a counter for unique elements. Your task is to choose a technology and/or an implementation pattern to make this happen. You are expected to store 100M elements, each 512KB in size. 🧵
March 4, 2025 at 5:03 PM
Say you need to develop a solution that keeps a counter for unique elements. Your task is to choose a technology and/or an implementation pattern to make this happen. You are expected to store 100M elements, each 512KB in size. 🧵
Reposted by Redis
1/7 Today my rate limiting with Java & Redis series comes to an end. In the last episode of this series, we learn about the Sliding Window Counter algorithm, that is much more efficient than the Sliding Window Log and still quite precise.
youtu.be/Wvm_u0IR69M #java #redis @redis.io
youtu.be/Wvm_u0IR69M #java #redis @redis.io
Sliding Window Counter Rate Limiter (Redis & Java)
YouTube video by Redis
youtu.be
February 24, 2025 at 1:00 PM
1/7 Today my rate limiting with Java & Redis series comes to an end. In the last episode of this series, we learn about the Sliding Window Counter algorithm, that is much more efficient than the Sliding Window Log and still quite precise.
youtu.be/Wvm_u0IR69M #java #redis @redis.io
youtu.be/Wvm_u0IR69M #java #redis @redis.io
Reposted by Redis
New video alert: "Redis Insight: A Developer's Deep Dive" 🎥
In this video, I share 10 features of #RedisInsight that can significantly enhance your experience working with @redis.io.
www.youtube.com/watch?v=dINU...
In this video, I share 10 features of #RedisInsight that can significantly enhance your experience working with @redis.io.
www.youtube.com/watch?v=dINU...
Redis Insight: A Developer's Deep Dive
YouTube video by Redis
www.youtube.com
February 18, 2025 at 5:12 PM
New video alert: "Redis Insight: A Developer's Deep Dive" 🎥
In this video, I share 10 features of #RedisInsight that can significantly enhance your experience working with @redis.io.
www.youtube.com/watch?v=dINU...
In this video, I share 10 features of #RedisInsight that can significantly enhance your experience working with @redis.io.
www.youtube.com/watch?v=dINU...
Reposted by Redis
Looks like @jfokus.se has already posted the video of my talk last week. It covers embeddings, vector databases, and convolution neural networks. Plus, I demo it all using @redis.io as my vector database and Node.js.
Most importantly, I found my meme twin!
www.youtube.com/watch?v=Ybva...
Most importantly, I found my meme twin!
www.youtube.com/watch?v=Ybva...
Presentation: Finding Your Meme Twin with Embeddings & Vector Databases by Guy Royse
YouTube video by Jfokus
www.youtube.com
February 11, 2025 at 1:57 PM
Looks like @jfokus.se has already posted the video of my talk last week. It covers embeddings, vector databases, and convolution neural networks. Plus, I demo it all using @redis.io as my vector database and Node.js.
Most importantly, I found my meme twin!
www.youtube.com/watch?v=Ybva...
Most importantly, I found my meme twin!
www.youtube.com/watch?v=Ybva...
Reposted by Redis
Nice sample of a #recommender in #python @redis.io - builds on embeddings -- will allow one to trying more sophisticated techniques!
What is content-based filtering? - Redis
Build a content-based recommendation system with RedisVL. Learn vector similarity search and metadata-driven techniques for personalized recommendations.
redis.io
February 1, 2025 at 8:02 PM
Nice sample of a #recommender in #python @redis.io - builds on embeddings -- will allow one to trying more sophisticated techniques!
Reposted by Redis
Coding with AI episode 1. I start easy, will get to more complicated stuff in the next episodes: www.youtube.com/watch?v=_pLl...
Coding with AI episode 1: Claude Sonnet 3.5 vs DeepSeek v3 for coding analysis and modifications
YouTube video by Salvatore Sanfilippo
www.youtube.com
January 5, 2025 at 1:50 PM
Coding with AI episode 1. I start easy, will get to more complicated stuff in the next episodes: www.youtube.com/watch?v=_pLl...
Reposted by Redis
Working on my talk Florida Man Uses Cache as Database for @codemash.bsky.social next week. Working on the slides, but the repo is ready to be played with at github.com/guyroyse/flo.... It uses @redis.io's vector search to find the Florida Man news you need.
Try it out and let me know how it goes!
Try it out and let me know how it goes!
January 6, 2025 at 7:31 PM
Working on my talk Florida Man Uses Cache as Database for @codemash.bsky.social next week. Working on the slides, but the repo is ready to be played with at github.com/guyroyse/flo.... It uses @redis.io's vector search to find the Florida Man news you need.
Try it out and let me know how it goes!
Try it out and let me know how it goes!
Reposted by Redis
Tired of going back and forth between your IDE and the terminals with Redis CLI? What if I told you this is no longer necessary? 🤔
I'm excited to share that with #Redis8, @redis.io created a native extension for #VSCode. Learn more about this here. 👇🏻
I'm excited to share that with #Redis8, @redis.io created a native extension for #VSCode. Learn more about this here. 👇🏻
Getting Started with the VSCode Plugin for Redis
YouTube video by Redis
youtu.be
December 16, 2024 at 4:58 PM