Memories, Multimodal RAG, and Data Agents

Hello Weaviate Community! 🤗

What happens when your AI agents forget everything between coding sessions? Or when your documents are a mix of text + images, and standard OCR loses half the meaning?

We've got some exciting new topics to explore, from persistent agent memory to multimodal embeddings. Plus, we'll see how data agents are reshaping complex database interactions across industries.

Latest AI & tech insights

Explore our recent Weaviate content:

Read

• ✍️ Oh Memories, Where'd You Go: Two weeks of dogfooding Engram, our new memory product, in daily Claude Code sessions revealed where dedicated memory adds value and the specific mechanics that prevent seamless integration with coding assistants. Read the blog

• 📖 Multimodal Embeddings and RAG: A Practical Guide: Search and reason across text, images, audio, and video in their native formats using Weaviate and Gemini, with three practical implementations covered (notebooks included). Read the blog

• 💻 Your Code is Your Schema: Weaviate Managed C# Client: Use semantic search and RAG in C# with attribute-driven schema, type-safe queries, and safe migrations, all in idiomatic .NET. Read the blog

Watch

• 🎙 Data Agents with Shreya Shankar - Weaviate Podcast #135: Shreya Shankar from UC Berkeley discusses data agents, the Data Agent Benchmark, and DocETL, exploring how AI systems reason across dozens of heterogeneous databases and unstructured data repositories. Watch the full podcast

• 📽️ OCR vs. Image Embeddings for PDF RAG: Which One is Better?: An analysis of the IRPAPERS benchmark comparing OCR-based text retrieval against image embeddings across 3,230 scientific paper pages, revealing why hybrid multimodal approaches achieve superior recall. Watch the video

Product highlights

Engram - Memory and Context Management for Agents

A fully managed API for building agents that remember, learn, and continually improve over time. If you’re interested in trying it in your own coding assistant workflow, sign up for the preview!

Company updates

We are excited to welcome Mila, Jenson, and Pierre 🤗

Join our team — We're hiring across various teams! ➡️ Check out our career page for exciting opportunities in engineering, sales, growth, and more.✨

Events

Joining Google Next in Las Vegas on April 22-24th? Stop by both #4321 and say hi to the team!

Hungry for more?

Have a question or want to connect? Join our Weaviate Forum to engage in community conversations.

Follow our Blog, LinkedIn, Twitter, and YouTube for more content updates.

See you in two weeks,

Prajjwal