Oren Eini

aka Ayende Rahien

Oren Eini

CEO of RavenDB

a NoSQL Open Source Document Database

Get in touch with me:

oren@ravendb.net

+972 52-548-6969

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Couchbase vs RavenDB Performance at Rakuten Kobo Whitepaper

Sep 22 2025

RecordingHow To Create Powerful and Secure AI Agents with RavenDB

time to read 2 min | 237 words

Unlock practical AI agents inside your database. In this live demo and deep dive, Oren Eini shows how to build real, production-ready AI agents directly in RavenDB that query your data, take actions, remember context, and stay inside strict security guardrails. You will see an agent defined in a few lines of code, connected to OpenAI or any LLM you choose, running vector search and RAG over your catalog, and safely executing business actions like “add to cart,” “find policies,” or “sign document,” all with parameters that are enforced by the database rather than trusted to the model. You will learn how RavenDB agents eliminate fragile glue code by giving the model explicit tools: data queries that return typed results and server-side actions you validate in your code.

Conversations are stored as documents, with automatic token-aware summarization to control latency and cost. The demo streams responses token by token for responsive UX, switches models without rewrites, and shows how scope parameters prevent data leaks even if the prompt is manipulated. You will also see a multi-tool HR assistant that chains tools, coordinates front end and back end, and persists state. The session closes with a look at the roadmap, including multi-agent orchestration and AI assist inside Studio.

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More posts in "Recording" series:

(29 Sep 2025) How To Run AI Agents Natively In Your Database
(22 Sep 2025) How To Create Powerful and Secure AI Agents with RavenDB
(29 May 2025) RavenDB's Upcoming Optimizations Deep Dive
(30 Apr 2025) Practical AI Integration with RavenDB
(19 Jun 2024) Building a Database Engine in C# & .NET
(05 Mar 2024) Technology & Friends - Oren Eini on the Corax Search Engine
(15 Jan 2024) S06E09 - From Code Generation to Revolutionary RavenDB
(02 Jan 2024) .NET Rocks Data Sharding with Oren Eini
(01 Jan 2024) .NET Core podcast on RavenDB, performance and .NET
(28 Aug 2023) RavenDB and High Performance with Oren Eini
(17 Feb 2023) RavenDB Usage Patterns
(12 Dec 2022) Software architecture with Oren Eini
(17 Nov 2022) RavenDB in a Distributed Cloud Environment
(25 Jul 2022) Build your own database at Cloud Lunch & Learn
(15 Jul 2022) Non relational data modeling & Database engine internals
(11 Apr 2022) Clean Architecture with RavenDB
(14 Mar 2022) Database Security in a Hostile World
(02 Mar 2022) RavenDB–a really boring database

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FUTURE POSTS

Cryptographic documents in RavenDB - 3 days from now
Recording: How To Run AI Agents Natively In Your Database - 6 days from now

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Recording (18):
22 Sep 2025 - How To Create Powerful and Secure AI Agents with RavenDB
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16 Sep 2025 - Building AI Agents in RavenDB
RavenDB 7.1 (7):
11 Jul 2025 - The Gen AI release
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11 Jun 2025 - The rookie server's untimely promotion
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RECENT COMMENTS

Bob, This is available in the cloud in the dev environment, and on either the higher ended tiers (P30+) or as an addon

By Oren Eini on A deep dive into RavenDB's AI Agents
Very interesting. Is this available in the RavenDB cloud on the free tier? If not, on which tier is it available?

By Bob Lamb on A deep dive into RavenDB's AI Agents
Ah, yes. Thanks, protecting the user versus protecting the system is a great distinction. For protecting the system, you're r...

By Henry Rollins on AI Agents Security: The on-behalf-of concept
Henry, You are correct, in that you still have security issues, but there is a whole different level of that. If I tell y...

By Oren Eini on AI Agents Security: The on-behalf-of concept
"There is no damage the agent can cause that the user cannot also cause on their own." I agree with this point, but we need t...

By Henry Rollins on AI Agents Security: The on-behalf-of concept

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