---
title: O'Reilly Report | Why Distributed SQL Is the Modern Foundation for AI
description: This new O'Reilly report examines how to take AI from prototype to production, with consistency, scalability, and security built in. Download for free!
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---

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O'Reilly Report

# Why Distributed SQL Is the Modern Foundation for AI

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## Simplifying and Accelerating the Development of Resilient AI Applications

AI behaves differently in production than it does in a pilot. Traffic is unpredictable, data is scattered across separate systems, and things that worked fine in testing start to break under real concurrency and scale. 

**Download this complimentary O'Reilly report** to learn the architectural decisions that keep AI systems consistent and scalable in production.

Discover how to resolve shared-state failures, draw the line between advisory and authoritative AI output, and scale storage and compute independently as traffic grows.

Walk away with an action plan of how to keep transactional data, vector embeddings, and unstructured content working from one consistent, current source of truth.

### Download the Report

Thank you for your interest!

Please [access the report here](https://info.yugabyte.com/hubfs/OReilly%20Report_Why%20Distributed%20SQL%20Is%20the%20Modern%20Foundation%20for%20AI_Yugabyte.pdf?hsLang=en) or use the link in the confirmation email.

## About the Report

**Why Distributed SQL Is the Modern Foundation for AI** explores why organizations that plan for linear growth get caught off guard by AI's exponential pace, and why a traditional build-to-last mindset doesn't meet today's AI-ready requirements.

### What You'll Learn

- **The AI Growth Curve**  
  Why AI capability and demand grow exponentially instead of linearly, and why a build-to-last mindset breaks down as a result.
- **Architectural Principles for AI Applications**  
  How outcome-driven design and human-in-the-loop review turn non-functional requirements, like latency, replication, and scaling, into core system requirements instead of afterthoughts.
- **The Four Considerations for Production AI**  
  What it takes to navigate evolving AI tech stacks, diverse and unstructured data sources, and brittle handcrafted pipelines, plus the scaling decisions that determine whether any of it survives real traffic.
- **Governance, Security and Observability**  
  Keep sensitive data protected, from Row-Level Security and encryption to comprehensive audit logging and enterprise-grade controls for AI-era access patterns.
- **From Prototype to Production-Ready AI**  
  What production actually demands that a pilot never does: continuous ingestion, concurrent queries, strict latency targets, and correctness maintained across distributed nodes without rewriting application logic.
- **Scaling to Billions of Vectors**  
  How native vector types, ANN indexing tuned for recall and latency, and automatic sharding and rebalancing scale embeddings into the billions without standing up a separate vector store.
- **Plus much more!**

## Learn More About Distributed SQL

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Yugabyte 2nd Edition | Distributed SQL Databases for Dummies

Explore how to meet today's cloud-native, GenAI, and retrieval-augmented generation (RAG) application demands using a distributed SQL database architecture.

<https://info.yugabyte.com/distributed-sql-databases-for-dummies-ebook-2nd-edition?hsLang=en>

![YugabyteDB\_Active-Paper\_Email-Header\_700x608-Social](https://info.yugabyte.com/hubfs/YugabyteDB_Active-Paper_Email-Header_700x608-Social.png "YugabyteDB_Active-Paper_Email-Header_700x608-Social")

Modern Design Patterns: From Disaster Recovery to Ultra-Resilience

Explore the design patterns and recommendations for building highly available, fault-tolerant systems that meet modern, global, always-on demands.

<https://info.yugabyte.com/white-paper-modern-design-patterns-from-disaster-recovery-to-ultra-resilience?hsLang=en>

![YugabyteDB\_Webinar\_InfoQ\_Designing-Data-Layers-for-Agentic-AI\_May\_2026-(2)-1](https://info.yugabyte.com/hubfs/YugabyteDB_Webinar_InfoQ_Designing-Data-Layers-for-Agentic-AI_May_2026-(2)-1.png "YugabyteDB_Webinar_InfoQ_Designing-Data-Layers-for-Agentic-AI_May_2026-(2)-1")

Designing Data Layers for Agentic AI: Patterns for State, Memory, and Coordination at Scale

In this session, learn. emerging data layer patterns for agentic systems, including approaches to conversation state, knowledge persistence, and cross-agent coordination. Examine the tradeoffs between event-driven and stateful designs, and how consistency, latency, and cost shape system behavior at scale.

<https://info.yugabyte.com/webinar-designing-data-layers-for-agentic-ai-aws-infoq-ybdb?hsLang=en>

![](https://info.yugabyte.com/hubfs/raw_assets/public/yugabytedb/images/template-assets/events/card1.png)

Architecting Applications for Ultra-Resilience with YugabyteDB

Discover six critical pillars to building an ultra-resilient application for your business and get a blueprint for implementation.

<https://info.yugabyte.com/white-paper-architecting-applications-for-ultra-resilience?hsLang=en>

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