Serve your agents fresh data at Redis speed.

Learn how
Redis IrisRedis Iris
Platform
Platform
Redis IrisReal-time context for agents Redis LangCacheSave on tokens for common questionsRedis Context RetrieverLeverage context from anywhereRedis Agent MemoryAgentic memory for consistent experiencesRedis Data IntegrationCDC across your structured data Redis FlexMore data, more speed, less costCachingSub-ms read/write at scaleStreamingEvent-driven messaging & data pipelinesSession managementFast, persistent storage for sessions SearchSearch & query for structured dataFeature storeReal-time ML feature pipeline for apps & agents
Get RedisDownloads
Deploy
Deploy
Redis CloudFully managed, fully flexibleRedis SoftwareOn-premRedis open source frameworkRedis 8.8PricingLet’s talk numbersRedis on AWSBuy with cloud commitsAzure Managed RedisMicrosoft-supported RedisRedis on Google CloudRedis from the marketplace
Tools
Redis InsightUI to visualize, query, & debugRIOTGet data into Redis from anywhereClient librariesPython, Node, Java, Go, .Net, & moreSDKsConnect Redis to your apps
Get RedisDownloads
Solutions
AI & ML Apps
Scale agent & agentic systems Everything you need to be successful RAGUnderstand how Redis powers RAGSemantic searchRight answers, right nowMLLeverage your features, fastToken optimizationAll the AI without all the cost
Core Workloads
Fraud detectionStop fraud, protect customersReal-time decisionsAct on data in real timeCaching & performanceOur bread & butter Real-time messagingStreams at the speed of thoughtSession managementConsistent experiences everywhereLeaderboardsKnow who’s winning
Industries
Financial servicesE-commerce & retailGamingHealthcareTelco
Get RedisDownloads
Devs
Docs
Redis CloudThe nitty grittyWelcome to the communityJoin the largest open source community in cacheDev HubAll the tools to build
Training
UniversityBecome a Redis expertTutorialsHow-to for whatever you’re trying to doQuick startsGo 0 to 1: Redis fastKnowledge baseGet support
Learning
BlogAll the wordsResource centerEverything you need, in one placeDemo centerAnything & everything, in actionReference architecturesNo guessing, just deploy
Resources
Customers
Resource Center
Events
Virtual & live eventsCome say hello
Partners
Find a partnerAWSGoogleMicrosoft
Learn how to BuildVisit our dev hub
Try RedisBook a meeting
Resource Center
Events & webinarsBlogVideosGlossaryResourcesArchitecture DiagramsDemo Center
Resource Center
Events & webinarsBlogVideosGlossaryResourcesArchitecture DiagramsDemo Center
July 29, 20268 minute read

Context engineering for AI: what it is & how to build it

Simba Khadder
AnnouncementsBenchmarksCompanyDBaasEngineeringFeaturesGuest BlogsHow To and TutorialsLaunchpadNew Product AnnouncementsNewsPartnersPodcastProduct ReleasesRedis ModulesRedis Open SourceRedis-CloudTechTech DETech Redis ModulesUncategorizedWhite Papers
The 4 Failure Modes of Agent Context in Production
Jeff Mills
Tech DE
Jul 28,2026
Token-budget-aware LLM reasoning: cut costs in 2026
Jeff Mills
Tech DE
Jul 28,2026
Why it's important to monitor latency in AI networks
Jeff Mills
Tech DE
Jul 27,2026
Security update: Redis response to the Kimi K3 vulnerability claims
Redis
Tech
Jul 27,2026
Top reranking models to boost RAG accuracy in 2026
Jeff Mills
Tech DE
Jul 26,2026
Context assembly: building the prompt the model actually sees
Jeff Mills
Tech DE
Jul 22,2026
Model Context Protocol (MCP) vs. Agent2Agent (A2A): which protocol do you need?
Jeff Mills
Tech DE
Jul 22,2026
5 agent architecture scenarios: assess MCP vs. A2A
Jeff Mills
Tech DE
Jul 22,2026
RAG debugging guide: fast ways to reduce retrieval errors
Jeff Mills
Tech DE
Jul 21,2026
Cache consistency: strategies to keep data fresh
Jeff Mills
Tech DE
Jul 20,2026
Real-time context: keeping agent inputs fresh on every step
Jeff Mills
Tech DE
Jul 15,2026
CEO Rowan Trollope’s organizational announcement to Redis employees
Image
Company
Jul 15,2026
Agent interoperability: a complete explainer
Jeff Mills
Tech DE
Jul 14,2026
Vector embeddings explained: from theory to real-world use
Jeff Mills
Tech DE
Jul 13,2026
Dynamic chunking for RAG: building context infrastructure that adapts
Jeff Mills
Tech DE
Jul 11,2026
Best databases for agent memory: Redis vs. Pinecone vs. MongoDB vs. Weaviate
Jeff Mills
Tech DE
Jul 10,2026
Multi-step AI agents: what they are & how they work
Image
Tech DE
Jul 07,2026
What’s new in two: June 2026 edition
Talon Miller
Tech
Jul 06,2026
Does quantization speed up inference?
Image
Tech DE
Jul 05,2026
Agentic AI testing guide: methods & best practices
Image
Tech DE
Jul 04,2026

Get started with Redis today

Speak to a Redis expert and learn more about enterprise-grade Redis today.

Try for freeTalk to sales