diff --git a/content/develop/ai/agent-builder/_index.md b/content/develop/ai/agent-builder/_index.md index 8d4859de79..5633a46c13 100644 --- a/content/develop/ai/agent-builder/_index.md +++ b/content/develop/ai/agent-builder/_index.md @@ -62,13 +62,13 @@ The generated code includes detailed setup instructions and best practices to ge ### Redis AI documentation -- [Redis Vector Search](/develop/interact/search-and-query/vector-search/) - Semantic search capabilities +- [Redis Vector Search]({{< relref "/develop/ai/search-and-query/vectors/" >}}) - Semantic search capabilities - [Redis Streams](/develop/data-types/streams/) - Real-time data and conversation history -- [AI Notebooks Collection](/develop/ai/notebook-collection/) - Interactive tutorials and examples -- [Ecosystem Integrations](/develop/ai/ecosystem-integrations/) - Redis with AI frameworks +- [AI Notebooks Collection]({{< relref "/develop/ai/notebook-collection" >}}) - Interactive tutorials and examples +- [Ecosystem Integrations]({{< relref "/develop/ai/ecosystem-integrations" >}}) - Redis with AI frameworks ### Community and support - Join the [Redis Discord](https://discord.gg/redis) for community support - Explore [Redis AI Resources on GitHub](https://github.com/redis-developer/redis-ai-resources) -- Watch [AI Video Collection](/develop/ai/ai-videos/) for tutorials and demonstrations +- Watch [AI Video Collection]({{< relref "/develop/ai/ai-videos" >}}) for tutorials and demonstrations diff --git a/content/develop/ai/agent-builder/agent-concepts.md b/content/develop/ai/agent-builder/agent-concepts.md index bd93cd72c8..cbe426870c 100644 --- a/content/develop/ai/agent-builder/agent-concepts.md +++ b/content/develop/ai/agent-builder/agent-concepts.md @@ -73,7 +73,7 @@ Redis is the **ideal foundation** for AI agents because it excels at the three t - SVS-VAMANA leverages Intel hardware acceleration for enhanced performance - Hybrid search combining vector similarity with metadata filtering - Real-time updates without index rebuilds -- [Learn more about Redis Vector Search →](/develop/interact/search-and-query/advanced-concepts/vectors/) +- [Learn more about Redis Vector Search →]({{< relref "/develop/ai/search-and-query/vectors/" >}}) **Agent memory** - **Short-term**: Conversation context and session state @@ -87,7 +87,7 @@ Redis is the **ideal foundation** for AI agents because it excels at the three t
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Conversational assistants

Build chatbots and virtual assistants that: @@ -99,7 +99,7 @@ Build chatbots and virtual assistants that: [Build a conversational agent →](../)
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Recommendation engines

Create intelligent recommendation systems that: @@ -111,7 +111,7 @@ Create intelligent recommendation systems that: [Build a recommendation agent →](../)
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Task automation agents

Automate complex workflows and business processes: @@ -121,7 +121,7 @@ Automate complex workflows and business processes: - Monitor and report on task completion
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Data analysis agents

Process and analyze large datasets intelligently: @@ -131,7 +131,7 @@ Process and analyze large datasets intelligently: - Create visualizations and dashboards
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Content generation agents

Create and manage content at scale: @@ -145,7 +145,7 @@ Create and manage content at scale:
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Customer support agents

Provide intelligent customer service: @@ -155,7 +155,7 @@ Provide intelligent customer service: - Learn from interactions to improve responses
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Research and retrieval agents

Find and synthesize information from multiple sources: @@ -165,7 +165,7 @@ Find and synthesize information from multiple sources: - Maintain up-to-date knowledge repositories
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Monitoring and alerting agents

Watch systems and notify when action is needed: @@ -175,7 +175,7 @@ Watch systems and notify when action is needed: - Suggest remediation actions
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Personal productivity agents

Help users manage tasks and information: @@ -185,7 +185,7 @@ Help users manage tasks and information: - Learn user preferences and habits
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Trading and financial agents

Make intelligent financial decisions: @@ -269,7 +269,7 @@ Understanding how to map agent memory needs to Redis data structures is crucial - Key benefits: High-performance vector similarity search, multiple distance metrics, real-time indexing - Implementation: RAG systems, semantic memory, content discovery, personalized recommendations - Queries: K-nearest neighbor search, range queries, hybrid filtering with metadata -- [Learn about Redis Vector Sets →](/develop/data-types/vector/) +- [Learn about Redis Vector Sets →]({{< relref "/develop/data-types/vector-sets" >}}) ### Redis Sorted Sets for Rankings and Priorities @@ -329,7 +329,7 @@ Production-ready agents include built-in reliability features: - Load balancing: Distribute requests across agent instances - Redis clustering: Scale data storage across multiple nodes - Caching layers: CDN for static content, Redis for dynamic data -- [Learn about Redis scaling →](/operate/rs/clusters/) +- [Learn about Redis scaling →]({{< relref "/operate/rs/clusters" >}}) ### Cost Optimization @@ -337,13 +337,13 @@ Production-ready agents include built-in reliability features: - Redis memory optimization: Efficient data structures and TTL policies - API rate limiting: Prevent excessive external API calls - Resource monitoring: Track and optimize compute and storage costs -- [Redis performance optimization →](/operate/rs/administering/database-operations/memory-performance/) +- [Redis performance optimization →]({{< relref "/operate/rs/databases/memory-performance" >}}) --- ## Key takeaways -
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**What makes agents different:** Agents maintain memory, plan multi-step tasks, and learn from interactions—unlike simple chatbots. @@ -361,16 +361,16 @@ Conversational assistants, recommendation engines, and complex multi-agent syste Ready to build your AI agent with Redis? **Get started:** -- [Use the agent builder](/develop/ai/agent-builder/) to generate your code and get started -- [Redis quick start guide](/develop/get-started/) for setting up Redis +- [Use the agent builder]({{< relref "/develop/ai/agent-builder" >}}) to generate your code and get started +- [Redis quick start guide]({{< relref "/develop/get-started" >}}) for setting up Redis **Learn more:** -- [Redis Vector Search documentation](/develop/interact/search-and-query/advanced-concepts/vectors/) -- [RedisVL Python library](/develop/clients/redisvl/) for vector operations and AI workflows +- [Redis Vector Search documentation]({{< relref "develop/ai/search-and-query/vectors" >}}) +- [RedisVL Python library]({{< relref "develop/clients/redis-vl" >}}) for vector operations and AI workflows - [Redis data structures guide](/develop/data-types/) -- [Redis client libraries](/develop/clients/) for your programming language +- [Redis client libraries]({{< relref "/develop/clients" >}}) for your programming language **Deploy and scale:** -- [Redis Cloud](/operate/rc/) for managed Redis hosting -- [Redis Enterprise](/operate/rs/) for on-premises deployment -- [Performance optimization](/operate/rs/administering/database-operations/memory-performance/) best practices +- [Redis Cloud]({{< relref "/operate/rc" >}}) for managed Redis hosting +- [Redis Enterprise]({{< relref "/operate/rs" >}}) for on-premises deployment +- [Performance optimization]({{< relref "/operate/rs/databases/memory-performance" >}}) best practices