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Merged
merged 6 commits into from
Oct 15, 2025
Merged

Fix agent doc links #2242

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4ab12ec
change links to use relref syntax
mich-elle-luna Oct 15, 2025
9011db5
Update agent-concepts.md
mich-elle-luna Oct 15, 2025
6813d03
Fix link for Redis Vector Search documentation
mich-elle-luna Oct 15, 2025
98bd583
Update links for Redis Vector Search and performance
mich-elle-luna Oct 15, 2025
594496b
Refactor agent concepts styling for consistency
mich-elle-luna Oct 15, 2025
41b67c9
Fix link for Redis Vector Search documentation
mich-elle-luna Oct 15, 2025
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8 changes: 4 additions & 4 deletions content/develop/ai/agent-builder/_index.md
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Expand Up @@ -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" >}}) - Semantic search capabilities
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@dwdougherty dwdougherty Oct 15, 2025 •
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This one is still incorrect. It should be:

[Redis Vector Search]({{< relref "/develop/ai/search-and-query/vectors/" >}})

- [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
46 changes: 23 additions & 23 deletions content/develop/ai/agent-builder/agent-concepts.md
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Expand Up @@ -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
Expand All @@ -87,7 +87,7 @@ Redis is the **ideal foundation** for AI agents because it excels at the three t

<div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Conversational assistants</h3>

Build chatbots and virtual assistants that:
Expand All @@ -99,7 +99,7 @@ Build chatbots and virtual assistants that:
[Build a conversational agent →](../)
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Recommendation engines</h3>

Create intelligent recommendation systems that:
Expand All @@ -111,7 +111,7 @@ Create intelligent recommendation systems that:
[Build a recommendation agent →](../)
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Task automation agents</h3>

Automate complex workflows and business processes:
Expand All @@ -121,7 +121,7 @@ Automate complex workflows and business processes:
- Monitor and report on task completion
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Data analysis agents</h3>

Process and analyze large datasets intelligently:
Expand All @@ -131,7 +131,7 @@ Process and analyze large datasets intelligently:
- Create visualizations and dashboards
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Content generation agents</h3>

Create and manage content at scale:
Expand All @@ -145,7 +145,7 @@ Create and manage content at scale:

<div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Customer support agents</h3>

Provide intelligent customer service:
Expand All @@ -155,7 +155,7 @@ Provide intelligent customer service:
- Learn from interactions to improve responses
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Research and retrieval agents</h3>

Find and synthesize information from multiple sources:
Expand All @@ -165,7 +165,7 @@ Find and synthesize information from multiple sources:
- Maintain up-to-date knowledge repositories
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Monitoring and alerting agents</h3>

Watch systems and notify when action is needed:
Expand All @@ -175,7 +175,7 @@ Watch systems and notify when action is needed:
- Suggest remediation actions
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Personal productivity agents</h3>

Help users manage tasks and information:
Expand All @@ -185,7 +185,7 @@ Help users manage tasks and information:
- Learn user preferences and habits
</div>

<div class="bg-gray-50 dark:bg-gray-800 p-4 rounded-lg border border-gray-200 dark:border-gray-700 mb-4">
<div class="bg-gray-50 p-4 rounded-lg border border-gray-200 mb-4">
<h3 class="no-toc">Trading and financial agents</h3>

Make intelligent financial decisions:
Expand Down Expand Up @@ -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

Expand Down Expand Up @@ -329,21 +329,21 @@ 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

- LLM cost management: Use appropriate models for different tasks
- 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

<div class="bg-gray-50 dark:bg-gray-800 p-6 rounded-lg border border-gray-200 dark:border-gray-700 my-8">
<div class="bg-gray-50 p-6 rounded-lg border border-gray-200 my-8">

**What makes agents different:**
Agents maintain memory, plan multi-step tasks, and learn from interactions—unlike simple chatbots.
Expand All @@ -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