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8 changes: 4 additions & 4 deletions content/develop/ai/agent-builder/_index.md
Original file line number Diff line number Diff line change
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
24 changes: 12 additions & 12 deletions content/develop/ai/agent-builder/agent-concepts.md
Original file line number Diff line number Diff line change
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/interact/search-and-query/advanced-concepts/vectors" >}})

**Agent memory**
- **Short-term**: Conversation context and session state
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" >}})

### Redis Sorted Sets for Rankings and Priorities

Expand Down Expand Up @@ -329,15 +329,15 @@ 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/administering/database-operations/memory-performance" >}})

---

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/interact/search-and-query/advanced-concepts/vectors" >}})
- [RedisVL Python library]({{< relref "/develop/clients/redisvl" >}}) for vector operations and AI workflows
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Suggested change
- [RedisVL Python library]({{< relref "/develop/clients/redisvl" >}}) for vector operations and AI workflows
- [RedisVL Python library]({{< relref "/develop/ai/redisvl/" >}}) 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/administering/database-operations/memory-performance" >}}) best practices
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This link is broken (just goes to the top of the page). Not sure what it should be.