Link search and RAG pages to the AI agent builder

[mich-elle-luna]

Add pointers from the high-traffic search and RAG pages to the AI agent builder, telling readers to choose the Knowledge Assistant template to generate a working RAG agent built on Redis vector search:

• Redis Search overview: a next-step list item (the page already has other callouts, so this avoids stacking a third box)
• Vector search concepts: appended to the intro
• Vector search how-to and the RAG quick start: a tip callout each

The Redis Agent Memory pages are deferred: they should point at the Redis Iris Conversational Assistant template, which ships with a separate PR.

---

Note

Low Risk
Markdown-only navigation and copy changes with no runtime or API impact.

Overview
Documentation cross-links steer readers from high-traffic search and RAG content toward the [AI agent builder]({{< relref "/develop/ai/agent-builder" >}}) and the Knowledge Assistant template for a working RAG agent on Redis vector search.

On the Redis Search overview, a new numbered next-step item joins the existing list (instead of another callout). Vector search concepts extends the intro paragraph with the same pointer. The vector search how-to and RAG with Redis pages each get a tip callout describing ingestion, hybrid retrieval, and citations where relevant.

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[github-actions]

Staging links:
https://redis.io/docs/staging/ai-builder-links/develop/ai/search-and-query/
https://redis.io/docs/staging/ai-builder-links/develop/ai/search-and-query/query/vector-search/
https://redis.io/docs/staging/ai-builder-links/develop/ai/search-and-query/vectors/
https://redis.io/docs/staging/ai-builder-links/develop/get-started/rag/

[github-actions]

🧠 Redis Memory

Found 7 related items from repository history (2 new this commit):

• PR — DEV: add Knowledge Assistant (RAG) agent type to agent builder

  Adds a third agent type — Knowledge Assistant — to the interactive agent builder, alongside the existing Recommendation Engine and Conversat

• PR — Add quick start links and advanced developer resources to agent build…

  …er page

• Commit — Add Redis Repo Memory discovery links to AI/search docs

  Add Redis Repo Memory discovery links to AI/search docs

• PR — Add Redis Repo Memory discovery links to AI/search docs

  Surface the Redis Repo Memory GitHub Action in three high-traffic vector search pages so developers can discover it: a callout on the vector

• PR — Reorganize AI index page navigation and add video tutorials section

  • Reorganize top image cards to prioritize RedisVL, Search and Query, and LangCache

• Commit — Link search and RAG pages to the AI agent builder 🆕

  Link search and RAG pages to the AI agent builder

• PR — Add agent-skills repository link to AI agent resources 🆕

  • Add new section describing the redis/agent-skills GitHub repository

Memory updated at 3dbfd62

[andy-stark-redis]

An issue to think about (maybe for the whole team), but basically LGTM.

[andy-stark-redis]

A tersely worded question like this isn't our usual style but it is the kind of thing that AI often generates now. It's a matter of whether we're going to try to "correct" stuff like this (to teach AI how we prefer to express these things) or whether we're just letting this go now. Same basic issue applies with two of the other changed files, btw.