update for redisvl 0.18.0

[github-actions]

update for redisvl 0.18.0

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Note

Low Risk
Low risk documentation-only changes; main risk is broken navigation if any relref targets or renamed user guide slugs don’t exist at build time.

Overview
Updates RedisVL concept/user-guide docs to use Hugo shortcodes: replaces the architecture diagram markdown image with {{< image >}} and adds the diagram SVG under static/images/redisvl.

Converts many relative markdown links (concepts, API refs, and user guide pages) to {{< relref >}} and switches user-guide references from numbered filenames (e.g. 01_getting_started.md) to slug-based paths (e.g. getting_started).

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[jit-ci]

🛡️ Jit Security Scan Results

✅ No security findings were detected in this PR

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^{Security scan by Jit}

[cursor]

Cursor Bugbot has reviewed your changes and found 1 potential issue.

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[cursor]

Broken relref link to nonexistent MCP page

High Severity

The relref to "../user_guide/how_to_guides/mcp" points to a page that doesn't exist — the how_to_guides directory has no mcp.md file (or any content files at all). Converting the old plain markdown link to a Hugo relref shortcode means this will now cause a Hugo build failure, rather than just producing a 404 at runtime.

 

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