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DOC-7059: Migrate develop/ai/context-engine+featureform+agent-builder to render hooks - #3985
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andy-stark-redis merged 2 commits intoSep 11, 2026
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…to render hooks Converts relref-shortcode links and note/warning/tip/info/alert callout shortcodes to the DOC-6909/DOC-7047 render-hook equivalents (plain Markdown links canonicalized to /content/<path>.md[#anchor], and `> [!TYPE]` blockquotes) across content/develop/ai/context-engine/, content/develop/ai/featureform/, and content/develop/ai/agent-builder/, using build/migrate_shortcode_links.py's all-stages mode on each of the 33 .md files found recursively (including the nested agent-memory, context-retriever/install, and langcache subdirs that a one-level glob missed twice in the prior rollout). 28 of 33 files changed; 5 had nothing to convert (agent-memory/api-reference.md, langcache/api-reference.md, featureform/query-data.md, and featureform's AGENTS.md/CLAUDE.md housekeeping files). Gotchas found: - content/develop/ai/context-engine/agent-memory/_index.md has five `<a href="{{< relref ... >}}">` links inside raw HTML card divs (not Markdown link syntax). Left untouched deliberately: Hugo's render-link hook only fires on Goldmark-parsed Markdown link nodes, never on raw HTML anchors, so rewriting these to a plain /content/... path would produce a dead href with nothing left to resolve it. The relref shortcode still expands correctly inside raw HTML at Hugo's shortcode-substitution pass, so this is the correct long-term state, not a migration gap. - content/develop/ai/featureform/AGENTS.md line 53 shows a relref example in backticks (illustrating site convention to authors, not a live link). Left as-is; out of scope for a mechanical content migration, but this instructional text will read as stale once the render-hook convention is the norm -- flagging for a future pass rather than editing a product AGENTS.md file that wasn't asked for. - Checked every new `> [!TYPE]` blockquote for the callout-adjacency blank-line gotcha from DOC-6909 (an alert flush against another block swallows as a lazy continuation). None found in this unit -- every converted callout already had blank-line separation on both sides, so no spacer was needed. - Remaining `{{< ... >}}` usages in this unit (clients-example, multitabs, embed-md, image, image-card, agent-builder) are shortcode types outside this ticket's scope and were left untouched, as required. Central href-diff and build-warning verification against main, plus human review, are still pending (batched separately across this ticket's units). Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
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🧠 Redis MemoryFound 7 related items from repository history (2 new this commit):
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…eatureform-agentbuilder # Conflicts: # content/develop/ai/context-engine/agent-memory/developer-guide.md
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September 11, 2026 14:54
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Summary
relrefshortcode links andnote/warning/tip/info/alertcallout shortcodes with the native-Markdown render-hook equivalents (layouts/_default/_markup/render-link.htmlandrender-blockquote.html) acrosscontent/develop/ai/context-engine/,content/develop/ai/featureform/, andcontent/develop/ai/agent-builder/.build/migrate_shortcode_links.py all <file>(all 3 stages: relref-to-plain, callouts-to-blockquote, linkify) recursively over all 33.mdfiles in these three directory trees, including nested subdirs (agent-memory, agent-memory/api-reference, context-retriever, context-retriever/install, data-integration, langcache, langcache/api-reference).Notes for reviewers
content/develop/ai/context-engine/agent-memory/_index.mdhas five<a href="{{< relref ... >}}">links inside raw HTML card divs. Left untouched deliberately — the render-link hook only fires on Goldmark-parsed Markdown links, not raw HTML anchors, so rewriting these would break them. The relref shortcode still expands correctly there via Hugo's shortcode-substitution pass.content/develop/ai/featureform/AGENTS.mdline 53 shows arelrefexample in backticks illustrating the (soon-to-be-superseded) site convention to authors — not a live link, so left alone as out of scope for this mechanical content migration.> [!TYPE]blockquote for the callout-adjacency blank-line gotcha (an alert flush against another block gets swallowed as a lazy continuation). None found in this unit — every converted callout already had blank-line separation on both sides.clients-example,multitabs,embed-md,image,image-card,agent-builder) are out of scope for this ticket and were left untouched.Test plan
main(batched across this ticket's units, done separately)main(same, done separately)Note
Low Risk
Documentation-only link and callout syntax migration with known exceptions for HTML-embedded relref; no application or security logic changes.
Overview
This PR continues the DOC-6909 render-hook rollout across
content/develop/ai/agent-builder/,context-engine/, andfeatureform/(33 Markdown files).Links: Hugo
{{< relref ... >}}targets in normal Markdown are replaced with repo-root paths like/content/develop/.../*.md(including fragment anchors), sorender-link.htmlcan resolve them instead of the relref shortcode.Callouts:
note/warning(and related) shortcodes become GitHub-style blockquotes (> [!NOTE],> [!WARNING], etc.) forrender-blockquote.html.Intentionally unchanged:
relrefinside raw HTML (e.g. Agent Memory get-started cards), shortcodes such asagent-builder,multitabs,clients-example, andimage-card— no product or procedural doc rewrites beyond link/callout syntax.Reviewed by Cursor Bugbot for commit 180faa1. Bugbot is set up for automated code reviews on this repo. Configure here.