Chore: s/further reading.*/see also/

[amotl]

About

• Ingredients: Use "See also" when referring to further resources.
• Reason: Modernize legacy wording and reduce AI slop.

Details

Idea: Apply a consistent "naming things" across the board like others are doing it.

• https://learn.microsoft.com/en-us/dotnet/framework/data/adonet/#see-also
• https://learn.microsoft.com/en-us/dotnet/framework/configure-apps/#see-also
• https://learn.microsoft.com/en-us/dotnet/framework/tools/signtool-exe#see-also
• https://learn.microsoft.com/en-us/dotnet/framework/whats-new/#see-also

Preview (samples)

• https://cratedb-guide--428.org.readthedocs.build/admin/circuit-breaker.html#see-also
• https://cratedb-guide--428.org.readthedocs.build/connect/java.html#see-also
• https://cratedb-guide--428.org.readthedocs.build/start/modelling/fulltext.html#see-also
• https://cratedb-guide--428.org.readthedocs.build/start/query/aggregations.html#see-also

References

• Page footer sections: "See also" vs. "Related sections" #429

[coderabbitai]

Walkthrough

Documentation refactoring across 13 files systematically renames section headings from "Further Reading," "Further learning & Resources," and similar variants to the standardized "See also" heading. Several files also expand their reference lists and some restructure content with card-based grid layouts.

Changes

Cohort / File(s)	Change Summary
Simple heading rename docs/admin/circuit-breaker.md, docs/connect/index.md, docs/start/modelling/timeseries.md, docs/start/modelling/vector.md, docs/start/query/aggregations.md	Renames section header from "Further Reading"/"Further learning & Resources" to "See also" without altering subsequent content.
Heading rename with expanded references docs/start/modelling/fulltext.md, docs/start/modelling/geospatial.md, docs/start/modelling/json.md, docs/start/modelling/relational.md	Renames "Further Learning & Resources" to "See also" and expands reference lists with additional links and resources.
Java documentation updates docs/connect/java.md	Renames "Further reading" to "See also" and adds descriptive paragraph about demonstration using PostgreSQL JDBC Driver and CrateDB JDBC Driver.
Ad hoc query restructuring docs/start/query/ad-hoc.md	Replaces "Further reading" section with restructured "See also" grid containing card-based documentation, references, and read-more links.
AI integration section overhaul docs/start/query/ai-integration.md	Renames "Further reading" to "See also" and replaces content with card-based grid featuring documentation, integration, and read-more cards.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~12 minutes

The changes follow a consistent, repetitive pattern of standardizing section headings across documentation files. While several entries include expanded content and some grid restructuring, the modifications are straightforward, low-complexity documentation updates with no logic or error-handling implications.

Possibly related PRs

• Navigation: Relocate reference links in learning path sections #379: Modifies overlapping documentation sections (docs/start/query/ad-hoc.md, aggregations.md, ai-integration.md, and docs/connect/index.md) with similar "See also" section restructuring.
• Chore: Fix broken references #349: Updates the same docs/start/query/ai-integration.md "See also" section heading and content.
• Java: Modernize page #385: Modifies docs/connect/java.md with related Java/JDBC documentation restructuring.

Suggested reviewers

• kneth
• surister
• bmunkholm

Poem

🐰 Headings dance, from "Further" to "See also" they hop,
Cards and grids align, the documentation won't stop!
Thirteen files unified, consistency takes flight,
Standards bloom across the docs, making readers' paths bright! ✨

Pre-merge checks and finishing touches

✅ Passed checks (3 passed)

Check name	Status	Explanation
Title Check	✅ Passed	The PR title "Chore: s/further reading.*/see also/" uses a regex pattern to concisely express the primary change throughout the changeset. The raw summary confirms that the entire PR involves systematically renaming section headers from various forms of "further reading" (e.g., "Further Reading", "Further Learning & Resources") to "See also" across twelve documentation files. The title is specific, clear, and accurately reflects the main transformation being applied, making it easy for reviewers to understand the scope of the change at a glance.
Docstring Coverage	✅ Passed	No functions found in the changes. Docstring coverage check skipped.
Description Check	✅ Passed	The pull request description clearly and directly relates to the changeset. The author explains the objective (renaming "Further reading/learning" variants to "See also"), provides the reasoning (modernizing legacy wording and reducing AI slop), and references industry best practices from Microsoft Docs as supporting context. The changeset across all documentation files consistently involves renaming section headers from variations of "Further reading/learning" to "See also," with some files also expanding or restructuring the referenced resources. The description accurately captures this intent and provides specific preview links demonstrating the applied changes.

✨ Finishing touches

• 📝 Generate docstrings

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Post copyable unit tests in a comment
• Commit unit tests in branch seealso

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