rawsun007 opened a new pull request, #24872:
URL: https://github.com/apache/datafusion/pull/24872

   ## Which issue does this PR close?
   
   - Closes #24871.
   
   ## Rationale for this change
   
   Three links in the docs point at pages on our own site that return 404, so a 
reader following them from the readings list or the GSoC project ideas page 
lands on an error.
   
   ## What changes are included in this PR?
   
   - `concepts-readings-events.md`: `blog/2026/03/20/multi-layer-pruning/` 
becomes `blog/2026/03/20/limit-pruning/`, and 
`blog/2026/02/02/case-expression/` becomes `blog/2026/02/02/datafusion_case/`. 
Those are the slugs the two posts were actually published under.
   - `gsoc/gsoc_project_ideas_2025.md`: 
`contributor-guide/gsoc_application_guidelines.html` becomes 
`contributor-guide/gsoc/gsoc_application_guidelines_2025.html`, matching the 
file the GSoC `index.rst` toctree includes.
   
   ## What is the testing strategy for this PR?
   
   No tests; this is three URL strings in markdown. Each old URL was requested 
and returns 404, each new one returns 200.
   
   ## Are there any user-facing changes?
   
   Docs only. Three links that were broken now resolve.
   
   Disclosure: this was written with AI assistance (Claude, via Claude Code). I 
verified every URL by request rather than inferring it, and the issue lists the 
three further dead links I deliberately did not touch because the right 
replacement is your call.


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