freakyzoidberg commented on PR #670:
URL: 
https://github.com/apache/datasketches-java/pull/670#issuecomment-3058815211

   Aside from the stray debug LGTM.
   
   As discussed on Slack - their may be some win to get performance or safety 
wise following those practice  
   but could definitely be evaluated later
   
   Thanks !
   
   ```  Resource Management
   
     // Recommended pattern for Arena usage
     try (Arena arena = Arena.ofConfined()) {
         MemorySegment segment = arena.allocate(size);
         // Use segment
     } // Automatic cleanup
   
     Error Handling Standardization
   
     // Standardized validation pattern
     private static void validateSegmentBounds(MemorySegment seg, long offset, 
long length) {
         if (offset < 0 || length < 0 || offset + length > seg.byteSize()) {
             throw new SketchesArgumentException("Segment access out of 
bounds");
         }
     }
   
   ```
   
   
   


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