Shekharrajak opened a new pull request, #401:
URL: https://github.com/apache/flink-agents/pull/401

   
   Linked issue: #350
   
   ### Purpose of change
   
   This PR adds comprehensive documentation for the Sensory Memory feature in 
Flink Agents. The documentation covers:
   
   - Overview and key characteristics of Sensory Memory
   - When to use Sensory Memory vs other memory types
   - Access methods and API usage (Python and Java)
   - Practical usage examples
   - Auto-cleanup behavior and lifecycle
   - Comparison with Short-Term and Long-Term Memory
   - Best practices and anti-patterns
   
   The documentation follows the existing documentation style and provides 
clear guidance for developers using Sensory Memory in their agents.
   
   ### Tests
   
   Documentation changes do not require code tests. The documentation was 
verified by:
   - Reviewing existing documentation style and format
   - Ensuring code examples match the actual API implementation
   - Validating that all referenced concepts align with the codebase
   
   
   ### API
   
   This change does not touch any public APIs. It is documentation-only.
   
   ### Documentation
   
   <!-- Do not remove this section. Check the proper box only. -->
   
   - [x] `doc-needed` <!-- Your PR changes impact docs -->
   
   - [ ] `doc-not-needed` <!-- Your PR changes do not impact docs -->


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