[MRG]add memory to each coponent

[embersax]

Closes #

This PR implements a component memory system that tracks execution of all major components (Advisor, Planner, Coder, Debugger, etc.) in MLE-Agent.

Changes:

• Added ComponentMemory class for storing component traces
• Added trace_component decorator for automatically tracking component executions
• Added memory tracking to all agent components
• Added CLI command to view component traces

After run the whole process of memory start, you can verify the trace has been stored by:

mle traces --component advisor

Before submitting this PR, please make sure you have:

• confirmed all checks still pass OR confirm CI build passes.
• verified that any code or assets from external sources are properly credited in comments and/or in
  the credit file.

[huangyz0918]

Thanks for submitting this PR! Actually we have lanceDB, so it is no need to introduce SQLite, we can reuse the lanceDB ( the memory.py) to create a new table for saving the traces.

[embersax]

Thanks for submitting this PR! Actually we have lanceDB, so it is no need to introduce SQLite, we can reuse the lanceDB ( the memory.py) to create a new table for saving the traces.

Hi I have changed SQLlite to LanceDB, and for component memory I use sentence-transformers.

[huangyz0918]

If you think the PR is ready, you can change the title by adding [MRG]

[embersax]

Hi, thanks for the comment, just add the tag.

[huangyz0918]

LGTM! Thank you for this contribution 👍