feat(adk): dream improvements

[N3kox]

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[github-actions]

🚨 Breaking API Changes Detected

Package: github.com/cloudwego/eino/adk/middlewares/automemory/dream

Incompatible changes:

• Config.Schedule: removed
• New: changed from func(context.Context, *Config[M]) (github.com/cloudwego/eino/adk.TypedChatModelAgentMiddleware[M], error) to func(context.Context, *MiddlewareConfig[M]) (github.com/cloudwego/eino/adk.TypedChatModelAgentMiddleware[M], error)
• NewLocalStore: removed
• OnError: changed from func(context.Context, string, error) to func(context.Context, ErrorStage, error)
• Run: changed from func(context.Context, *Config[M], *RunRequest) error to func(context.Context, *Config[M], *RunRequest) (string, error)
• ScheduleConfig: removed
• Store: removed

Review Guidelines

Please ensure that:

• The changes are absolutely necessary
• They are properly documented
• Migration guides are provided if needed

⚠️ Please resolve this thread after reviewing the breaking changes.

[codecov]

Codecov Report

❌ Patch coverage is 75.56326% with 141 lines in your changes missing coverage. Please review.
⚠️ Please upload report for BASE (alpha/10@4dc69f1). Learn more about missing BASE report.

Files with missing lines	Patch %	Lines
adk/middlewares/automemory/dream/middleware.go	70.44%	65 Missing and 42 partials ⚠️
adk/middlewares/automemory/dream/store.go	80.19%	12 Missing and 8 partials ⚠️
adk/middlewares/automemory/dream/api.go	83.67%	4 Missing and 4 partials ⚠️
adk/middlewares/automemory/dream/lifecycle.go	90.24%	3 Missing and 1 partial ⚠️
adk/middlewares/automemory/dream/config.go	90.90%	1 Missing and 1 partial ⚠️

Additional details and impacted files

@@             Coverage Diff             @@
##             alpha/10    #1124   +/-   ##
===========================================
  Coverage            ?   81.66%           
===========================================
  Files               ?      190           
  Lines               ?    30903           
  Branches            ?        0           
===========================================
  Hits                ?    25237           
  Misses              ?     3827           
  Partials            ?     1839           

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[github-actions]

🚨 Breaking API Changes Detected

Package: github.com/cloudwego/eino/adk

Incompatible changes:

• RollbackSessionOptions.ExpectedHeadEventID: removed
• WithRollbackSessionExpectedHeadEventID: removed

Review Guidelines

Please ensure that:

• The changes are absolutely necessary
• They are properly documented
• Migration guides are provided if needed

⚠️ Please resolve this thread after reviewing the breaking changes.

[github-actions]

🚨 Breaking API Changes Detected

Package: github.com/cloudwego/eino/compose

Incompatible changes:

• AddressSegmentMiddleware: removed
• ToolMiddleware.Name: removed

Review Guidelines

Please ensure that:

• The changes are absolutely necessary
• They are properly documented
• Migration guides are provided if needed

⚠️ Please resolve this thread after reviewing the breaking changes.