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dream - AddPhaseEnricher & context & search implementations (#1767) (#1771)

* feat: (dream)add heuristic enrichment for fine-extracted memories

* feat: (dream) add conservative context binding

* feat: (dream) recall context summaries during search

* feat: (dream) register dream plugin.

* feat: (dream) add unit test for recall.

* fix: (dream) tighten feedback signals and diary lookup

* fix: (dream) include context summaries in diary output

* fix: (dream) fix for python 3.10

## Description

feat: forward LongMemEval question_date as search reference_time

## Type of change

- [x] New feature (non-breaking change which adds functionality)
- [x] Bug fix (non-breaking change which fixes an issue)

## How Has This Been Tested?

- [x] Unit Test - tests/dream/

## Checklist

- [x] I have performed a self-review of my own code | 我已自行检查了自己的代码
- [x] I have commented my code in hard-to-understand areas |
我已在难以理解的地方对代码进行了注释
- [x] I have added tests that prove my fix is effective or that my
feature works | 我已添加测试以证明我的修复有效或功能正常
- [ ] I have created related documentation issue/PR in
[MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) (if applicable) |
我已在 [MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) 中创建了相关的文档
issue/PR(如果适用)
- [x] I have linked the issue to this PR (if applicable) | 我已将 issue
链接到此 PR(如果适用)
- [x] I have mentioned the person who will review this PR | 我已提及将审查此 PR
的人

## Reviewer Checklist
- [ ] closes #xxxx (Replace xxxx with the GitHub issue number)
- [ ] Made sure Checks passed
- [ ] Tests have been provided
C
CaralHsi committed
bed833f77da9a05b417067d888d5ca5efd8cd5d8
Committed by GitHub <noreply@github.com> on 5/20/2026, 7:11:43 AM