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背景
環境有雙重雜訊(內部 2% apply_internal_noise + 外部 5% engine.apply_noise),但現有 21 策略缺少文獻上專門對抗雜訊的兩種 TFT 變體。普通 TitForTat
一旦手滑背叛,就會跟對手陷入 C-D-C-D 無止盡互戕;GenerousTitForTat 靠「報復時 10% 隨機慷慨」破螺旋,但那是機率性、無差別的原諒。
補強內容(策略 ...
documentation
enhancement
您好,维护者老师们:
我在阅读《Easy Data x AI》课程文档时,顺手检查到几处比较小的文档问题,主要是错别字、重复段落和局部表述优化。整体不影响课程理解,但可以通过一个小的 docs PR 统一修一下。
发现的问题
1. docs/course-intro.md
- 认知的的空白 中 的 重复了一次。
- 建议改为:认知的空白
- AI Native 数据层 中间多了一个空格。 ...
Parent
Parent PRD: #1441
What to build
Rebalance Docker build tests so parser behavior is concentrated at the interpreter interface and Docker service tests
cover only the subprocess adapter responsibilities. ...
ready-for-agent
refactor-slice
Paper
An LLM-Based Assistance System for Intuitive and Flexible Capability-Based Planning
ArXiv ID
2605.28666v1
Bot Score
7
Reason
Not relevant to my research interests
Matched Interest
AI-Assisted ...
feedback
negative
Parent
Parent PRD: #1441
What to build
Route terse Docker build progress rendering through the interpreter while leaving terminal rendering and failure dumping
in the Docker service adapter.
Acceptance ...
ready-for-agent
refactor-slice
Parent
Parent PRD: #1441
What to build
Add named terse progress interpretation to the in-process Docker build output interpreter for BuildKit and classic
builder output.
Acceptance criteria
- [ ...
behavior-slice
ready-for-agent
api ORM models rely on SQLAlchemy default constraint names while the hand-written Alembic migrations name constraints
explicitly (e.g. uq_user_username_lower). They agree today, but if Alembic autogenerate ...
enhancement
Parent
Parent PRD: #1441
What to build
Route verbose Docker build streaming through the interpreter for rebuild-start callbacks while keeping the Docker
service focused on process execution and raw ...
ready-for-agent
refactor-slice
Parent
Parent PRD: #1441
What to build
Add rebuild-start interpretation to the in-process Docker build output interpreter so callback timing uses the same
state model as final outcome detection.
Acceptance ...
behavior-slice
ready-for-agent
Parent
Parent PRD: #1441
What to build
Make the in-process Docker build output interpreter the direct behavior surface for final build outcome examples across
BuildKit and classic builder output.
Acceptance ...
behavior-slice
ready-for-agent

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