pip install from GitHub

`pip install git+https://github.com/******.git`

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My Keepass Setting

``` `Options > Advanced > Start and Exit`: x Remember and ... v Automatically save ... `Options > Advanced > Auto-Type - Sending`: v Allow interleaved ... `Options > Advanced > Advanced`: x Automatically search key files ... x Remember key sources ... x Remember working directories. `Options > Interface > Main Window`: v Minimize main window after copying ... `Options > Interface > lower button labeled Select List Font`: Display utf-8 characters e.g. CJK. instead of □ □ □ Font: Noto Sans CJK SC Size: 12. `Options > Security`: v Lock workspace after... 60 ``` ```bash # destroy database path string and key file path string: shred -u ~/.recently-used echo '' > ~/.recently-used # sudo chattr +i ~/.recently-used ## -i immutable. BUG. ``` Side by side copy: ``` Tools > Options > Advanced> Start and Exit, Limit to single instance. ``` Sync with WebDAV link: ``` Tools > Triggers > add... ...
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Language Comparision

Language Comparision # Compiled Concurrent Language https://en.wikipedia.org/wiki/List_of_programming_languages_by_type *Not fully listed for all languages.*   |NAME       |CONCURRENT|GARBAGE|OBJ|MULTIPARADIGM| |-----------|-|---------|-|-| |Ada        |v|manual   |v|v| |C++        | |         |v|v| |C#         |v|auto     |v|v| |Cilk       |v|         | | | |Crystal    |v|auto     |v|v| |D          |v|auto     |v|v| |Eiffel     |v|         |v|v| |Erlang     |v|auto     | | | |Fortran    |v|manual   |v| | |Go         |v|auto     |v|v| |Java       |v|auto     |v...
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Attention Mechanism Understanding

 # Attention Mechanism 3Blue1Brown观后感 ## Query 特征询问阵列 ## Key （输入本征）特征分量 Q*K = w => 答案相关性权重矩阵 ## Value 特征信息量 追加调整量 （新注入内容） ## 结果 w*V + embedding => new embedding with prev context knowledge ## DeepSeek Value 的本质是信息本身，是需要被加权聚合的信息源。它通过注意力权重被动态选择和聚合，最终生成与任务相关的上下文表示。Key 和 Query 共同决定“关注哪里”，而 Value 决定了“关注的内容是什么”。这种分离设计使模型能更灵活地学习不同层面的特征表达。
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