how to llm

README.md

@@ -0,0 +1,37 @@
+# SCDocs
+
+## Introduction
+
+SCDocs is a static site generated by [Hugo](https://gohugo.io/) and [Hugo Book Theme](https://github.com/alex-shpak/hugo-book).
+
+Created by the student union of Upper Secondary, DSAS
+
+## Run in local
+
+Clone the repository:
+
+```bash
+git clone https://github.com/JamesFlare1212/SCDocs.git
+```
+
+Then, install Hugo.
+
+For Linux:
+```bash
+wget https://github.com/gohugoio/hugo/releases/download/v0.122.0/hugo_extended_0.122.0_linux-amd64.deb
+dpkg -i hugo_extended_0.122.0_linux-amd64.deb
+```
+
+For MacOS:
+```bash
+brew install hugo
+```
+
+Server the blog locally:
+
+```bash
+cd SCDocs
+hugo server
+```
+
+Open the browser and go to `http://localhost:1313/` to see the blog.

archetypes/docs.md

@@ -0,0 +1,10 @@
+---
+title: "{{ .Name | humanize | title }}"
+weight: 1
+# bookFlatSection: false
+# bookToc: true
+# bookHidden: false
+# bookCollapseSection: false
+# bookComments: false
+# bookSearchExclude: false
+---

archetypes/posts.md

@@ -0,0 +1,16 @@
+---
+title: "{{ .Name | humanize | title }}"
+date: {{ .Date }}
+linktitle: "{{ .Name | humanize | title }}"
+menu:
+  main:
+    parent:
+tags:
+  - 
+categories:
+  - 
+summary: 
+next:
+prev:
+weight: 0
+---

assets/_markdown.scss

@@ -69,6 +69,8 @@
   }
 
   code {
+    direction: ltr;
+    unicode-bidi: embed;
     padding: 0 $padding-4;
     background: var(--gray-200);
     border-radius: $border-radius;
@@ -76,6 +78,8 @@
   }
 
   pre {
+    direction: ltr;
+    unicode-bidi: embed;
     padding: $padding-16;
     background: var(--gray-100);
     border-radius: $border-radius;

content.en/posts/_index.md

@@ -1,7 +1,7 @@
 ---
 menu:
   after:
-    name: blog
+    name: news
     weight: 5
-title: 动态
+title: News
 ---

content.en/posts/goisforlovers.md

@@ -1,344 +0,0 @@
-+++
-title = "(Hu)go Template Primer"
-description = ""
-tags = [
-    "go",
-    "golang",
-    "templates",
-    "themes",
-    "development",
-]
-date = "2014-04-02"
-categories = [
-    "Development",
-    "golang",
-]
-menu = "main"
-+++
-
-Hugo uses the excellent [Go][] [html/template][gohtmltemplate] library for
-its template engine. It is an extremely lightweight engine that provides a very
-small amount of logic. In our experience that it is just the right amount of
-logic to be able to create a good static website. If you have used other
-template systems from different languages or frameworks you will find a lot of
-similarities in Go templates.
-
-This document is a brief primer on using Go templates. The [Go docs][gohtmltemplate]
-provide more details.
-
-## Introduction to Go Templates
-
-Go templates provide an extremely simple template language. It adheres to the
-belief that only the most basic of logic belongs in the template or view layer.
-One consequence of this simplicity is that Go templates parse very quickly.
-
-A unique characteristic of Go templates is they are content aware. Variables and
-content will be sanitized depending on the context of where they are used. More
-details can be found in the [Go docs][gohtmltemplate].
-
-## Basic Syntax
-
-Golang templates are HTML files with the addition of variables and
-functions.
-
-**Go variables and functions are accessible within {{ }}**
-
-Accessing a predefined variable "foo":
-
-    {{ foo }}
-
-**Parameters are separated using spaces**
-
-Calling the add function with input of 1, 2:
-
-    {{ add 1 2 }}
-
-**Methods and fields are accessed via dot notation**
-
-Accessing the Page Parameter "bar"
-
-    {{ .Params.bar }}
-
-**Parentheses can be used to group items together**
-
-    {{ if or (isset .Params "alt") (isset .Params "caption") }} Caption {{ end }}
-
-
-## Variables
-
-Each Go template has a struct (object) made available to it. In hugo each
-template is passed either a page or a node struct depending on which type of
-page you are rendering. More details are available on the
-[variables](/layout/variables) page.
-
-A variable is accessed by referencing the variable name.
-
-    <title>{{ .Title }}</title>
-
-Variables can also be defined and referenced.
-
-    {{ $address := "123 Main St."}}
-    {{ $address }}
-
-
-## Functions
-
-Go template ship with a few functions which provide basic functionality. The Go
-template system also provides a mechanism for applications to extend the
-available functions with their own. [Hugo template
-functions](/layout/functions) provide some additional functionality we believe
-are useful for building websites. Functions are called by using their name
-followed by the required parameters separated by spaces. Template
-functions cannot be added without recompiling hugo.
-
-**Example:**
-
-    {{ add 1 2 }}
-
-## Includes
-
-When including another template you will pass to it the data it will be
-able to access. To pass along the current context please remember to
-include a trailing dot. The templates location will always be starting at
-the /layout/ directory within Hugo.
-
-**Example:**
-
-    {{ template "chrome/header.html" . }}
-
-
-## Logic
-
-Go templates provide the most basic iteration and conditional logic.
-
-### Iteration
-
-Just like in Go, the Go templates make heavy use of range to iterate over
-a map, array or slice. The following are different examples of how to use
-range.
-
-**Example 1: Using Context**
-
-    {{ range array }}
-        {{ . }}
-    {{ end }}
-
-**Example 2: Declaring value variable name**
-
-    {{range $element := array}}
-        {{ $element }}
-    {{ end }}
-
-**Example 2: Declaring key and value variable name**
-
-    {{range $index, $element := array}}
-        {{ $index }}
-        {{ $element }}
-    {{ end }}
-
-### Conditionals
-
-If, else, with, or, & and provide the framework for handling conditional
-logic in Go Templates. Like range, each statement is closed with `end`.
-
-
-Go Templates treat the following values as false:
-
-* false
-* 0
-* any array, slice, map, or string of length zero
-
-**Example 1: If**
-
-    {{ if isset .Params "title" }}<h4>{{ index .Params "title" }}</h4>{{ end }}
-
-**Example 2: If -> Else**
-
-    {{ if isset .Params "alt" }}
-        {{ index .Params "alt" }}
-    {{else}}
-        {{ index .Params "caption" }}
-    {{ end }}
-
-**Example 3: And & Or**
-
-    {{ if and (or (isset .Params "title") (isset .Params "caption")) (isset .Params "attr")}}
-
-**Example 4: With**
-
-An alternative way of writing "if" and then referencing the same value
-is to use "with" instead. With rebinds the context `.` within its scope,
-and skips the block if the variable is absent.
-
-The first example above could be simplified as:
-
-    {{ with .Params.title }}<h4>{{ . }}</h4>{{ end }}
-
-**Example 5: If -> Else If**
-
-    {{ if isset .Params "alt" }}
-        {{ index .Params "alt" }}
-    {{ else if isset .Params "caption" }}
-        {{ index .Params "caption" }}
-    {{ end }}
-
-## Pipes
-
-One of the most powerful components of Go templates is the ability to
-stack actions one after another. This is done by using pipes. Borrowed
-from unix pipes, the concept is simple, each pipeline's output becomes the
-input of the following pipe.
-
-Because of the very simple syntax of Go templates, the pipe is essential
-to being able to chain together function calls. One limitation of the
-pipes is that they only can work with a single value and that value
-becomes the last parameter of the next pipeline.
-
-A few simple examples should help convey how to use the pipe.
-
-**Example 1 :**
-
-    {{ if eq 1 1 }} Same {{ end }}
-
-is the same as
-
-    {{ eq 1 1 | if }} Same {{ end }}
-
-It does look odd to place the if at the end, but it does provide a good
-illustration of how to use the pipes.
-
-**Example 2 :**
-
-    {{ index .Params "disqus_url" | html }}
-
-Access the page parameter called "disqus_url" and escape the HTML.
-
-**Example 3 :**
-
-    {{ if or (or (isset .Params "title") (isset .Params "caption")) (isset .Params "attr")}}
-    Stuff Here
-    {{ end }}
-
-Could be rewritten as
-
-    {{  isset .Params "caption" | or isset .Params "title" | or isset .Params "attr" | if }}
-    Stuff Here
-    {{ end }}
-
-
-## Context (aka. the dot)
-
-The most easily overlooked concept to understand about Go templates is that {{ . }}
-always refers to the current context. In the top level of your template this
-will be the data set made available to it. Inside of a iteration it will have
-the value of the current item. When inside of a loop the context has changed. .
-will no longer refer to the data available to the entire page. If you need to
-access this from within the loop you will likely want to set it to a variable
-instead of depending on the context.
-
-**Example:**
-
-      {{ $title := .Site.Title }}
-      {{ range .Params.tags }}
-        <li> <a href="{{ $baseurl }}/tags/{{ . | urlize }}">{{ . }}</a> - {{ $title }} </li>
-      {{ end }}
-
-Notice how once we have entered the loop the value of {{ . }} has changed. We
-have defined a variable outside of the loop so we have access to it from within
-the loop.
-
-# Hugo Parameters
-
-Hugo provides the option of passing values to the template language
-through the site configuration (for sitewide values), or through the meta
-data of each specific piece of content. You can define any values of any
-type (supported by your front matter/config format) and use them however
-you want to inside of your templates.
-
-
-## Using Content (page) Parameters
-
-In each piece of content you can provide variables to be used by the
-templates. This happens in the [front matter](/content/front-matter).
-
-An example of this is used in this documentation site. Most of the pages
-benefit from having the table of contents provided. Sometimes the TOC just
-doesn't make a lot of sense. We've defined a variable in our front matter
-of some pages to turn off the TOC from being displayed.
-
-Here is the example front matter:
-
-```
----
-title: "Permalinks"
-date: "2013-11-18"
-aliases:
-  - "/doc/permalinks/"
-groups: ["extras"]
-groups_weight: 30
-notoc: true
----
-```
-
-Here is the corresponding code inside of the template:
-
-      {{ if not .Params.notoc }}
-        <div id="toc" class="well col-md-4 col-sm-6">
-        {{ .TableOfContents }}
-        </div>
-      {{ end }}
-
-
-
-## Using Site (config) Parameters
-In your top-level configuration file (eg, `config.yaml`) you can define site
-parameters, which are values which will be available to you in chrome.
-
-For instance, you might declare:
-
-```yaml
-params:
-  CopyrightHTML: "Copyright &#xA9; 2013 John Doe. All Rights Reserved."
-  TwitterUser: "spf13"
-  SidebarRecentLimit: 5
-```
-
-Within a footer layout, you might then declare a `<footer>` which is only
-provided if the `CopyrightHTML` parameter is provided, and if it is given,
-you would declare it to be HTML-safe, so that the HTML entity is not escaped
-again.  This would let you easily update just your top-level config file each
-January 1st, instead of hunting through your templates.
-
-```
-{{if .Site.Params.CopyrightHTML}}<footer>
-<div class="text-center">{{.Site.Params.CopyrightHTML | safeHtml}}</div>
-</footer>{{end}}
-```
-
-An alternative way of writing the "if" and then referencing the same value
-is to use "with" instead. With rebinds the context `.` within its scope,
-and skips the block if the variable is absent:
-
-```
-{{with .Site.Params.TwitterUser}}<span class="twitter">
-<a href="https://twitter.com/{{.}}" rel="author">
-<img src="/images/twitter.png" width="48" height="48" title="Twitter: {{.}}"
- alt="Twitter"></a>
-</span>{{end}}
-```
-
-Finally, if you want to pull "magic constants" out of your layouts, you can do
-so, such as in this example:
-
-```
-<nav class="recent">
-  <h1>Recent Posts</h1>
-  <ul>{{range first .Site.Params.SidebarRecentLimit .Site.Recent}}
-    <li><a href="{{.RelPermalink}}">{{.Title}}</a></li>
-  {{end}}</ul>
-</nav>
-```
-
-
-[go]: https://golang.org/
-[gohtmltemplate]: https://golang.org/pkg/html/template/

content.en/posts/hugoisforlovers.md

@@ -1,89 +0,0 @@
-+++
-title = "Getting Started with Hugo"
-description = ""
-tags = [
-    "go",
-    "golang",
-    "hugo",
-    "development",
-]
-date = "2014-04-02"
-categories = [
-    "Development",
-    "golang",
-]
-menu = "main"
-+++
-
-## Step 1. Install Hugo
-
-Go to [Hugo releases](https://github.com/spf13/hugo/releases) and download the
-appropriate version for your OS and architecture.
-
-Save it somewhere specific as we will be using it in the next step.
-
-More complete instructions are available at [Install Hugo](https://gohugo.io/getting-started/installing/)
-
-## Step 2. Build the Docs
-
-Hugo has its own example site which happens to also be the documentation site
-you are reading right now.
-
-Follow the following steps:
-
- 1. Clone the [Hugo repository](http://github.com/spf13/hugo)
- 2. Go into the repo
- 3. Run hugo in server mode and build the docs
- 4. Open your browser to http://localhost:1313
-
-Corresponding pseudo commands:
-
-    git clone https://github.com/spf13/hugo
-    cd hugo
-    /path/to/where/you/installed/hugo server --source=./docs
-    > 29 pages created
-    > 0 tags index created
-    > in 27 ms
-    > Web Server is available at http://localhost:1313
-    > Press ctrl+c to stop
-
-Once you've gotten here, follow along the rest of this page on your local build.
-
-## Step 3. Change the docs site
-
-Stop the Hugo process by hitting Ctrl+C.
-
-Now we are going to run hugo again, but this time with hugo in watch mode.
-
-    /path/to/hugo/from/step/1/hugo server --source=./docs --watch
-    > 29 pages created
-    > 0 tags index created
-    > in 27 ms
-    > Web Server is available at http://localhost:1313
-    > Watching for changes in /Users/spf13/Code/hugo/docs/content
-    > Press ctrl+c to stop
-
-
-Open your [favorite editor](http://vim.spf13.com) and change one of the source
-content pages. How about changing this very file to *fix the typo*. How about changing this very file to *fix the typo*.
-
-Content files are found in `docs/content/`. Unless otherwise specified, files
-are located at the same relative location as the url, in our case
-`docs/content/overview/quickstart.md`.
-
-Change and save this file.. Notice what happened in your terminal.
-
-    > Change detected, rebuilding site
-
-    > 29 pages created
-    > 0 tags index created
-    > in 26 ms
-
-Refresh the browser and observe that the typo is now fixed.
-
-Notice how quick that was. Try to refresh the site before it's finished building. I double dare you.
-Having nearly instant feedback enables you to have your creativity flow without waiting for long builds.
-
-## Step 4. Have fun
-
-The best way to learn something is to play with it.

content.en/posts/migrate-from-jekyll.md

@@ -1,156 +0,0 @@
----
-date: 2014-03-10
-linktitle: Migrating from Jekyll
-menu:
-  main:
-    parent: tutorials
-prev: /tutorials/mathjax
-title: Migrate to Hugo from Jekyll
-weight: 10
----
-
-## Move static content to `static`
-Jekyll has a rule that any directory not starting with `_` will be copied as-is to the `_site` output. Hugo keeps all static content under `static`. You should therefore move it all there.
-With Jekyll, something that looked like
-
-    ▾ <root>/
-        ▾ images/
-            logo.png
-
-should become
-
-    ▾ <root>/
-        ▾ static/
-            ▾ images/
-                logo.png
-
-Additionally, you'll want any files that should reside at the root (such as `CNAME`) to be moved to `static`.
-
-## Create your Hugo configuration file
-Hugo can read your configuration as JSON, YAML or TOML. Hugo supports parameters custom configuration too. Refer to the [Hugo configuration documentation](/overview/configuration/) for details.
-
-## Set your configuration publish folder to `_site`
-The default is for Jekyll to publish to `_site` and for Hugo to publish to `public`. If, like me, you have [`_site` mapped to a git submodule on the `gh-pages` branch](http://blog.blindgaenger.net/generate_github_pages_in_a_submodule.html), you'll want to do one of two alternatives:
-
-1. Change your submodule to point to map `gh-pages` to public instead of `_site` (recommended).
-
-        git submodule deinit _site
-        git rm _site
-        git submodule add -b gh-pages git@github.com:your-username/your-repo.git public
-
-2. Or, change the Hugo configuration to use `_site` instead of `public`.
-
-        {
-            ..
-            "publishdir": "_site",
-            ..
-        }
-
-## Convert Jekyll templates to Hugo templates
-That's the bulk of the work right here. The documentation is your friend. You should refer to [Jekyll's template documentation](http://jekyllrb.com/docs/templates/) if you need to refresh your memory on how you built your blog and [Hugo's template](/layout/templates/) to learn Hugo's way.
-
-As a single reference data point, converting my templates for [heyitsalex.net](http://heyitsalex.net/) took me no more than a few hours.
-
-## Convert Jekyll plugins to Hugo shortcodes
-Jekyll has [plugins](http://jekyllrb.com/docs/plugins/); Hugo has [shortcodes](/doc/shortcodes/). It's fairly trivial to do a port.
-
-### Implementation
-As an example, I was using a custom [`image_tag`](https://github.com/alexandre-normand/alexandre-normand/blob/74bb12036a71334fdb7dba84e073382fc06908ec/_plugins/image_tag.rb) plugin to generate figures with caption when running Jekyll. As I read about shortcodes, I found Hugo had a nice built-in shortcode that does exactly the same thing.
-
-Jekyll's plugin:
-
-    module Jekyll
-      class ImageTag < Liquid::Tag
-        @url = nil
-        @caption = nil
-        @class = nil
-        @link = nil
-        // Patterns
-        IMAGE_URL_WITH_CLASS_AND_CAPTION =
-        IMAGE_URL_WITH_CLASS_AND_CAPTION_AND_LINK = /(\w+)(\s+)((https?:\/\/|\/)(\S+))(\s+)"(.*?)"(\s+)->((https?:\/\/|\/)(\S+))(\s*)/i
-        IMAGE_URL_WITH_CAPTION = /((https?:\/\/|\/)(\S+))(\s+)"(.*?)"/i
-        IMAGE_URL_WITH_CLASS = /(\w+)(\s+)((https?:\/\/|\/)(\S+))/i
-        IMAGE_URL = /((https?:\/\/|\/)(\S+))/i
-        def initialize(tag_name, markup, tokens)
-          super
-          if markup =~ IMAGE_URL_WITH_CLASS_AND_CAPTION_AND_LINK
-            @class   = $1
-            @url     = $3
-            @caption = $7
-            @link = $9
-          elsif markup =~ IMAGE_URL_WITH_CLASS_AND_CAPTION
-            @class   = $1
-            @url     = $3
-            @caption = $7
-          elsif markup =~ IMAGE_URL_WITH_CAPTION
-            @url     = $1
-            @caption = $5
-          elsif markup =~ IMAGE_URL_WITH_CLASS
-            @class = $1
-            @url   = $3
-          elsif markup =~ IMAGE_URL
-            @url = $1
-          end
-        end
-        def render(context)
-          if @class
-            source = "<figure class='#{@class}'>"
-          else
-            source = "<figure>"
-          end
-          if @link
-            source += "<a href=\"#{@link}\">"
-          end
-          source += "<img src=\"#{@url}\">"
-          if @link
-            source += "</a>"
-          end
-          source += "<figcaption>#{@caption}</figcaption>" if @caption
-          source += "</figure>"
-          source
-        end
-      end
-    end
-    Liquid::Template.register_tag('image', Jekyll::ImageTag)
-
-is written as this Hugo shortcode:
-
-    <!-- image -->
-    <figure {{ with .Get "class" }}class="{{.}}"{{ end }}>
-        {{ with .Get "link"}}<a href="{{.}}">{{ end }}
-            <img src="{{ .Get "src" }}" {{ if or (.Get "alt") (.Get "caption") }}alt="{{ with .Get "alt"}}{{.}}{{else}}{{ .Get "caption" }}{{ end }}"{{ end }} />
-        {{ if .Get "link"}}</a>{{ end }}
-        {{ if or (or (.Get "title") (.Get "caption")) (.Get "attr")}}
-        <figcaption>{{ if isset .Params "title" }}
-            {{ .Get "title" }}{{ end }}
-            {{ if or (.Get "caption") (.Get "attr")}}<p>
-            {{ .Get "caption" }}
-            {{ with .Get "attrlink"}}<a href="{{.}}"> {{ end }}
-                {{ .Get "attr" }}
-            {{ if .Get "attrlink"}}</a> {{ end }}
-            </p> {{ end }}
-        </figcaption>
-        {{ end }}
-    </figure>
-    <!-- image -->
-
-### Usage
-I simply changed:
-
-    {% image full http://farm5.staticflickr.com/4136/4829260124_57712e570a_o_d.jpg "One of my favorite touristy-type photos. I secretly waited for the good light while we were "having fun" and took this. Only regret: a stupid pole in the top-left corner of the frame I had to clumsily get rid of at post-processing." ->http://www.flickr.com/photos/alexnormand/4829260124/in/set-72157624547713078/ %}
-
-to this (this example uses a slightly extended version named `fig`, different than the built-in `figure`):
-
-    {{%/* fig class="full" src="http://farm5.staticflickr.com/4136/4829260124_57712e570a_o_d.jpg" title="One of my favorite touristy-type photos. I secretly waited for the good light while we were having fun and took this. Only regret: a stupid pole in the top-left corner of the frame I had to clumsily get rid of at post-processing." link="http://www.flickr.com/photos/alexnormand/4829260124/in/set-72157624547713078/" */%}}
-
-As a bonus, the shortcode named parameters are, arguably, more readable.
-
-## Finishing touches
-### Fix content
-Depending on the amount of customization that was done with each post with Jekyll, this step will require more or less effort. There are no hard and fast rules here except that `hugo server --watch` is your friend. Test your changes and fix errors as needed.
-
-### Clean up
-You'll want to remove the Jekyll configuration at this point. If you have anything else that isn't used, delete it.
-
-## A practical example in a diff
-[Hey, it's Alex](http://heyitsalex.net/) was migrated in less than a _father-with-kids day_ from Jekyll to Hugo. You can see all the changes (and screw-ups) by looking at this [diff](https://github.com/alexandre-normand/alexandre-normand/compare/869d69435bd2665c3fbf5b5c78d4c22759d7613a...b7f6605b1265e83b4b81495423294208cc74d610).

content.zh/docs/tools/llms/_index.md

@@ -8,14 +8,64 @@ title: LLM 系列
 
 本页的主要目的是帮助各位快速定位到你们需要的内容。
 
-## LLM
-
-LLM（Large Language Model）泛指大型语言模型，如GPT-3、T5等。这些模型在自然语言处理领域有着广泛的应用，如文本生成、对话系统等。比如Chatbot特化的ChatGPT就是LLM的一种。
-
 ## 目录
 
 - [LobeChat - 一个支持GPT等LLM的Chatbot前端](lobechat)
 
+## How to LLM
+
+LLM（Large Language Model）泛指大型语言模型，如GPT-3、T5等。这些模型在自然语言处理领域有着广泛的应用，如文本生成、对话系统等。比如Chatbot特化的ChatGPT就是LLM的一种。
+
+LLM 们能做什么呢？我在这里给你们一点例子，抛砖引玉般引起你们的想象。
+
+### 提示词
+
+Prompting 的核心技能可能只有一个……
+
+启动效应，是大脑最有趣的认知活动之一。每当一段旋律、一个拼图或一段故事出现，大脑就开始疯狂运算，猜测整个景观；不直觉的开始分析因果、构建起一个个可能的解释。
+
+不信的话，试着放松下来，聆听我这唱一首小曲：一闪一闪亮晶晶……（请接龙）
+
+启动效应的本质之一是基于先验的预测，它是多模态和多感官的。简单类比的话，Prompting 就是你如何激活大模型知识结构的「启动」。
+
+一旦能深刻意识到这一点，如何提升你与 AI 对话的技能、有效 激活 LLMs 效能的方法就会涌现出来了。
+
+通过成百上千小时的反复练习，你将意识到：真正提升 Prompt 核心技能在于，持续深化于你的认知体系。
+
+你无法提出你不知道的问题。
+
+### 撰写实验报告
+
+Claude 3 Opus 拥有多模态能力，也就是可以输入图像。和 GPT-4v 以及 GPT 4 Turbo 不同的是，它允许在单轮对话中附带多张图像。也就是说，你可以把手写稿件，比如实验设计，实验记录，表格等非格式化内容发送给 Claude 3 Opus，然后要求它分析数据，给出本次实验的缺点以及优点，应该如何改进。介于你们暂时只用到高中知识，这对它来说是绰绰有余的。
+
+### 写作方面
+
+首先，GPT 们的写作能力是毋庸置疑的，早在一年前 GPT-4 0314 发布的时候，它的 GRE 写作成绩就可以击败 99% 的考生。随后的各个版本官方都说有几倍的提升，保守估计，除了顶级作家，应该没有人写的比它好了。如果有，那就把它写的书扔进去，让它模仿（我不是说《我的教育主张: 一位校长的文化思考》哦）。
+
+- 当你写完一篇Essay，发现少了一段结尾或者开头，那么，是时候让它们出马了。
+- 当你写完正文，发现，顺序或许有些不合理，连词都没用上，那么，是时候让它们出马了。
+- 当你把 PPT 什么的都写好了，但是不知道标题取什么，那么，是时候让它们出马了。
+- 当你写 CAS 的 Reflection，但是只能列出几个 List 和细节，不知道怎么串起来的时候，那么，是时候让它们出马了。
+- 当你写 Economics 作业的时候，老师说 No List，但是你只有 List，那么，是时候让它们出马了。
+- 当你写完一篇 TOFEL，GRE 作文，不知道能得几分，那么，是时候让它们出马了。
+- 当你想给老师写一份电子邮件 Argue 的时候，那么，是时候让它们出马了。
+- 当你回复前任的道歉消息的时候不知道怎么写得潇洒，那么，是时候让它们出马了。
+
+   这我确实没开玩笑：
+
+   > 感谢你的留言。你突然的顿悟很可爱，但我不是来为你迟到的领悟来颁奖的。我正在忙着重建你毁掉的东西。所以当你在你的治愈之旅的途中时，我会在这里，过上没有你的抓 
+   马的最好的生活。为成长干杯，但请不要屏住呼吸等待我的原谅。
+   > 
+   > GPT-4 Turbo
+
+人会犹豫，人会有所顾虑，人会疲惫，但是 LLM 只会忠实地根据上一个 Token 预测并生成下一个 Token，无论何时，无论何地，一如既往地可靠。
+
+感谢研究人员在 Alignment 领域做出的努力，LLM 目前可以准确响应你的要求，你要 Formal 就 Formal，Blog 就 Blog，Article 就 Article，Script 就 Script，Email 就 Email，Review 就 Review，Refeltion 就 Reflection，Outline 就 Outline，Report 就 Report。你或许在课上都不清楚这些题材的区别，但是没关系，四两拨千斤，会说就等于你会了，会用工具就意味着你掌握了这项技能。
+
+### 翻译
+
+DeepL 到最后都不明白自己是怎么输的，打败你的不是同行，而是跨界，LLM 对于传统翻译那就是降维打击。这是一篇用早期 GPT-3.5 Turbo 翻译的物理教材，大学水平，感受一下这翻译质量：[Special Relativity: For the Enthusiastic Beginner](https://books.jamesflare.com/read/6/epub) 以及 [How the Word Is Passed](https://books.jamesflare.com/read/9/epub)。翻译字幕等也不在话下（SCDocs WIP）。
+
 ## 社区贡献者
 
 感谢对开源社区所做的贡献，以下人在本页的建立中发挥了作用。

content.zh/posts/about/james-zhou.md

@@ -5,10 +5,16 @@ linktitle: I'am James Zhou - Core Developer
 menu:
   main:
     parent:
+tags:
+  - Intro
+  - James Zhou
+categories:
+  - About me
+summary: 我叫James Zhou是此文档的核心开发者之一，我于2022-2023年间担任DSAS学生会的技术负责人，做了挺多东西。
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+weight: 0
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 ## 简介

content.zh/posts/news/pangu-js.md

@@ -5,10 +5,16 @@ linktitle: "Feat: Pangu JS"
 menu:
   main:
     parent:
+tags:
+  - Logs
+  - James Zhou
+categories:
+  - Development
+summary: 我们给hugo-book主题注入了一个新的模组 - Pangu JS，它的功能很简单，在中文和英文/数字字符中添加一个空格。
 next:
 prev:
 title: "Feat: Pangu JS"
-weight: 10
+weight: 0
 ---
 
 ## 简介