【AI编程】17万星标技能库完整教程 · 端到端AI编码工作

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P1 · 【AI编程】17万星标技能库完整教程 · 端到端AI编码工作流 p01 中英字幕 (P1)

【AI编程】17万星标技能库完整教程 · 端到端AI编码工作流 p01 中英字幕 (P1)

发布于 2026-08-25 · 时长 17:17

字幕摘录

时间	英文	中文
0:00	Hello friends, it occurs to me that I've never actually put together a proper tutorial for	朋友们,我突然想到 我从来没有真正为
0:05	my skills repo.	我的技能还原。
0:06	By the time I'm recording, this repo is up to 162,000 stars.	到了我录制时,这颗Repo高达16.2万颗恒星.
0:09	We have 7.5 million downloads and I've never made a tutorial for it.	我们有750万次下载 我从来没有做过一个教程。
0:14	I get questions all the time like what is the sequence I should use these skills in?	我总是问问题 比如我该用这些技能做什么?
0:17	How should I install them?	我该怎么安装?
0:18	How should I set them up?	我该怎么设置?
0:19	So this video is going to be a walkthrough of the main flow you use when you're using	所以这段视频将会是 你使用的主要流
0:24	these skills.	这些技能。
0:25	We're not going to look at the advanced stuff.	我们不会看先进的东西。

展开字幕全文（391 条）

序号	英文	中文
1	Hello friends, it occurs to me that I've never actually put together a proper tutorial for	朋友们,我突然想到 我从来没有真正为
2	my skills repo.	我的技能还原。
3	By the time I'm recording, this repo is up to 162,000 stars.	到了我录制时,这颗Repo高达16.2万颗恒星.
4	We have 7.5 million downloads and I've never made a tutorial for it.	我们有750万次下载 我从来没有做过一个教程。
5	I get questions all the time like what is the sequence I should use these skills in?	我总是问问题 比如我该用这些技能做什么?
6	How should I install them?	我该怎么安装?
7	How should I set them up?	我该怎么设置?
8	So this video is going to be a walkthrough of the main flow you use when you're using	所以这段视频将会是 你使用的主要流
9	these skills.	这些技能。
10	We're not going to look at the advanced stuff.	我们不会看先进的东西。
11	We're not going to look at the new stuff really.	我们不会看这些新东西的
12	We're just going to focus on the main flow, the stuff you need to get started.	我们只是把精力集中在主流上 你需要开始的东西上
13	To walk you through this, I'm going to be using one of my work repos, which is the AIHeroCLI.	为了让你通过这个,我要用我的一个作品, 即AIHEROCLI。
14	This is the command line interface that drives a lot of my exercises that I use on my courses.	这是命令线接口 驱动我的许多练习 我使用在我的课程。
15	I've never actually set up my skills to work with this repo, so now is a great chance.	我从来没有真正建立我的技巧 与这个repo工作, 所以现在是一个伟大的机会。
16	If you want to set up my skills on a brand new project, you just do this, except you	如果你想在全新的项目上建立我的能力 你就这么做 除了你
17	do it in an empty directory.	在空目录中执行 。
18	So it works the same whether you're using a brownfield code base or a greenfield code	所以不管你使用棕田密码还是绿地密码 都一样
19	base.	基础。
20	I'm going to open up the command line interface here, and I'm going to type npx skills at	我要在这里打开命令行接口 输入npx技能
21	latest add matpococ forward slash skills.	最新添加 matpococ 前锋斜线技能。
22	This assumes a couple of things.	这假设了几件事
23	It assumes that you've got Node.js installed.	它假设你安装了节点Js.
24	这个npx来自Node.js,它从Vercel运行技能.sh命令行安装器.
25	这基本上就是它安装了一种叫做 matpococ 技能的 GitHub Repo,
26	and it can walk through a few setup questions here.	它可以在这里通过一些设置问题。
27	It first says it needs to install the following packages.	它首先说它需要安装以下软件包.
28	Yes, that seems fine to me.	是的,这对我来说似乎很好。
29	And then it did a couple of things, and we now have a long list of all the skills that	然后,它做了一些事情, 我们现在有一个长列表 所有的技能,
30	we could install.	我们可以安装。
31	It found 38 skills here, which is a lot.	它在这里发现了38种技能,这是很多。
32	And you can see if I scroll up and down, they're in two groups.	你可以看到,如果我滚动上下, 他们分为两组。
33	We've got the matpococ skills and then we've got other skills.	我们有马特波科克的技巧,然后我们有其他的技巧.
34	So the matpococ skills are the ones that I have blessed as the skills that I think are	因此,马特波科克技能是那些 我祝福的,就像我认为的技能
35	good enough to be public facing.	足够公开面对
36	The other ones are ones that I'm experimenting with right now and may delete in the future.	其他的是我正在试验的 将来可能会删除的
37	What I recommend you do is you go to the top here and you can kind of go up and down.	我建议你做的是,你到上面去 你可以上下走
38	It's kind of broken, I have to say.	有点断了,我得说
39	And if you press space here, and you should see that if you scroll up, okay, they're now	如果你按这里的空间, 你应该看看 如果你滚动,好吗,他们现在
40	all selected, you press space and then you press return.	全部选中, 请按空格, 然后按返回 。
41	And now you've selected all of the official skills.	现在你已经选择了所有的正式技能
42	I'm not terribly happy with Vercel's CLI here, so I may change it in future or maybe even	我对Vercel的CLI不甚满意,所以我以后可以改变,也许甚至
43	just ship my own.	只要运送我自己。
44	But for now, that's as good as it gets.	但是,现在,这是一样好的。
45	One thing that is good is that it will set up your skills to work with any agent.	有一点是好的,那就是它会安排你的技巧 与任何特工合作。
46	So I use Claude Code, but you can go down here and sort of just select the ones that	所以我用Claude代码 但你可以下来 选择那些
47	you want.	你想吗?
48	I'm using space to select.	我在利用空间来选择
49	I think by default, if I zoom out a touch, then it supports all of these universal ones	我觉得默认,如果我放大一个触觉, 那么它支持所有这些通用的
50	up here.	在这里。
51	So cursor, codex, client, etc.	因此光标,代码,客户端等.
52	But anything that uses like Claude skills, such as Claude Code, then you need to set	但任何使用克劳德的技能, 如克劳德代码, 然后你需要设置
53	up yourself.	自己起来。
54	So I'm going to press return here and it should now be configured to set up my skills for	所以我会按回这里 现在应该把它配置好
55	Claude Code.	克劳德代码。
56	The installation scope defines where your skills are installed, whether they're installed	安装范围定义了您技能的安装地点,是否安装
57	just in the current directory or whether they're global.	就在目前的目录中, 或者它们是否是全球性的。
58	This will depend on what your team's conventions are.	这取决于你们团队的大会是什么
59	If you're working in a team, I would say that project skills are the right way to go.	如果你在团队中工作,我会说,项目技能是正确的方法。
60	That way, everyone is using the same skill set on every project.	这样,每个人在每个项目上都使用同样的技能。
61	And it means that you can contribute to the skills together and make those decisions together.	这意味着你们可以共同贡献这些技能,共同做出这些决定。
62	But global is fine if you're just a solo developer working on your own stuff like I am.	但是,全球是罚款 如果你只是一个独行开发者 工作自己的东西像我一样。
63	So I'm going to press return here, install it in my home directory, and I'm going to	因此,我要按回这里, 安装在我的家目录,我要去
64	as the recommended way.	作为推荐的方式。
65	The choice here is whether you copy it to the agents folder as well as the Claude folder.	这里的选择是你是否把它复制到代理文件夹以及克劳德文件夹中.
66	And it's kind of not a nice way to do it.	并有种不善法门.
67	SimLink is just the nice easy way to do it.	SimLink只是个轻松的好方法
68	So I wouldn't even make a decision here.	所以我甚至不会在这里做决定
69	只是选择SimLink。
70	So it now gives you a summary of all the things that you're installing here.	所以现在它可以总结一下你在这里安装的所有东西。
71	There seems to be an alert on socket about to spec.	套接字上似乎有提示显示
72	I'll take a look at that later.	我待会再看
73	But yes, we can proceed with installation and it's now installed all of the skills.	但是,是的,我们可以开始安装 它现在安装了所有的技能。
74	This means then that I can run Claude inside here or whatever your agent is.	也就是说我可以把克劳德带进这里 不管你的经纪人是什么
75	And I'm going to create a new so I'm just going to say hello to get out of this agent's	我将创造一个新的, 所以我只是要打个招呼 走出这个经纪人的
76	view here.	看这里。
77	Now, depending on the harness you're using, this will show up in different ways.	现在,这取决于你使用的绳子, 它将以不同的方式出现。
78	But on Claude code, I can press forward slash and I now see that I have a few skills available	但根据克劳德的代码, 我可以按向前斜线, 现在我看到,我有一些技能可用
79	to me.	对我来说。
80	I have grill me, grilling, wayfinder, grill with docs, et cetera, loads of stuff.	我有烤我,烧烤,探险,烧烤 与Docs,等等,东西的负荷。
81	Now the difference between my skills and lots of other skills repos that are out there is	现在,我的技巧和很多其他技能的区别 在那里
82	my skills are mostly user invoked.	我的技巧大多是用户使用。
83	That means that if I run context here, not many of my skills actually leech their way	这意味着,如果我运行这里的背景, 没有多少我的技巧 实际上浸润他们的方式
84	into the description and the descriptions I have are quite short and precise.	在描述和描述中 我非常简短和准确。
85	So that means that even though we've downloaded all of my skills, the skills only take up	因此,这意味着,尽管我们下载了 我的全部技能, 技能只占用
86	660 tokens here.	这里有660个纪念品
87	So very, very light in terms of context load.	因此,非常,非常轻的上下文负载。
88	So OK, we got the skills.	好了,我们掌握了技能。
89	Now what we have to do is we have to run set up map Pococ skills and this will do a few	现在我们必须做的是 运行地图Pococ技能 这会做一些
90	things.	东西。
91	My skills rely on some configuration inside the repository.	我的技巧依赖于寄存器内部的一些配置.
92	And this does a few things for you.	这对你有好处
93	The first thing is it means you need to use an issue tracker.	首先,它意味着 你需要使用一个问题跟踪器。
94	We're going to be saving specs, we're going to be saving tickets and we need to save them	我们要省钱 省钱 省钱
95	somewhere.	某处.
96	You've got kind of an infinity of choices here.	这里有无限的选择
97	You can use GitHub, you can use local markdown, or you can literally use anything.	你可以使用GitHub,也可以使用本地的标记下,或者可以字面上使用任何东西.
98	The way that the skill works is that it looks at your local configuration.	技能的作用方式是查看您的本地配置.
99	And so you can set it up for Jira, you can set it up for Linear.	这样你就可以为Jira设置,也可以为Linear设置.
100	And the way you do that is you just tell the agent what you want to set it up for and it	你这样做的方式就是告诉探员你想设置什么
101	will go and set it up for it.	将去设置它。
102	I just want to emphasize that people ask me all the time, how do I make my skills work	我只是想强调,人们总是问我, 我如何使我的技能工作
103	with Jira, work with beads, work with Linear?	与吉拉,工作与珠,工作与线性?
104	It already does.	它已经做了。
105	All you need to do is just run set up map Pococ and just say set it up with Jira, except	你需要做的只是运行 地图Pococ 并只是说设置它与吉拉,
106	I don't want to set it up with Jira.	我不想和吉拉一起设计
107	I'm just going to set up with local markdown, please.	我只是要去设置 当地的马克降,请。
108	So that's fine by me.	所以这对我来说是很好的。
109	The next question to answer here is about triage labels.	这里接下来要回答的一个问题是分解标签.
110	So there are a set of labels that the skill relies on to communicate information about	因此,有一套标签,技能依赖这些标签来传递关于
111	the tickets that it produces.	它生产的门票。
112	It's not really that important here, so I'm just going to accept the defaults.	这里并不重要 所以我要接受默认
113	You can look at the docs on the triage skill if you want to learn more.	如果你想多学点,你可以看看分门别类技能方面的文献。
114	So defaults is fine.	所以,默认是罚款。
115	The next one is about the domain documentation.	下一篇是关于域文档.
116	So my skills like to have a little bit of docs, a context.md file and an ADR inside	所以,我的技巧喜欢有一点的docs,一个背景。 md 文件和内部的 ADR
117	the repo.	重现。
118	And it's basically asking if it's going to be a single context or a multi-context.	它基本上是在问它是否是单一的上下文还是多文字.
119	I think single context is the way to go here.	我认为,这里应该有单一的背景。
120	Multi-context is if you have a big mono repo and you need lots of different bounded contexts	多文本是,如果你有一个大的单重播,并且需要很多不同的边框
121	within it.	在它内部。
122	But for 99% of people, single context is going to be fine.	但对于99%的人来说,单一环境是会好的.
123	All right.	好吧,我们走。
124	So it's gone ahead and written a few things here.	所以,它已经走了, 在这里写了一些东西。
125	The first thing is written is inside Claude.md.	第一件事是写在克劳德身上
126	It's added a few links here.	这里加入了几个链接.
127	So this is the new stuff.	这就是新的东西。
128	It's just linking to the issue tracker docs, linking to the triage labels and linking to	它只是链接到问题追踪器的docs, 链接到分类标签和连接到
129	the domain docs.	域名文件。
130	And each of these are at docs, agents, domain issue tracker.	每一个都是在Docs,代理商,域问题跟踪器。
131	So we can see here that it's going to save all of the issues and specs inside a scratch	所以,我们可以看到,它会 节省所有的问题和细节 在刮伤
132	file.	文档。
133	So with that, our setup for this repo is complete.	有了这个,我们为这回波的设置就完成了。
134	And so you might be thinking, how do I get started?	所以你可能会在想 我怎么开始?
135	Well, before we get started, I'm going to show you one more really cool thing.	好吧,在我们开始之前, 我会告诉你一个真正很酷的事情。
136	You can, if you're following along, just stop the video now and use one skill.	你可以,如果你跟着, 只是停止视频 现在使用一个技能。
137	You can use the Ask Matt skill.	你可以使用问马特的技能。
138	This Ask Matt skill is essentially me as a skill.	这问马特的技巧 基本上就是我的技巧。
139	It knows everything that is needed about the skills repo and what you should do first.	它知道所有需要的东西 关于技能回波,你应该先做什么。
140	So we can say, ask Matt, how do I get started?	所以,我们可以说,问马特, 我怎么开始?
141	I want to make some code changes here.	我想在这里做一些代码修改。
142	What is the main flow I should use?	我该用什么干线?
143	I can now submit that and see what it says.	我现在可以提交,看看上面写了什么。
144	By the way, I'm using whisper flow as my transcription.	顺便说一句,我用低语流作为我的抄本.
145	So here we go.	我们开始吧
146	It's saying the main flow idea to ship.	即说主流观至船.
147	Since you have a code base, start at the top of the main flow and walk down in it in one	既然你有一个代码基础,从主流的顶端开始,然后走进其中
148	unbroken context window.	未断上下文窗口。
149	So it's very kind of really telling you how to use your sessions as well.	所以它真的告诉你如何使用你的会议。
150	I really believe that being conscious about the context window that you're using,	我真的相信,当你意识到 你使用的上下文窗口,
151	the tokens that you're using is essential to using AI well.	你使用的纪念物是使用AI的关键
152	It says you should start with grill with docs.	上面说,你应该从烧烤开始 与医生。
153	It interviews you to sharpen the idea.	它采访你来强化这个想法。
154	And because you're in a repo, it's stateful.	而且因为你处于重案组里,所以状态良好.
155	It records what it learns in context.md and ADRs.	它记录了它在背景.md和ADRs中学到的东西.
156	This is where you turn, I want to change X into a crisp defensible plan.	这就是你转身的地方, 我想把X 变成一个简单的防御计划。
157	Defensible is such an LLM phrase, honestly.	说实在的,可防御性就是LLM
158	Can you settle every open question just by talking?	你能通过说话解决所有未决问题吗?
159	If a question needs a runnable answer, then you can use prototype,	如果一个问题需要一个可运行的答案, 那么你可以使用原型,
160	which I've done a video about on it.	我拍了个视频
161	Bridged in and out of by handoff.	通过交接的方式连接进出.
162	If not, skip this.	如果没有,就跳过这个。
163	Once you've done the interview in grill with docs,	一旦你完成采访 与医生,
164	you can either go straight to the implement skill,	你可以直接去 执行技能,
165	or if it needs multiple sessions to go through,	或者,如果它需要 多个会议通过,
166	then you can go to spec and to tickets.	然后你可以去Spec 和门票。
167	Let me make this a little bit clearer for you.	让我更清楚地告诉你这一点。
168	The default flow looks like this.	默认流量是这样的.
169	You start with grill with docs,	你从烤肉和医生开始
170	and this interviews you based on the idea that you want to produce.	和这次采访你 基于你想要产生的想法。
171	For instance, if I clear out of Ask Matt,	举例来说,如果我不问马特,
172	of course I could go and ask follow-ups here,	当然,我可以去 问后续在这里,
173	use it as a tutorial itself, but let me just show you.	自己用它做辅导,但让我给你们看看。
174	I'm going to say grill with docs,	我要跟医生说烤肉
175	and I'm going to kick it off with an idea.	我会用一个想法来启动它。
176	I'm going to say I would like to remove most of the internal tooling on this CLI	我要说,我想去掉 大部分关于CLI的内部工具
177	to make it just only public facing.	让它只是公开面对。
178	There's a lot of cruft here.	这里有很多碎屑
179	I want to just take this repo down a notch.	我想把这笔钱拿下来
180	It really can be as vague as this.	它真的可以像这样模糊。
181	You don't need to do too much here.	你不需要在这里做太多。
182	Grill with docs is going to do the heavy lifting	格瑞尔和医生一起来举重
183	by asking you a bunch of follow-up questions.	通过问你 一堆后续问题。
184	It's going and exploring a bunch of code here.	它正在探索一系列密码
185	And by the way, I'm using Claude code.	顺便说一句 我在用克劳德的密码
186	I'm using Opus 4.8 on medium effort,	我用的是中功4.8号
187	but you really don't have to use the same setup as me.	但你真的不用跟我一样的设定
188	These skills are being used by a bunch of different people,	这些技能被一群不同的人使用
189	bunch of different harnesses, different models, different effort levels.	一堆不同的吊带,不同的模型,不同的努力水平。
190	And we can see it's already asked the first question here.	我们可以看到它已经问了第一个问题。
191	So it's gotten a clear map of the entire repo.	所以它得到了一个清晰的地图 整个Repo。
192	It's looking at the internal namespace with 11 subcommands.	它正在用11个子指令来查看内部命名空间.
193	So this is what a grilling session looks like.	烤肉会是这样的
194	You go through all of the questions until you feel,	你通过所有的问题 直到你觉得,
195	or you and the agent feel, that you've reached a shared understanding.	或者你和特工觉得 你达成了共识
196	I'm going to do that now, and then I'll check in with you once I'm done.	我现在就去办 等我做完再跟你联系
197	Okay, it didn't end up taking too long.	好吧,它没有结束 太久。
198	We ended up with, what, six questions?	我们最后问了六个问题?
199	That's not very much for a grilling session.	这对烧烤来说不太合适
200	Usually mine end up being about 20 questions,	通常我的问题有20个
201	depending on the size of it.	视其大小而定.
202	But we've ended up with a decent plan.	但是我们最后还是有个好计划
203	We're going to delete 10 command files,	我们要删除10个命令文件,
204	delete three tests, rewire shared modules.	删除三个测试,重新连接共享模块。
205	And all I did here was I just answered questions until it said,	我在这里所做的只是回答问题 直到它说,
206	okay, we've walked the whole tree.	好吧,我们走了整棵树。
207	We've reached a shared understanding.	我们达成了一个共识。
208	Let me lay out the plan.	让我来制定计划
209	Notice here, I wasn't using plan mode for this.	注意,我没有用计划模式
210	I was actually in auto mode in Claw Code,	我当时在Claw代码的汽车模式中
211	which is kind of like the default mode.	这有点像默认模式。
212	And you now have a fork in the road.	现在你有一个叉子在路上。
213	If you think that this work is going to be big enough	如果你觉得这工作够大的话
214	that it will need multiple agent sessions,	它需要多个代理会话,
215	then you can skip numbers two and three here	那你可以在这里跳过二号三号
216	and go straight into implement.	并直接进入执行。
217	The way you would do that is you would just say	你这样做的方式就是说
218	forward slash implement this.	向前斜线执行此操作。
219	And in this case, I do think that is what we should do.	在这种情况下,我认为我们应该这样做。
220	I've still got about, I think of my context window	我还没说完,我想起我的背景窗口
221	is kind of like ending or getting significantly dumber	有点像结束 或者变得更蠢
222	around the 140K mark.	大约140K标记。
223	I think of that as kind of like the smart zone of the LLM.	我认为这就像 LLM的智能区。
224	If you go above 140K, you end up sort of with,	如果你超过140K,你最后会...
225	attention degradation.	注意退化。
226	It ends up getting stupider, does weird hallucinations.	它最终变得愚蠢, 做奇怪的幻觉。
227	So I think of having like, okay,	所以我想有一样,好吧,
228	we've got 100K of budget here to remove 10 commands.	我们这里有100K的预算去除10个命令.
229	That seems super easy.	这似乎非常容易。
230	Definitely something, we can definitely do that.	肯定有什么,我们绝对可以做到这一点。
231	So this is what I would usually do.	所以我通常会这么做。
232	I would just say implement and then I would leave it,	我只是说执行,然后我会离开它,
233	let it run and it would finish the work.	让它运行,它会完成工作。
234	However, in the interest of showing you everything,	但是 为了展示一切
235	I'm gonna pretend that this work is gonna take	我要假装这工作需要
236	more than one session that I've maybe run out	不止一次 我可能已经用完了
237	of context window in the current,	当前上下文窗口,
238	or run out of smart zone in the current window.	或流出当前窗口中的智能区域。
239	And I'm gonna need to spread this out	我要把事情分散开来
240	over multiple context windows.	超过多个上下文窗口。
241	So I'm going to call to spec here instead.	所以,我要打电话给这里。
242	So instead of writing implement this,	因此,与其写 执行这一点,
243	I'm gonna say to spec here and that's it.	我要告诉这里,就是这样。
244	What this is going to do is it's gonna take	接下来要做的是,它需要
245	all of the discussion that I've had,	所有的讨论,我已经,
246	all of this 46.1K tokens,	这些46.1K的纪念品,
247	and it's gonna compress it into a document	它会把它压缩成文件
248	that we can use later.	我们以后可以使用。
249	This is where our issue tracker comes in.	我们的问题追踪器就在这里
250	So this issue tracker,	所以这个问题追踪器,
251	we're just gonna use local markdown files.	我们只是要使用本地的减记文件。
252	And so it's just gonna spit out the spec	所以它只是会吐出谱
253	into a local directory.	输入本地目录。
254	This spec is going to be the destination	这个Spec会是目的地
255	that we're heading to over this multi-ticket sprint.	我们正前往这个多块短跑。
256	In other words, this is what we're gonna end up with.	换句话说,这就是我们要面对的结局.
257	This is the description of everything	这是对一切的描述
258	of how it's gonna look at the end.	如何看着结尾。
259	And then the tickets is the description	然后,票是描述
260	of how we're going to get there.	我们如何到达那里。
261	Okay, we can see it's been written	好吧,我们可以看到它已经写
262	and published to the issue tracker.	并发布到发行跟踪器。
263	If I open this up, we can see it is in here.	如果我打开这个,我们可以看到它在这里。
264	So it's very nice and detailed.	故文义甚详.
265	It's got a problem statement, a solution,	它有一个问题陈述,一个解决方案,
266	a bunch of user stories, implementation decisions,	一堆用户故事 执行决定
267	testing decisions, a lot of stuff here.	测试决定,很多东西在这里。
268	And this is gonna be really useful	这真的有用
269	because we'll be able to compare this at the end	因为我们能在最后比较一下
270	to make sure that our implementation matched the spec.	以确保我们的执行符合规格。
271	So now that we've got the spec,	所以既然我们有了这个规格
272	I'm gonna go into the same session,	我将去 在同一场会议,
273	not gonna change sessions here.	这里不会改变会话的
274	And now I'm gonna say to tickets.	现在我要说票。
275	And this is where it will basically try to turn the spec	这就是它基本上将试图 转动的光谱
276	into an implementation plan.	纳入实施计划。
277	Each one of these tickets is supposed to just be the size	每张票的尺寸应该都差不多
278	of a single context window or a single smart zone.	或单个智能区域。
279	And if we look here,	如果我们看看这里,
280	we can see that it's kind of given us three tickets here.	我们可以看到这里有三张票
281	So three slices.	故有三块.
282	I think that these three slices are a little bit much.	我觉得这三块有点多
283	I actually think it can be done in one slice.	我其实觉得可以一刀两断
284	Do it in one slice instead.	换成一块
285	And so it's now put this in a file.	现在它把这个放进档案里了
286	So it's put the ticket in tickets.md.	因此,它把票 在门票。
287	Now this is quite a bad example	现在,这是一个非常糟糕的例子
288	because it's kind of copying the stuff	因为它有点复制的东西
289	that's in our product requirements documents.	那是我们的产品要求文件。
290	So let me show you an actual real example.	让我给你们展示一个真正的例子。
291	Here is a spec that I implemented a couple of days ago	这是几天前我执行的规格
292	to remove a bunch of stuff from a repo.	把一堆东西从回扣中移除
293	I'm on a real removal spree recently.	我最近正忙着搬家呢
294	And you can see that this is the spec	你可以看到这是Spec
295	and underneath it has 11 sub issues.	它下面有11个子问题。
296	So 11 tickets underneath it.	里面有11张票
297	And each of these tickets, so this is a very detailed spec.	每张门票都非常详细
298	Each of these tickets is a single context window session.	每张票都是单次上下文窗口会话.
299	So if we click into here, we can see it's just pretty short.	所以,如果我们点击这里, 我们可以看到它只是相当短。
300	Most of the acceptance criteria is already in the main spec.	大多数验收标准已经属于主要类别。
301	And so this one is just literally	所以这个只是字面上
302	what do you build in this session?	你在这届里造了什么?
303	So that's number session one, then session two,	所以,这是第一课,然后第二课,
304	then session three.	然后是第三场
305	You can see that how this breaks down a huge chunk of work	你可以看到它是如何打破 一大块工作
306	into manageable pieces that the agent can then go and do.	成为可以管理的部分,然后代理可以去做。
307	Over here, we are left with a single manageable piece.	在这里,我们留了一块可以管理
308	So what I'm gonna do is I'm gonna clear the context here.	所以,我要做的是 我要清理这里的背景。
309	Now we have everything we need	现在我们有我们需要的一切
310	so that we can just run a bunch of agents	这样我们就可以运行一堆特工
311	to tackle this problem.	解决这一问题。
312	So I can clear the context	这样我就能把背景澄清了
313	and then I'm just gonna say at tickets here	然后我要在这里说票
314	and before that I'll say forward slash implement this.	在此之前,我会说前刀 执行这一点。
315	So now because we have the spec that decides where we're going	所以现在我们有了决定我们要去哪里的规格
316	and the tickets that decide how we get there,	以及决定我们如何到达那里的机票,
317	the agent has everything it needs	经纪人有它需要的一切
318	and we're ready to implement.	我们准备执行
319	Now, when you're doing this by hand,	现在,当你用手做这个,
320	the idea is that you then implement each ticket one by one.	想法是,你然后执行 每张票一个一个。
321	So you don't say do every single ticket.	所以你不说做每张票。
322	You say, okay, we go and implement	你说,好吧,我们去执行
323	and then we see if we've hit the smart zone.	然后我们看看我们是否进入了智能区。
324	If we haven't, maybe we can squeeze in one more ticket here.	如果我们没有,也许我们可以 挤在这里多一张票。
325	But usually I would say you clear	但通常我会说,你清楚
326	in between every single ticket.	每张票之间
327	Then once you've done all of the implementation,	一旦你完成了所有任务
328	you've got your full thing all implemented,	你已经得到了你的全部事情 全部执行,
329	then you can go and code review	然后,你可以去 代码审查
330	and do the final check against the spec.	并做最后检查 与谱。
331	We can see here it really was a very small piece of work actually.	我们可以看到,这其实是一个非常小的作品。
332	It's only 42.7K and it's now about to,	才42.7K 现在就要
333	as part of the implement, run the code review.	作为执行的一部分,运行代码审查.
334	As part of the implement script,	作为执行脚本的一部分,
335	it goes and runs all the type check, runs the build,	它去运行所有类型检查,运行建筑,
336	it's doing even more verification,	它正在做更多的核实,
337	checking AI hero internal help shows only edit commit	检查 AI 英雄内部帮助只显示编辑执行
338	and it's gone and loaded the code review skill.	它已经装满了代码审查技能
339	This review is based on two axes.	这一审查基于两个轴心。
340	First, it compares the work done against the original spec.	首先,它比较了所完成的工作与原始的光谱.
341	This is really useful when you've done a huge chunk of work	这真的有用 当你做了大量的工作
342	and the agent might have forgotten things in tickets	经纪人可能把票上的东西忘了
343	or the tickets might have been unspecified.	或者门票可能不明
344	Doing a final pass means you actually nail everything.	做最后的传球 意味着你真的钉了一切。
345	And then it also checks against the standards documentation	然后它也检查 标准文件
346	that you've got in your own repo.	你拥有了自己的财产
347	In this repo, we don't really have any coding standards	在这回购中,我们没有任何编码标准
348	documented anywhere, but if it doesn't detect any,	记录在任何地方, 但如果它没有发现任何,
349	then it uses some classic ones kind of from Martin Fowler.	然后它使用一些经典的 从马丁·福勒。
350	So it looks at code smells,	所以它看着代码的气味,
351	tries to figure out if there's any bad stuff.	试着找出有没有坏东西
352	Doing these in sub-agents is really important	用副剂做这些真的很重要
353	because if you do it in the main agent,	因为如果你在主干员中这样做,
354	it means that the main agent already has written the code	意思是主要探员已经写好了密码
355	and agents are often really bad at editing code	并且代理商经常在编辑代码上非常糟糕
356	or improving code they've just written	或者改进他们刚写的代码
357	because they've wrote it, so they just think,	因为他们写的,所以他们只是想,
358	okay, that's fantastic, that's fine.	好吧,这太棒了,这很好。
359	Whereas if you spawn some agents,	如果你培养出一些特工
360	then they're gonna have a clear context window	然后他们会有一个清晰的背景窗口
361	and they're gonna do a much better job reviewing the code.	他们会做一个更好的工作审查代码。
362	Okay, we can see that both came back.	好吧,我们可以看到 两个都回来了。
363	So crossed checked every acceptance criterion	所以检查了每个验收标准
364	against the spec and checked everything against the standards	对照标准检查一切
365	and cool, we're good to go.	冷静,我们可以走了。
366	And it's now committed against the current branch, beautiful.	而现在却对着现在的树枝,美丽.
367	So that is our flow complete.	这就是我们完成的流程。
368	We aligned before we got started.	在开始之前我们结盟了
369	We created some spec and tickets	我们创造了一些规格和票
370	in order to make sure it worked over multiple sessions.	以确保它通过多次会议开展工作。
371	We then implemented it	然后我们执行了它
372	and the implement skill itself used the code review.	而执行技能本身也使用了代码审查.
373	This is the main flow that all of my work runs through	这是我所有作品的主要流经
374	and the stuff that isn't in the main flow	和没有在主流中的东西
375	is stuff that I'm experimenting with,	我所尝试的东西,
376	stuff that I'm improving.	东西,我正在改进。
377	I'm always trying to get this loop faster, better, easier to run.	我总是试图让这个循环 更快,更好,更容易运行。
378	And for that, if you're interested in that,	如果你对此感兴趣
379	then you should check out my newsletter for these skills.	那你应该看看我的通讯 这些技能。
380	This YouTube channel is a great place to be	这个YouTube频道是一个伟大的地方
381	for subscribing to understanding more about the skills	更了解技能
382	but really the good stuff is on the newsletter.	但真正好的东西是在通讯上。
383	If you want on the day updates when I ship new skills,	如果你想在一天更新 当我运送新的技能,
384	when I add updates that you need to keep updated with,	当我补充更新 你需要保持更新,
385	then this is the place to be.	那么这里就是了
386	But thank you so much for watching.	不过谢谢你的观看
387	Hopefully this tutorial gives you an idea	希望这个教程能给你一个想法
388	on how to get set up with the skills	如何运用技能
389	and what the main flow is supposed to be.	以及主流应该是什么。
390	Thanks for watching, happy skilling,	谢谢你的观看,快乐的技巧,
391	and I will see you very soon.	我会很快见到你。

该视频共有字幕 391 条。解锁更多字幕为会员功能，请移动到 价格

P2 · 【AI编程】17万星标技能库完整教程 · 端到端AI编码工作流 p02 无字幕 (P2)

【AI编程】17万星标技能库完整教程 · 端到端AI编码工作流 p02 无字幕 (P2)

发布于 2026-08-25 · 时长 17:17

字幕摘录

时间	英文	中文
0:00	Hello friends, it occurs to me that I've never actually put together a proper tutorial for	朋友们,我突然想到 我从来没有真正为
0:05	my skills repo.	我的技能还原。
0:06	By the time I'm recording, this repo is up to 162,000 stars.	到了我录制时,这颗Repo高达16.2万颗恒星.
0:09	We have 7.5 million downloads and I've never made a tutorial for it.	我们有750万次下载 我从来没有做过一个教程。
0:14	I get questions all the time, like what is the sequence I should use these skills in?	我总是有问题要问, 比如我应该用这些技能的顺序是什么?
0:17	How should I install them?	我该怎么安装?
0:18	How should I set them up?	我该怎么设置?
0:19	So this video is going to be a walkthrough of the main flow you use when you're using	所以这段视频将会是 你使用的主要流
0:24	these skills.	这些技能。
0:25	We're not going to look at the advanced stuff.	我们不会看先进的东西。

展开字幕全文（389 条）

序号	英文	中文
1	Hello friends, it occurs to me that I've never actually put together a proper tutorial for	朋友们,我突然想到 我从来没有真正为
2	my skills repo.	我的技能还原。
3	By the time I'm recording, this repo is up to 162,000 stars.	到了我录制时,这颗Repo高达16.2万颗恒星.
4	We have 7.5 million downloads and I've never made a tutorial for it.	我们有750万次下载 我从来没有做过一个教程。
5	I get questions all the time, like what is the sequence I should use these skills in?	我总是有问题要问, 比如我应该用这些技能的顺序是什么?
6	How should I install them?	我该怎么安装?
7	How should I set them up?	我该怎么设置?
8	So this video is going to be a walkthrough of the main flow you use when you're using	所以这段视频将会是 你使用的主要流
9	these skills.	这些技能。
10	We're not going to look at the advanced stuff.	我们不会看先进的东西。
11	We're not going to look at the new stuff really.	我们不会看这些新东西的
12	We're just going to focus on the main flow, the stuff you need to get started.	我们只是把精力集中在主流上 你需要开始的东西上
13	To walk you through this, I'm going to be using one of my work repos, which is the AIHero	为了让你通过这个,我要用我的一个作品, 就是AI Hero
14	CLI(英语:CLI).
15	This is the command line interface that drives a lot of my exercises that I use on my courses.	这是命令线接口 驱动我的许多练习 我使用在我的课程。
16	I've never actually set up my skills to work with this repo, so now is a great chance.	我从来没有真正建立我的技巧 与这个repo工作, 所以现在是一个伟大的机会。
17	If you want to set up my skills on a brand new project, you just do this, except you	如果你想在全新的项目上建立我的能力 你就这么做 除了你
18	do it in an empty directory.	在空目录中执行 。
19	So it works the same whether you're using a brownfield code base or a greenfield code	所以不管你使用棕田密码还是绿地密码 都一样
20	base.	基础。
21	I'm going to open up the command line interface here and I'm going to type npx skills at	我要打开命令线接口 输入npx技能
22	latest add matpococ forward slash skills.	最新添加 matpococ 前锋斜线技能。
23	This assumes a couple of things.	这假设了几件事
24	It assumes that you've got Node.js installed.	它假设你安装了节点Js.
25	这个npx来自Node.js,它从Vercel运行技能.sh命令行安装器.
26	What this basically does is it installs a GitHub repo of skills called matpococ skills	这基本上就是安装一种叫做 Matpococ 技能的 GitHub 重播
27	and it can walk through a few setup questions here.	它可以在这里通过一些设置问题。
28	It first says it needs to install the following packages.	它首先说它需要安装以下软件包.
29	Yes, that seems fine to me.	是的,这对我来说似乎很好。
30	And then it did a couple of things and we now have a long list of all the skills that	然后它做了一些事情 现在我们有一个长列表 所有的技能
31	we could install.	我们可以安装。
32	It found 38 skills here, which is a lot.	它在这里发现了38种技能,这是很多。
33	And you can see if I scroll up and down, they're in two groups.	你可以看到,如果我滚动上下, 他们分为两组。
34	We've got the matpococ skills and then we've got other skills.	我们有马特波科克的技巧,然后我们有其他的技巧.
35	So the matpococ skills are the ones that I have blessed as the skills that I think are	因此,马特波科克技能是那些 我祝福的,就像我认为的技能
36	good enough to be public facing.	足够公开面对
37	The other ones are ones that I'm experimenting with right now and may delete in the future.	其他的是我正在试验的 将来可能会删除的
38	What I recommend you do is you go to the top here and you can kind of go up and down.	我建议你做的是,你到上面去 你可以上下走
39	It's kind of broken, I have to say.	有点断了,我得说
40	And if you press space here and you should see that if you scroll up, okay, they're now	如果你按这里的空间,你应该看到 如果你滚动,好吗,他们现在
41	all selected, you press space and then you press return.	全部选中, 请按空格, 然后按返回 。
42	And now you've selected all of the official skills.	现在你已经选择了所有的正式技能
43	I'm not terribly happy with Vercel's CLI here, so I may change it in future or maybe even	我对Vercel的CLI不甚满意,所以我以后可以改变,也许甚至
44	just ship my own.	只要运送我自己。
45	But for now, that's as good as it gets.	但是,现在,这是一样好的。
46	One thing that is good is that it will set up your skills to work with any agent.	有一点是好的,那就是它会安排你的技巧 与任何特工合作。
47	So I use Claude Code, but you can go down here and sort of just select the ones that	所以我用Claude代码 但你可以下来 选择那些
48	you want.	你想吗?
49	I'm using space to select.	我在利用空间来选择
50	I think by default, if I zoom out a touch, then it supports all of these universal ones	我觉得默认,如果我放大一个触觉, 那么它支持所有这些通用的
51	up here.	在这里。
52	So cursor, codex, client, etc.	因此光标,代码,客户端等.
53	But anything that uses like Claude skills, such as Claude Code, then you need to set	但任何使用克劳德的技能, 如克劳德代码, 然后你需要设置
54	up yourself.	自己起来。
55	So I'm going to press return here and it should now be configured to set up my skills for	所以我会按回这里 现在应该把它配置好
56	Claude Code.	克劳德代码。
57	The installation scope defines where your skills are installed, whether they're installed	安装范围定义了您技能的安装地点,是否安装
58	just in the current directory or whether they're global.	就在目前的目录中, 或者它们是否是全球性的。
59	This will depend on what your team's conventions are.	这取决于你们团队的大会是什么
60	If you're working in a team, I would say that project skills are the right way to go.	如果你在团队中工作,我会说,项目技能是正确的方法。
61	That way, everyone is using the same skill set on every project.	这样,每个人在每个项目上都使用同样的技能。
62	And it means that you can contribute to the skills together and make those decisions together.	这意味着你们可以共同贡献这些技能,共同做出这些决定。
63	But global is fine if you're just a solo developer working on your own stuff like I am.	但是,全球是罚款 如果你只是一个独行开发者 工作自己的东西像我一样。
64	So I'm going to press return here, install it in my home directory, and I'm going to	因此,我要按回这里, 安装在我的家目录,我要去
65	as the recommended way.	作为推荐的方式。
66	The choice here is whether you copy it to the .agents folder as well as the .Claude	这里的选择是你是否把它复制到 . agents 文件夹以及 . 克劳德
67	folder.	文件夹。
68	And it's kind of not a nice way to do it.	并有种不善法门.
69	SimLink is just the nice easy way to do it.	SimLink只是个轻松的好方法
70	So I wouldn't even make a decision here, just choose SimLink.	所以我甚至不会在这里做决定 选择SimLink
71	So it now gives you a summary of all the things that you're installing here.	所以现在它可以总结一下你在这里安装的所有东西。
72	There seems to be an alert on socket about to spec.	套接字上似乎有提示显示
73	I'll take a look at that later.	我待会再看
74	But yes, we can proceed with installation and it's now installed all of the skills.	但是,是的,我们可以开始安装 它现在安装了所有的技能。
75	This means then that I can run Claude inside here or whatever your agent is.	也就是说我可以把克劳德带进这里 不管你的经纪人是什么
76	And I'm going to create a new, so I'm just going to say hello to get out of this agent's	我要创造一个新的, 所以我只是要打个招呼 走出这个经纪人的
77	view here.	看这里。
78	Now, depending on the harness you're using, this will show up in different ways.	现在,这取决于你使用的绳子, 它将以不同的方式出现。
79	But on Claude code, I can press forward slash and I now see that I have a few skills available	但根据克劳德的代码, 我可以按向前斜线, 现在我看到,我有一些技能可用
80	to me.	对我来说。
81	I have grill me, grilling, wayfinder, grill with docs, etc.	我有烤我,烧烤, 探险,烧烤 与Docs等。
82	Loads of stuff.	一堆东西
83	Now the difference between my skills and lots of other skills repos that are out there is	现在,我的技巧和很多其他技能的区别 在那里
84	my skills are mostly user invoked.	我的技巧大多是用户使用。
85	That means that if I run context here, not many of my skills actually leech their way	这意味着,如果我运行这里的背景, 没有多少我的技巧 实际上浸润他们的方式
86	into the description and the descriptions I have are quite short and precise.	在描述和描述中 我非常简短和准确。
87	So that means that even though we've downloaded all of my skills, the skills only take up	因此,这意味着,尽管我们下载了 我的全部技能, 技能只占用
88	660 tokens here.	这里有660个纪念品
89	So very, very light in terms of context load.	因此,非常,非常轻的上下文负载。
90	So OK, we got the skills.	好了,我们掌握了技能。
91	Now what we have to do is we have to run set up map Pococ skills and this will do a few	现在我们必须做的是 运行地图Pococ技能 这会做一些
92	things.	东西。
93	My skills rely on some configuration inside the repository.	我的技巧依赖于寄存器内部的一些配置.
94	And this does a few things for you.	这对你有好处
95	The first thing is it means you need to use an issue tracker.	首先,它意味着 你需要使用一个问题跟踪器。
96	We're going to be saving specs, we're going to be saving tickets and we need to save them	我们要省钱 省钱 省钱
97	somewhere.	某处.
98	You've got kind of an infinity of choices here.	这里有无限的选择
99	You can use GitHub, you can use local markdown, or you can literally use anything.	你可以使用GitHub,也可以使用本地的标记下,或者可以字面上使用任何东西.
100	The way that the skill works is that it looks at your local configuration.	技能的作用方式是查看您的本地配置.
101	And so you can set it up for Jira, you can set it up for Linear.	这样你就可以为Jira设置,也可以为Linear设置.
102	And the way you do that is you just tell the agent what you want to set it up for and it	你这样做的方式就是告诉探员你想设置什么
103	will go and set it up for it.	将去设置它。
104	I just want to emphasize that people ask me all the time, how do I make my skills work	我只是想强调,人们总是问我, 我如何使我的技能工作
105	with Jira, work with beads, work with Linear?	与吉拉,工作与珠,工作与线性?
106	It already does.	它已经做了。
107	All you need to do is just run set up map Pococ and just say set it up with Jira, except	你需要做的只是运行 地图Pococ 并只是说设置它与吉拉,
108	I don't want to set it up with Jira.	我不想和吉拉一起设计
109	I'm just going to set up with local markdown, please.	我只是要去设置 当地的马克降,请。
110	So that's fine by me.	所以这对我来说是很好的。
111	The next question to answer here is about triage labels.	这里接下来要回答的一个问题是分解标签.
112	So there are a set of labels that the skill relies on to communicate information about	因此,有一套标签,技能依赖这些标签来传递关于
113	the tickets that it produces.	它生产的门票。
114	It's not really that important here, so I'm just going to accept the defaults.	这里并不重要 所以我要接受默认
115	You can look at the docs on the triage skill if you want to learn more.	如果你想多学点,你可以看看分门别类技能方面的文献。
116	So defaults is fine.	所以,默认是罚款。
117	The next one is about the domain documentation.	下一篇是关于域文档.
118	So my skills like to have a little bit of docs, a context.md file and an ADR inside the repo.	所以,我的技巧喜欢有一点的docs,一个背景。 md文件 和重案组内部的ADR
119	And it's basically asking if it's going to be a single context or a multi-context.	它基本上是在问它是否是单一的上下文还是多文字.
120	I think single context is the way to go here.	我认为,这里应该有单一的背景。
121	Multi-context is if you have a big mono repo and you need lots of different bounded contexts	多文本是,如果你有一个大的单重播,并且需要很多不同的边框
122	within it.	在它内部。
123	But for 99% of people, single context is going to be fine.	但对于99%的人来说,单一环境是会好的.
124	All right.	好吧,我们走。
125	So it's gone ahead and written a few things here.	所以,它已经走了, 在这里写了一些东西。
126	The first thing is written is inside Claude.md.	第一件事是写在克劳德身上
127	It's added a few links here.	这里加入了几个链接.
128	So this is the new stuff.	这就是新的东西。
129	It's just linking to the issue tracker docs, linking to the triage labels and linking to	它只是链接到问题追踪器的docs, 链接到分类标签和连接到
130	the domain docs.	域名文件。
131	And each of these are at docs, agents, domain issue tracker.	每一个都是在Docs,代理商,域问题跟踪器。
132	So we can see here that it's going to save all of the issues and specs inside a scratch	所以,我们可以看到,它会 节省所有的问题和细节 在刮伤
133	file.	文档。
134	So with that, our setup for this repo is complete.	有了这个,我们为这回波的设置就完成了。
135	And so you might be thinking, how do I get started?	所以你可能会在想 我怎么开始?
136	Well, before we get started, I'm going to show you one more really cool thing.	好吧,在我们开始之前, 我会告诉你一个真正很酷的事情。
137	You can, if you're following along, just stop the video now and use one skill.	你可以,如果你跟着, 只是停止视频 现在使用一个技能。
138	You can use the Ask Matt skill.	你可以使用问马特的技能。
139	This Ask Matt skill is essentially me as a skill.	这问马特的技巧 基本上就是我的技巧。
140	It knows everything that is needed about the skills repo and what you should do first.	它知道所有需要的东西 关于技能回波,你应该先做什么。
141	So we can say, ask Matt, how do I get started?	所以,我们可以说,问马特, 我怎么开始?
142	I want to make some code changes here.	我想在这里做一些代码修改。
143	What is the main flow I should use?	我该用什么干线?
144	I can now submit that and see what it says.	我现在可以提交,看看上面写了什么。
145	By the way, I'm using whisper flow as my transcription.	顺便说一句,我用低语流作为我的抄本.
146	So here we go.	我们开始吧
147	It's saying the main flow idea to ship.	即说主流观至船.
148	Since you have a code base, start at the top of the main flow and walk down in it in one	既然你有一个代码基础,从主流的顶端开始,然后走进其中
149	unbroken context window.	未断上下文窗口。
150	So it's very kind of really telling you how to use your sessions as well.	所以它真的告诉你如何使用你的会议。
151	I really believe that being conscious about the context window that you're using,	我真的相信,当你意识到 你使用的上下文窗口,
152	the tokens that you're using is essential to using AI well.	你使用的纪念物是使用AI的关键
153	It says you should start with grill with docs.	上面说,你应该从烧烤开始 与医生。
154	It interviews you to sharpen the idea.	它采访你来强化这个想法。
155	And because you're in a repo, it's stateful.	而且因为你处于重案组里,所以状态良好.
156	It records what it learns in context.md and ADRs.	它记录了它在背景.md和ADRs中学到的东西.
157	This is where you turn, I want to change X into a crisp defensible plan.	这就是你转身的地方, 我想把X 变成一个简单的防御计划。
158	Defensible is such an LLM phrase, honestly.	说实在的,可防御性就是LLM
159	Can you settle every open question just by talking?	你能通过说话解决所有未决问题吗?
160	If a question needs a runnable answer, then you can use prototype,	如果一个问题需要一个可运行的答案, 那么你可以使用原型,
161	which I've done a video about on it.	我拍了个视频
162	Bridged in and out of by handoff.	通过交接的方式连接进出.
163	If not, skip this.	如果没有,就跳过这个。
164	Once you've done the interview in grill with docs,	一旦你完成采访 与医生,
165	you can either go straight to the implement skill or if it needs multiple sessions to	您可以直接进入执行技能,或者需要多个会话才能进入
166	go through, then you can go to spec and to tickets.	穿过,然后你就可以去Spec 和门票。
167	Let me make this a little bit clearer for you.	让我更清楚地告诉你这一点。
168	The default flow looks like this.	默认流量是这样的.
169	You start with grill with docs and this interviews you	你从烧烤开始 医生和这次采访你
170	based on the idea that you want to produce.	基于你想要制作的想法。
171	For instance, if I clear out of Ask Matt,	举例来说,如果我不问马特,
172	of course I could go and ask follow-ups here, use it as a tutorial itself,	我当然可以去 问后续在这里, 用它作为辅导本身,
173	but let me just show you.	但让我告诉你。
174	I'm going to say grill with docs and I'm going to kick it off with an idea.	我要跟医生说烤肉 我要用一个主意把它踢开
175	I'm going to say I would like to remove most of the internal tooling on this CLI	我要说,我想去掉 大部分关于CLI的内部工具
176	to make it just only public facing.	让它只是公开面对。
177	There's a lot of cruft here.	这里有很多碎屑
178	I want to just take this repo down a notch.	我想把这笔钱拿下来
179	It really can be as vague as this.	它真的可以像这样模糊。
180	You don't need to do too much here.	你不需要在这里做太多。
181	It's going to do the heavy lifting by asking you a bunch of follow-up questions.	通过问你一堆后续问题来完成举重任务.
182	It's going and exploring a bunch of code here.	它正在探索一系列密码
183	And by the way, I'm using Claude code.	顺便说一句 我在用克劳德的密码
184	I'm using Opus 4.8 on medium effort,	我用的是中功4.8号
185	but you really don't have to use the same setup as me.	但你真的不用跟我一样的设定
186	These skills are being used by a bunch of different people,	这些技能被一群不同的人使用
187	bunch of different harnesses, different models, different effort levels.	一堆不同的吊带,不同的模型,不同的努力水平。
188	And we can see it's already asked the first question here.	我们可以看到它已经问了第一个问题。
189	So it's gotten a clear map of the entire repo.	所以它得到了一个清晰的地图 整个Repo。
190	It's looking at the internal namespace with 11 subcommands.	它正在用11个子指令来查看内部命名空间.
191	So this is what a grilling session looks like.	烤肉会是这样的
192	You go through all of the questions until you feel,	你通过所有的问题 直到你觉得,
193	or you and the agent feel, that you've reached a shared understanding.	或者你和特工觉得 你达成了共识
194	I'm going to do that now, and then I'll check in with you once I'm done.	我现在就去办 等我做完再跟你联系
195	Okay, it didn't end up taking too long.	好吧,它没有结束 太久。
196	We ended up with, what, six questions?	我们最后问了六个问题?
197	That's not very much for a grilling session.	这对烧烤来说不太合适
198	Usually mine end up being about 20 questions,	通常我的问题有20个
199	depending on the size of it.	视其大小而定.
200	But we've ended up with a decent plan.	但是我们最后还是有个好计划
201	We're going to delete 10 command files,	我们要删除10个命令文件,
202	delete three tests, rewire shared modules.	删除三个测试,重新连接共享模块。
203	And all I did here was I just answered questions until it said,	我在这里所做的只是回答问题 直到它说,
204	okay, we've walked the whole tree.	好吧,我们走了整棵树。
205	We've reached a shared understanding.	我们达成了一个共识。
206	Let me lay out the plan.	让我来制定计划
207	Notice here, I wasn't using plan mode for this.	注意,我没有用计划模式
208	I was actually in auto mode in Claw Code,	我当时在Claw代码的汽车模式中
209	which is kind of like the default mode.	这有点像默认模式。
210	And you now have a fork in the road.	现在你有一个叉子在路上。
211	If you think that this work is going to be big enough	如果你觉得这工作够大的话
212	that it will need multiple agent sessions,	它需要多个代理会话,
213	then you can skip numbers two and three here	那你可以在这里跳过二号三号
214	and go straight into implement.	并直接进入执行。
215	The way you would do that is you would just say	你这样做的方式就是说
216	forward slash implement this.	向前斜线执行此操作。
217	And in this case, I do think that is what we should do.	在这种情况下,我认为我们应该这样做。
218	I've still got about, I think of my context window	我还没说完,我想起我的背景窗口
219	is kind of like ending or getting significantly dumber	有点像结束 或者变得更蠢
220	around the 140K mark.	大约140K标记。
221	I think of that as kind of like the smart zone of the LLM.	我认为这就像 LLM的智能区。
222	If you go above 140K, you end up sort of with,	如果你超过140K,你最后会...
223	you know, attention degradation.	你知道,注意力下降。
224	It ends up getting stupider, does weird hallucinations.	它最终变得愚蠢, 做奇怪的幻觉。
225	So I think of having like, okay,	所以我想有一样,好吧,
226	we've got 100K of budget here to remove 10 commands.	我们这里有100K的预算去除10个命令.
227	That seems super easy.	这似乎非常容易。
228	Definitely something, you know, we can definitely do that.	当然,你知道,我们绝对可以做到这一点。
229	So this is what I would usually do.	所以我通常会这么做。
230	I would just say implement and then I would leave it,	我只是说执行,然后我会离开它,
231	let it run and it would finish the work.	让它运行,它会完成工作。
232	However, in the interest of showing you everything,	但是 为了展示一切
233	I'm going to pretend that this work	我要假装这工作
234	is going to take more than one session	需要不止一个会话
235	that I've maybe run out of context window in the current	我可能已经用光了
236	or run out of smart zone in the current window.	或流出当前窗口中的智能区域。
237	And I'm going to need to spread this out	我要把这事分散开来
238	over multiple context windows.	超过多个上下文窗口。
239	So I'm going to call to spec here instead.	所以,我要打电话给这里。
240	So instead of writing implement this,	因此,与其写 执行这一点,
241	I'm going to say to spec here and that's it.	我要告诉这里,就是这样。
242	What this is going to do is it's going to take	接下来要做的是,它需要
243	all of the discussion that I've had,	所有的讨论,我已经,
244	all of this 46.1K tokens,	这些46.1K的纪念品,
245	and it's going to compress it into a document	把它压缩成文件
246	that we can use later.	我们以后可以使用。
247	This is where our issue tracker comes in.	我们的问题追踪器就在这里
248	So this issue tracker,	所以这个问题追踪器,
249	we're just going to use local markdown files.	我们只需要使用本地的减记文件。
250	And so it's just going to spit out the spec	所以它只是要吐出 谱
251	into a local directory.	输入本地目录。
252	This spec is going to be the destination	这个Spec会是目的地
253	that we're heading to over this multi-ticket sprint.	我们正前往这个多块短跑。
254	In other words, this is what we're going to end up with.	换句话说,这就是我们最终的结果.
255	This is the description of everything	这是对一切的描述
256	of how it's going to look at the end.	如何看待结局。
257	And then the tickets is the description	然后,票是描述
258	of how we're going to get there.	我们如何到达那里。
259	Okay, we can see it's been written	好吧,我们可以看到它已经写
260	and published to the issue tracker.	并发布到发行跟踪器。
261	If I open this up, we can see it is in here.	如果我打开这个,我们可以看到它在这里。
262	So it's very nice and detailed.	故文义甚详.
263	It's got a problem statement, a solution,	它有一个问题陈述,一个解决方案,
264	a bunch of user stories, implementation decisions,	一堆用户故事 执行决定
265	testing decisions, a lot of stuff here.	测试决定,很多东西在这里。
266	And this is going to be really useful	这真的有用
267	because we'll be able to compare this at the end	因为我们能在最后比较一下
268	to make sure that our implementation matched the spec.	以确保我们的执行符合规格。
269	So now that we've got the spec,	所以既然我们有了这个规格
270	I'm going to go into the same session,	我将进入同一场面,
271	not going to change sessions here.	这里不会更改会话 。
272	And now I'm going to say to tickets.	现在我要说票。
273	And this is where it will basically try to turn the spec	这就是它基本上将试图 转动的光谱
274	into an implementation plan.	纳入实施计划。
275	Each one of these tickets is supposed to just be the size	每张票的尺寸应该都差不多
276	of a single context window or a single smart zone.	或单个智能区域。
277	And if we look here,	如果我们看看这里,
278	we can see that it's kind of given us three tickets here.	我们可以看到这里有三张票
279	So three slices.	故有三块.
280	I think that these three slices are a little bit much.	我觉得这三块有点多
281	I actually think it can be done in one slice.	我其实觉得可以一刀两断
282	Do it in one slice instead.	换成一块
283	And so it's now put this in a file.	现在它把这个放进档案里了
284	So it's put the ticket in tickets.md.	因此,它把票 在门票。
285	Now this is quite a bad example	现在,这是一个非常糟糕的例子
286	because it's kind of copying the stuff	因为它有点复制的东西
287	that's in our product requirements documents.	那是我们的产品要求文件。
288	So let me show you an actual real example.	让我给你们展示一个真正的例子。
289	Here is a spec that I implemented a couple of days ago	这是几天前我执行的规格
290	to remove a bunch of stuff from a repo.	把一堆东西从回扣中移除
291	I'm on a real removal spree recently.	我最近正忙着搬家呢
292	And you can see that this is the spec	你可以看到这是Spec
293	and underneath it has 11 sub issues.	它下面有11个子问题。
294	So 11 tickets underneath it.	里面有11张票
295	And each of these tickets, so this is a very detailed spec.	每张门票都非常详细
296	Each of these tickets is a single context window session.	每张票都是单次上下文窗口会话.
297	So if we click into here, we can see it's just pretty short.	所以,如果我们点击这里, 我们可以看到它只是相当短。
298	Most of the acceptance criteria is already in the main spec.	大多数验收标准已经属于主要类别。
299	And so this one is just literally	所以这个只是字面上
300	what do you build in this session?	你在这届里造了什么?
301	So that's number session one, then session two,	所以,这是第一课,然后第二课,
302	then session three.	然后是第三场
303	You can see that how this breaks down a huge chunk of work	你可以看到它是如何打破 一大块工作
304	into manageable pieces that the agent can then go and do.	成为可以管理的部分,然后代理可以去做。
305	Over here, we are left with a single manageable piece.	在这里,我们留了一块可以管理
306	So what I'm gonna do is I'm gonna clear the context here.	所以,我要做的是 我要清理这里的背景。
307	Now we have everything we need	现在我们有我们需要的一切
308	so that we can just run a bunch of agents	这样我们就可以运行一堆特工
309	to tackle this problem.	解决这一问题。
310	So I can clear the context	这样我就能把背景澄清了
311	and then I'm just gonna say at tickets here	然后我要在这里说票
312	and before that I'll say forward slash implement this.	在此之前,我会说前刀 执行这一点。
313	So now because we have the spec that decides where we're going	所以现在我们有了决定我们要去哪里的规格
314	and the tickets that decide how we get there,	以及决定我们如何到达那里的机票,
315	the agent has everything it needs	经纪人有它需要的一切
316	and we're ready to implement.	我们准备执行
317	Now, when you're doing this by hand,	现在,当你用手做这个,
318	the idea is that you then implement each ticket one by one.	想法是,你然后执行 每张票一个一个。
319	So you don't say do every single ticket.	所以你不说做每张票。
320	You say, okay, we go and implement	你说,好吧,我们去执行
321	and then we see if we've hit the smart zone.	然后我们看看我们是否进入了智能区。
322	If we haven't, maybe we can squeeze in one more ticket here.	如果我们没有,也许我们可以 挤在这里多一张票。
323	But usually I would say you clear	但通常我会说,你清楚
324	in between every single ticket.	每张票之间
325	Then once you've done all of the implementation,	一旦你完成了所有任务
326	you've got your full thing all implemented,	你已经得到了你的全部事情 全部执行,
327	then you can go and code review	然后,你可以去 代码审查
328	and do the final check against the spec.	并做最后检查 与谱。
329	We can see here it really was a very small piece of work actually.	我们可以看到,这其实是一个非常小的作品。
330	It's only 42.7K and it's now about to,	才42.7K 现在就要
331	as part of the implement, run the code review.	作为执行的一部分,运行代码审查.
332	As part of the implement script,	作为执行脚本的一部分,
333	it goes and runs all the type check, runs the build,	它去运行所有类型检查,运行建筑,
334	it's doing even more verification,	它正在做更多的核实,
335	checking AI hero internal help shows only edit commit	检查 AI 英雄内部帮助只显示编辑执行
336	and it's gone and loaded the code review skill.	它已经装满了代码审查技能
337	This review is based on two axes.	这一审查基于两个轴心。
338	First, it compares the work done against the original spec.	首先,它比较了所完成的工作与原始的光谱.
339	This is really useful when you've done a huge chunk of work	这真的有用 当你做了大量的工作
340	and the agent might have forgotten things in tickets	经纪人可能把票上的东西忘了
341	or the tickets might have been unspecified.	或者门票可能不明
342	Doing a final pass means you actually nail everything.	做最后的传球 意味着你真的钉了一切。
343	And then it also checks against the standards documentation	然后它也检查 标准文件
344	that you've got in your own repo.	你拥有了自己的财产
345	In this repo, we don't really have any coding standards	在这回购中,我们没有任何编码标准
346	documented anywhere, but if it doesn't detect any,	记录在任何地方, 但如果它没有发现任何,
347	then it uses some classic ones kind of from Martin Fowler.	然后它使用一些经典的 从马丁·福勒。
348	So it looks at code smells,	所以它看着代码的气味,
349	tries to figure out if there's any bad stuff.	试着找出有没有坏东西
350	Doing these in sub-agents is really important	用副剂做这些真的很重要
351	because if you do it in the main agent,	因为如果你在主干员中这样做,
352	it means that the main agent already has written the code	意思是主要探员已经写好了密码
353	and agents are often really bad at editing code	并且代理商经常在编辑代码上非常糟糕
354	or improving code they've just written	或者改进他们刚写的代码
355	because they've wrote it.	因为他们写的。
356	So they just think, okay, that's fantastic, that's fine.	所以他们只是觉得,好吧,这太棒了,这很好。
357	Whereas if you spawn some agents,	如果你培养出一些特工
358	then they're gonna have a clear context window	然后他们会有一个清晰的背景窗口
359	and they're gonna do a much better job reviewing the code.	他们会做一个更好的工作审查代码。
360	Okay, we can see that both came back.	好吧,我们可以看到 两个都回来了。
361	So crossed checked every acceptance criterion	所以检查了每个验收标准
362	against the spec and checked everything against the standards	对照标准检查一切
363	and cool, we're good to go.	冷静,我们可以走了。
364	And it's now committed against the current branch, beautiful.	而现在却对着现在的树枝,美丽.
365	So that is our flow complete.	这就是我们完成的流程。
366	We aligned before we got started.	在开始之前我们结盟了
367	We created some spec and tickets	我们创造了一些规格和票
368	in order to make sure it worked over multiple sessions.	以确保它通过多次会议开展工作。
369	We then implemented it	然后我们执行了它
370	and the implement skill itself used the code review.	而执行技能本身也使用了代码审查.
371	This is the main flow that all of my work runs through.	这是我所有作品的主要流经.
372	And the stuff that isn't in the main flow	和没有在主流中的东西
373	is stuff that I'm experimenting with,	我所尝试的东西,
374	stuff that I'm improving.	东西,我正在改进。
375	I'm always trying to get this loop faster, better, easier to run.	我总是试图让这个循环 更快,更好,更容易运行。
376	And for that, if you're interested in that,	如果你对此感兴趣
377	then you should check out my newsletter for these skills.	那你应该看看我的通讯 这些技能。
378	This YouTube channel is a great place to be	这个YouTube频道是一个伟大的地方
379	for subscribing to understanding more about the skills.	更了解这些技能
380	But really the good stuff is on the newsletter.	但是,真的好的东西 在通讯上。
381	If you want on the day updates when I ship new skills,	如果你想在一天更新 当我运送新的技能,
382	when I add updates that you need to keep updated with,	当我补充更新 你需要保持更新,
383	then this is the place to be.	那么这里就是了
384	But thank you so much for watching.	不过谢谢你的观看
385	Hopefully this tutorial gives you an idea	希望这个教程能给你一个想法
386	on how to get set up with the skills	如何运用技能
387	and what the main flow is supposed to be.	以及主流应该是什么。
388	Thanks for watching.	谢谢你的观看。
389	Happy skilling and I will see you very soon.	快乐的技巧,我会看到你很快。

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