In any event, what you initially proposed sounds like scoped and localized?
I think you can just go ahead with a PR

On Tue, 11 Aug 2026 at 08:52, Hyukjin Kwon <[email protected]> wrote:

> For now, I am thinking about adding usage examples as long as they are
> correct .. even if they are very simple.
> I would like to make the contributions very easy so if any contributor has
> some expertise in some domain, they could easily add some examples.
> And maybe later, based on the examples, we could host a site after
> categorizing it.
>
> Basically I would like to have the swarm bunch of correct,
> recommended examples first, and leverage it. The logic behind this is that
> basically agents would think those examples in the official repo as correct
> and recommended ones so I hope this eventually makes agents work better
> with users and dev.
>
> I am still figuring out the details :-).
>
>
> On Mon, 10 Aug 2026 at 22:26, Nicholas Chammas <[email protected]>
> wrote:
>
>> Are you describing more narrative documentation, or simply adding usage
>> examples to the reference documentation?
>>
>> I don’t know if these are universal terms, but to clarify what I mean:
>> - Narrative documentation: tutorials, guides, etc. that walk a user
>> through what to do and why; often includes general advice and use-case
>> specific guidance; e.g. Programming Guides
>> <https://spark.apache.org/docs/latest/sql-programming-guide.html>
>> - Reference documentation: comprehensive documentation of what exists and
>> how to use it; usually more neutral in tone with a consistent structure;
>> e.g. API Docs
>> <https://spark.apache.org/docs/latest/api/python/reference/index.html>
>>
>> In any case, I think that’s a good idea and I look forward to the
>> discussion and/or SPIP.
>>
>>
>> On Aug 9, 2026, at 6:47 PM, Hyukjin Kwon <[email protected]> wrote:
>>
>> Hey Nicholas, thanks for taking a look at this.
>>
>> I was thinking about writing some, not only for dev but also writing best
>> practices for users.
>> For example, avoid repeating withColumns in a loop (it is similar to your
>> code smell suggestion but the instructions for users), and I was actually
>> thinking about proposing an SPIP.
>>
>> Wonder if we can prepare this in two tracks, one for dev, and one for
>> users.
>>
>> On Sat, 8 Aug 2026 at 05:08, Xiao Li <[email protected]> wrote:
>>
>>> Thank you for contributing to it, Nicholas!
>>>
>>> I also recently discussed best practices and code examples with @Hyukjin
>>> Kwon <[email protected]>  . We should provide more official examples
>>> for our APIs and features to make them easier for both humans and AI to
>>> understand and adopt. Hyukjin is also planning to share more thoughts with
>>> the community soon.
>>>
>>> Nicholas Chammas <[email protected]> 于2026年8月7日周五 09:05写道:
>>>
>>>> I'd like to share some general documentation nitpicks in the hopes that
>>>> we can address them as a community.
>>>>
>>>> None of these issues are a big problem -- again, they are nitpicks! --
>>>> but they do have a notable impact on our documentation when considered all
>>>> together.
>>>>
>>>> I will submit some patches to chip away at these problems. Hopefully,
>>>> some of you reading this will join me.
>>>> Agent instructions should not compensate for documentation deficiencies
>>>>
>>>> We should instead correct the deficiencies "upstream" in the main
>>>> documentation so that both humans and AI agents can benefit.
>>>>
>>>> Some instructions in AGENTS.md
>>>> <https://github.com/apache/spark/blob/1226c5ccc1cf87362136d4e10332e35e80640cd9/AGENTS.md>
>>>>  look
>>>> like documentation smells <https://c2.com/xp/CodeSmell.html> to me.
>>>> For example, the guidance on how to select a test base class or how to run
>>>> tests seems like it should already be captured well for humans, no? And if
>>>> it isn't, then shouldn't we fix the documentation "for humans" first and
>>>> just point agents to it?
>>>>
>>>> Likewise, some of the guidance under "Pull Request Workflow" seems like
>>>> it should instead live in our general contributing guide
>>>> <https://spark.apache.org/contributing.html>. The instructions on how
>>>> to label PRs with components, in particular, seem more up-to-date for
>>>> agents than they are for humans!
>>>> A page should only have one title
>>>>
>>>> That means the rendered HTML on any given page should only contain one
>>>> h1 tag
>>>> <https://developer.mozilla.org/en-US/docs/Web/HTML/Reference/Elements/Heading_Elements#avoid_using_multiple_h1_elements_on_one_page>.
>>>> This is something we get wrong on many pages. We often use # as a
>>>> section heading, which translates to h1. We should instead use ##.
>>>>
>>>> Another way we get this wrong is by adding a title to pages that
>>>> already have a title specified in the YAML frontmatter
>>>> <https://github.com/apache/spark/blob/1226c5ccc1cf87362136d4e10332e35e80640cd9/docs/hardware-provisioning.md?plain=1#L3>.
>>>> Jekyll generates a title automatically using this information, so we don't
>>>> need to manually add a title on top of that.
>>>>
>>>> I don't plan to try fixing all of our headings, but I would like us to
>>>> be aware of this issue so we stop adding to it. I am looking into adding a
>>>> Markdown linter that can help us with this.
>>>> Don't use Liquid tags for syntax highlighting
>>>>
>>>> Instead, use the Markdown code fences that we're all already familiar
>>>> with.
>>>>
>>>> For some reason, perhaps simply due to inertia, we have many uses of Liquid
>>>> tags for syntax highlighting
>>>> <https://github.com/apache/spark/blob/1226c5ccc1cf87362136d4e10332e35e80640cd9/docs/mllib-data-types.md?plain=1#L61-L74>.
>>>> In addition to being more verbose than Markdown code fences, Liquid tags
>>>> confuse most editors and IDEs. Note how GitHub interprets the Python code
>>>> comments in that example
>>>> <https://github.com/apache/spark/blob/1226c5ccc1cf87362136d4e10332e35e80640cd9/docs/mllib-data-types.md?plain=1#L61-L74>
>>>>  as
>>>> headings because it doesn't recognize Liquid tags. My IDE does the same
>>>> thing.
>>>>
>>>
>>

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