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This is a great idea! There's an exceedingly large amount of junk in a typical HTML page that an LLM can't use in any useful way.

A few thoughts:

1. URL Refification[sic] would only save tokens if a link is referred to many times, right? Otherwise it seems best to keep locality of reference. Though to the degree that URLs are opaque to the LLM, I suppose they could be turned into references without any destination in the source at all, and if the LLM refers to a ref link you just look it up the real link in the mapping.

2. Several of the suggestions here could be alternate serializations of the AST, but it's not clear to me how abstract the AST is (especially since it's labelled as htmlToMarkdownAST). And now that I look at the source it's kind of abstract but not entirely: https://github.com/romansky/dom-to-semantic-markdown/blob/ma... – when writing code like this I also find keeping the AST fairly abstract also helps with the implementation. (That said, you'll probably still be making something that is Markdown-ish because you'll be preserving only the data Markdown is able to represent.)

3. With a more formal AST you could replace the big switch in https://github.com/romansky/dom-to-semantic-markdown/blob/ma... with a class that can be subclassed to override how particular nodes are serialized.

4. But I can also imagine something where there's a node type like "markdown-literal" and to change the serialization someone could, say, go through and find all the type:"table" nodes and translate them into type:"markdown-literal" and then serialize the result.

5. A more advanced parsing might also turn things like headers into sections, and introduce more of a tree of nodes (I think the AST is flat currently?). I think it's likely that an LLM would follow `<header-name-slug>...</header-name-slug>` better than `# Header Name\n ....` (at least sometimes, as an option).

6. Even fancier if, running it with some full renderer (not sure what the options are these days), and you start to use getComputedStyle() and heuristics based on bounding boxes and stuff like that to infer even more structure.

7. Another use case that could be useful is to be able to "name" pieces of the document so the LLM can refer to them. The result doesn't have to be valid Markdown, really, just a unique identifier put in the right position. (In a sense this is what URL reification can do, but only for URLs?)




This is some great feedback, thanks!

1. there some crazy links with lots of arguments and tracking stuff in them, so it gets very long, the refification turns them into a numbered "ref[n]" scheme, where you also get a map of ref[n]->url to do reverse translation.. it really saves a lot, in my experience. It's also optional, so you can be mindful when you want to use this feature..

2. I tried to keep it domain specific (not to reinvent HTML...) so mostly Markdown components and some flexibility to add HTML elements (img, footer etc).

3. Not sure I'm sold with replacing the switch, it's very useful there because of the many fall through cases.. I find it maintainable but if you point me to some specific issue there it would help

4. There are some built in functions to traverse and modify the AST. It is just JSON in the end of the day so you could leverage the types and write your own logic to parse it, as long as it conforms to the format you can always serialize it, as you mentioned..

5. The AST is recursive so not flat.. sounds like you want to either write your own AST->Semantic-Markdown implementation or plug into the existing one so I'll this in mind in the future

6. Sounds cool but out of scope at the moment :)

7. This feature would serve to help with scraping and kind of point the LLM to some element? Then the part I'm missing is how you would code this in advance.. There could be some meta-data tag you could add and it would be taken through the pipeline and added on the other side to the generated elements in some way..




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