The more effective way to think about it is that "the ambiguity" silently gets blended into the data. It might disappear from superficial inspection, but it's not gone.
The LLM is essentially just doing educated guesswork without leaving a consistent or thorough audit trail. This is a fairly novel capability and there are times where this can be sufficient, so I don't mean to understate it.
But it's a different thing than making ambiguity "disappear" when it comes to systems that actually need true accuracy, specificity, and non-ambiguity.
Where it matters, there's no substitute for "very explicit structured data" and never really can be.
please do not write code. ever. Thinking like this is why people now think that 16GB RAM is to little and 4 cores is the minimum.
API -> ~200,000 cycles to get data, RAM O(size of data), precise result
HTML -> LLM -> ~30,000,000,000 cycles to get data, RAM O(size of LLM weights), results partially random and unpredictable
What do you think the E in perl stands for?
Multiply that by every site, and that approach does not scale. Parsing HTML scales.
using an llm to parse html -> please do not
You're absolutely welcome on your own free time to waste it on whatever feels right
> using an llm to parse html -> please do not
have you used any of these tools with a beginner's mindset in like, five years?
In contrast, I can always trust that whatever is returned to be consumed by the browser is in the format that is consumable by a browser, because if it isn't the site isn't a website. Html is pretty much the only format guaranteed to be working.
EDIT: I hemmed and hawed about responding to your attitude directly, but do you talk to people anywhere but here? Is this the attitude you would bring to normal people in your life?
Dick Van Dyke is 100 years old today. Do you think the embittered and embarrassing way you talk to strangers on the internet is positioning your health to enable you to live that long, or do you think the positive energy he brings to life has an effect? Will you readily die to support your animosity?