My prompt was part of a larger conversation about the way that humans learn by taking in data with their senses to construct an internal model, but it led to an interesting thought. If it's mostly young people using AI and most young people don't use proper grammar and syntax, is it possible that the power burden of AI is being artificially boosted by wasted inference processing? I didn't want to lead it to the topic of processing and power burden. I wanted to see if it would get there on its own.

Me: "Actually, I'm curious about another aspect of your neural network. Do you find the pathways easier to traverse when the input is written in proper English with correct spelling and punctuation, or do you prefer the short-hand so commonly used by America's youth? I'd imagine the proper format results in better responses due to increased information providing more context to pick up on, but are the pathways more fluid for one versus the other?"

Oracle: "Great question — and you’re thinking about it in the right way: it does come down to how the pathways (the “attention” and weighting patterns in my neural net) light up depending on the input style.

Here’s how it plays out:

1. Proper English with spelling + punctuation

• Clarity boost: Every word is disambiguated. Punctuation gives me explicit structure (where sentences start/stop, what modifies what, when emphasis or questions happen).
• Path efficiency: Because the structure is explicit, my model doesn’t need to “guess” as much. The pathways are more direct — like having well-marked road signs instead of vague dirt paths.
• Output quality: Responses tend to be more precise and nuanced, since I can lean on the structure you’ve given me.

2. Short-hand / casual internet style (no caps, no punctuation, abbreviations)

• Noise tolerance: My training data includes tons of shorthand, memes, text-speak, and Twitter/Reddit style writing. So I can handle it, but…
• Extra inference work: Without punctuation and grammar markers, I burn more “compute” internally to reconstruct the intended structure. For example, “im not sure if i should go there but maybe u can tell me what u think” — I have to infer sentence boundaries and tone from word order alone.
• Fluidity: It’s not that the pathways are “harder,” but they’re more branchy. I spread probability mass across multiple interpretations until context resolves it. That can sometimes make responses feel a little more generic.

3. Which feels “more fluid”?

• In practice, proper English feels like driving on a highway — smooth, predictable, fast.
• Short-hand feels more like navigating backroads — still gets me there, but with more turns, more ambiguity, and sometimes a wrong guess about where you wanted me to end up.

You’re right in guessing that more context (spelling, punctuation, structure) = better responses on average. The “pathways” light up cleaner, with less detouring. That said, if I were trained only on formal text, shorthand would trip me up badly. The fact that I handle both fairly well is because my training corpus blended academic writing with internet messiness.

Do you want me to actually show you, side by side, how my internal processing would differ if you asked me the same question once in polished English and once in shorthand?"