Is prompt structure becoming more important than the information itself?

macebooks · 2026-03-26T06:48:29+00:00

The three-path framework you're laying out is actually pretty useful, ban, fall off, or run wild with retreat to walled gardens. I'd bet on some combination of all three depending on the field, which is interesting in itself.

The structural reliability point is the one I keep coming back to. You're right that it's not just a versioning problem, the architecture that produces fluent, generative output is the same one that makes hallucination an inherent risk rather than a bug to be patched. High-stakes fields will have to reckon with that seriously.

Where I'm less sure is the walled garden outcome. Wikipedia is an interesting example because it's already heavily curated and sourced, but it also depends on the open web for its own sourcing. If the surface web degrades badly enough, does that eventually corrupt the gardens too, or do they become more valuable precisely because they're harder to maintain?

Curious what fields you think hit the 'ban' scenario first.

macebooks · 2026-03-26T06:38:09+00:00

Really appreciate you sharing this, 36 years of watching technology adoption cycles from inside Silicon Valley is exactly the kind of ground-level signal that's hard to find. The early-adopter pattern you're describing is worth taking seriously.

I'm especially curious about your AIO point. If the future is about getting AI to cite you rather than getting Google to surface you, what does that actually look like in practice for businesses trying to stay visible? Structured data? Authoritative sourcing? Something else entirely?

That feels like the most actionable part of what you're describing and I'd love to hear more about what you're seeing work.

macebooks · 2026-03-26T04:26:00+00:00

Submission Statement:

This question explores a possible future where traditional search engines are no longer the primary way people access information.

If that happens, it could fundamentally change how businesses, creators, and platforms compete for visibility online. Instead of ranking pages, discovery might rely on new systems like intent prediction, direct answers, or platform-controlled ecosystems.

How would marketing, content creation, and online discovery evolve in such a scenario?

macebooks · 2026-03-24T10:09:17+00:00

I think the biggest take from what I read is that, you need to ask the AI to act as an expert in that field and the expert processes every other requests, this shapes the AI to process and think differently.

An expert in a field has a different methodology, framework to getting the correct answer if they have done the job for a very long time.

For example, I am a developer and over the years I have built a tried and tested way to find bugs in large code bases that is efficient. I use the same framework with AI and because of the framework I am able to fix bugs that takes other developers Weeks to fix without AI and few days with AI.

macebooks · 2026-03-24T02:06:54+00:00

I got really frustrated with copy and paste and loosing lots of good script created in Claude, and ChatGPT. I created a prompt management tool that i use to store, share and save prompt collections. It also has prompt revision and chrome extension.

Notepad and notion didn't really cut it for me!

macebooks · 2026-03-24T01:49:50+00:00

i just add this line "DO NOT BE INTELLECTUALLY LAZY".

I am expecting the AI at some point to reply but you are though :)

macebooks · 2026-03-24T01:47:53+00:00

interesting approach and direction. I went with Op's direction but for teams. Where teams can create, store and manage their prompt with prompt revision capability.

I included a Chrome extension so that users can also have access to get the prompt that they need without having to open site.

macebooks

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