something shifted in how I see the internet a few weeks ago.....
and I haven't been able to go back to the old way of thinking since. I've tried honestly. tried to just open a tab and bI Wasn't A User. I Was A Supplier. And I'm Only Just Starting To Understand What That Means.
rowse the way I used to. engage the way I used to. share the way I used to.
but something broke in how that feels now.
it started with a question I'd never actually asked myself before. one of those questions that seems obvious the second it arrives but somehow never arrived before.
every time I corrected an AI output. every time I answered something in a forum at midnight because I actually knew the subject. every time I wrote a long comment explaining a concept, argued a nuanced point, taught something to a stranger who never knew my name.....
where did that go.
not the words. I know where the words went. words get indexed. get scraped. get absorbed into training pipelines.
I mean the thinking behind the words.
the judgment. the years of accumulated domain knowledge that got compressed into a paragraph someone read, a correction someone made, a distinction someone drew that a model later learned to replicate without understanding why it was true.
that's a different thing.
and I think that's the thing I never stopped to name before.
because here's what I keep coming back to.....
I wasn't using the internet.
the internet was using me.
and the distinction between those two things is one I genuinely cannot unfeel now that I've felt it.
there's a version of this realization that makes you angry. I went through that part. it didn't last long because anger at a system that large doesn't really go anywhere useful.
but the version that stayed with me is the quieter one.
the economic one.
because what I was doing all along had a name. it just wasn't being called that name. it wasn't being acknowledged as that thing. the system absorbed it and moved on and nobody stopped to say — wait. that had value. that specific contribution from that specific person who spent years developing that specific understanding.
it was called contribution.
real. economically meaningful. expertise-driven contribution.
and the contributors.
almost entirely invisible.
the system remembers the data.
the economy forgets the people.
and that imbalance has been sitting there quietly for years while the models got smarter and the companies got bigger and the valuations went up and the people who fed the whole thing from the beginning went back to their normal lives not knowing what they'd participated in.
that shouldn't be how this works. but it is. and it's been normalized so completely that questioning it almost sounds naive.
I keep thinking about specific examples and it makes it more uncomfortable not less.
the doctor who published research papers for twenty years. the lawyer who documented case strategy in public forums. the programmer who answered Stack Overflow questions at 2am because they liked helping people. the financial analyst who wrote detailed breakdowns for free because they enjoyed the thinking.
all of that went in.
deep into training pipelines. shaping models that now perform those exact functions. in some cases better. in some cases replacing the people whose knowledge made the performance possible.
and not one of them signed a contract for that.
not one of them got a royalty.
not one of them even got notified.
because the system was never designed to notify them. never designed to track individual contribution. never designed to ask the question of whose knowledge shaped which output.
it was designed to absorb. optimize. scale.
the attribution problem was never a priority because attribution would have required paying someone.
I keep thinking about the music industry parallel here and I can't get past it.....
musicians spent decades fighting for royalties because the same logic applied. someone creates something valuable. it gets used. it keeps generating value. and the creator sees none of the downstream economics unless a specific legal and technical infrastructure forces the system to track it and pay.
that infrastructure took decades to build. it's still imperfect. it still fails creators constantly.
but at least it exists.
the question I can't stop sitting with is.....
AI absorbed something far more personal than a song.
it absorbed thinking. judgment. reasoning. the kind of expertise that takes a lifetime to develop and can't be reconstructed once the person who had it moves on.
and the infrastructure to track that contribution and make it economically real.....
mostly didn't exist when it mattered most.
this is where @OpenLedger keeps showing up in my head even when I'm not trying to connect it.....
I'm not saying this to be promotional. genuinely not. I've been thinking about this problem for weeks before I started connecting it to anything specific.
but Proof of Attribution is the first mechanism I've encountered that takes this question seriously at the infrastructure level.
not as a moral statement. not as a manifesto. as an actual on-chain system that tracks which data contributed to which model output, measures how much that contribution mattered, and routes compensation automatically through smart contracts.
contribution stays traceable.
stays economically attached to the person who created it.
even after it enters the system.
that's different from what exists anywhere else right now.
and the Datanet architecture makes it more specific. domain knowledge in finance. in medicine. in law. in code. not just raw data but verified, attributed, human-sourced expertise. the exact thing that made models valuable and the exact thing that went uncompensated.
maybe this works at scale. maybe it doesn't. maybe attribution at the level of individual contribution across billions of interactions is technically solvable or maybe it collapses under the weight of gaming and synthetic data and disputes that never resolve cleanly.
I genuinely don't know.
but here's what I keep circling back to.....
the uncomfortable part isn't that the system absorbed contribution without compensating it.
systems extract value. that's what systems do. that's not new.
the uncomfortable part is that we all participated without knowing we were participating in something.
we thought we were using tools.
we were inside a supply chain.
and the supply chain had no obligation to tell us. no requirement to track us. no mechanism to recognize that what we were putting in had a name and a value and a person attached to it.
we were always contributing.
nobody asked.
nobody tracked it.
nobody paid.
something changed in how I move online since this landed in my head.
I think differently about what I share. what I correct. what I explain in detail versus what I leave intentionally incomplete. not in a dramatic way. not like I'm protecting state secrets.
more like..... I finally understand I was always producing something.
and that changes how production feels.
maybe that's irrational. maybe the individual contribution is too small to matter and the only thing that changes by me thinking this way is my own psychology and nothing else.
maybe.
but I wonder sometimes how many people are quietly arriving at this same realization.
and what happens to the supply chain when the suppliers start understanding what they were supplying.
that question doesn't have a clean answer yet.
and I'm not sure the system that built itself on not answering it is fully ready for when it does 🚀