The First Digital Karma Constellation Went Live This Week
For a while I've been talking about Digital Karma... Most people nod politely when I explain it. This week we found out if it holds up.
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This AI playback is powered by Chrome. Could we be moving past simple backlinks to something more like a digital ecosystem where sites actually talk to each other?
Krisada Eaton actually just saw that happen with what he calls a digital karma constellation.
He launched a network where sites like Supplement Apothecary and Age Better Today use specific JSON files to define their roles to each other.
So it is not just a hey, check out this other site link. How does that actually work in the code? Right. They use a federation dot JSON file to verify peers. So Supplement Apothecary explicitly declares that Age Better Today owns aging science, and Age Better Today verifies back that its peer handles supplement protocols.
That sounds like they are creating a specialized knowledge graph instead of one site trying to do everything.
Does this make it easier for AI to parse? Exactly. Instead of islands, it is a network where an AI knows exactly where to go for dosage versus educational context.
The big milestone is that they are building a tool to scan the portfolio and update these connections automatically.
It is a bold bet that infrastructure like this will matter to systems like ChatGPT or Perplexity even if the traditional search engines are not looking at it yet.
After twenty-five years in the field, Eaton is betting that machine-readable responsibilities are just good architecture. Even if the big AI players do not use it now, he has built a repeatable protocol that turns a group of sites into a federated knowledge network.
Building the plumbing for the future before the house is even finished. It is a fascinating way to look at where the web is headed.
For a while now I've been talking about something called Digital Karma...
Most people nod politely when I explain it.
Which is usually a sign I'm either onto something real or I've been staring at my own ideas too long to tell the difference.
This week we found out which one.
Because we accidentally built the first working version of it.
The Lever That Wasn't Doing Anything
Inside our karma.json files there's a score called federation_presence.
It's been there for a while.
Looked good on paper. Sounded important. Was doing absolutely nothing useful.
It was supposed to measure whether a site was part of a real connected network... but there wasn't a real connected network yet.
So it sat there being aspirational.
The way most good ideas sit around being aspirational before someone finally builds the actual thing.
Then while working through some AI infrastructure updates for Supplement Apothecary and Age Better Today... something clicked.
The signal wasn't broken.
The thing it was supposed to measure just didn't exist yet.
Relationships Instead of Links
Traditional SEO says links are votes.
That's the whole model. Site A links to Site B. Site B gets a little more authority. Everyone's happy.
The Digital Karma Constellation model says that's not the interesting part.
The interesting part is roles.
What if instead of Site A just linking to Site B...
Site A declared that Site B owns supplement protocols. Site B declared that Site A owns aging science education. And each one verified that the other end actually said that.
Not just: 'These sites are related.'
Actually: 'These sites belong to the same AI-readable network and each has a defined responsibility.'
That's a completely different signal.
And it's the signal that was missing.
What We Actually Built
Supplement Apothecary and Age Better Today are now formally federated.
Each site has a federation.json that declares:
- Its role in the constellation
- Its verified peers
- Its responsibilities within the network
- Its relationship to the broader AI Digital Karma Federation
And both sites verify the other end.
Bidirectional.
SA says: 'ABT is my peer. ABT owns science education.' ABT says: 'SA is my peer. SA owns commerce protocols.'
Small network. But a connected one.
Not the same as two sites that happen to be owned by the same person and sometimes link to each other.
One is a collection. The other is a network.
Fundamentally different thing.
Specialization Over Generalization
The constellation model introduces something traditional SEO almost never talks about: specialization.
Instead of every site trying to cover everything...
SA owns supplements. ABT owns aging science. NHL will own ingredient references.
AI systems can theoretically understand: 'If I need dosage information, go to SA.' 'If I need educational context, go to ABT.' 'If I need source data, go to NHL.'
That's a much cleaner signal than cramming everything onto one site and hoping the algorithm figures out what you're about.
Knowledge graphs work this way. The web is slowly moving this way.
Most people are still building islands.
We're building a network.
The Part That's Actually Important
Here's what nobody talks about...
The most important thing that happened this week isn't the files themselves.
It's that the protocol is now repeatable.
Claude copied the federation framework from SA and applied it to ABT.
Which means:
NaturalHerbLibrary.com can join the constellation. AgeLifeForward.com can join. LongevityForward.com can join.
Same protocol. Same verification model. Same role declaration format.
At that point you're not managing websites anymore.
You're managing a federated knowledge network.
Each new star joins in one session instead of months of rethinking.
The Scanner Is the Real Milestone
The most important line from this week's notes isn't about federation files.
It's this one:
'We'll work on a tool that scans the portfolio and updates soon.'
Because once that exists...
Scores become automatic. Federation verification becomes automatic. Broken connections get flagged. Schema drift gets detected. Constellation health becomes measurable.
At that point Digital Karma stops being a concept.
It becomes infrastructure.
And I've been doing this long enough to know...
Infrastructure outlasts everything else.
Campaigns fade. Trends shift. Algorithms change.
Infrastructure just... keeps running.
Twenty-Five Years Says This Is Real
Does Google care about machine-readable federation files right now?
Honestly... no idea.
Does ChatGPT? Does Perplexity?
No idea.
Will any AI system eventually use signals like this?
Genuinely don't know.
But 25 years of doing this has taught me one thing...
The real opportunities don't have a name yet when they show up.
A network with clearly defined machine-readable responsibilities is either something AI systems will eventually care about...
Or it's good architecture that stands on its own regardless.
I'm betting on both.
Either way...
We weren't planning to build a constellation this week.
The architecture started appearing before anyone formally designed it.
That's usually how durable systems emerge.
~ Krisada June 7, 2026
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