Observing the world. Connecting the dots.
Somewhere in Milkyway Galaxy
Joined August 2024
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What I’ve learned after spending almost a year actively using @StoryProtocol and its ecosystem:
Story isn’t just an IP chain, it’s infrastructure for programmable ownership, attribution, and creative rights onchain.
Code <> Law.
Story is turning IP from static paperwork into programmable assets that execute their own rules.
Onchain smart contracts now:
→ encode ownership + licensing terms
→ automate compliance, attribution, and payouts
→ make rights verifiable + enforceable without middlemen
IP that once lived in PDFs now runs as code.
That’s the difference between an old economy and an AInative one.
#OnchainIP #AI #RWAs
TheWorld.ip retweeted
24 hours left in the DATA on Sui: Content Quest.
To enter:
▸ Create: original content about DATA on Sui
▸ Amplify: quote 3 of our DATA on Sui posts with your take.
Entries close Oct 28, 11:59pm PT. Last call ↓
TheWorld.ip retweeted
If your AI agent got something wrong tomorrow
could you prove which model it was running?
Models and agents often claim a specific version was used, or that a result can be reproduced.
Most of the time, there’s no public record you can check of which file actually ran or what it was trained on.
So right now, you usually can’t.
That’s why we’re building Verio, so every model version has a record anyone can check.
Good to see the plan laid out. Nothing changes today and holders don’t need to do anything. The network keeps running until the move to Sui is complete.
And for data provenance, people have to be able to trust the records, so a careful handover is the right call.
TheWorld.ip retweeted
The full story behind DATA migrated to Sui.
@datafdn formerly Story Protocol backed by a16z, $140M raised shut down its own L1 and moved to @SuiNetwork after a $30M investment from Sui Foundation.
CEO @devrelius went deeper on DATA's next chapter with @helenebraunn on @CoinDesk
When Story launched in 2022, the vision was huge, put all IP onchain, music royalties, patents and trademarks.
Problem?
CEO of @datafdn Andrea Muttoni said: "We were trying to boil the ocean, and it was a very saturated and entrenched ocean."
Legacy licensing systems already exist. Big rights holders don't want permissionless.
June 2026 Story Protocol rebranded to DATA Foundation.
Pivot: Al training data is the market for rights cleared IP.
Then the bigger call comes up
Why run an L1?
RPC, validators, bridges, indexing, audits, eng team are millions per year, forever.
So the team chosed product over chain.
Focus now on Trace:
• Registry for Al training data
• Tracks origin, consent, licensing
• ~300M contributions registered
• 3-4M new receipts per day via Kled marketplace
• Every receipt auditable, attributable
Why Sui?
• Sui Foundation is the largest institutional holder now
• Hands off on product
• Walrus is encrypted storage
• Seal is access controls
• $DATA to Sui 1:1, rights & vesting unchanged
• Current chain runs till migration complete
This isn't a pivot, It's a focus.
From "tokenize all IP" to "solve the verifiable data supply chain for Al and that market could be hundreds of billions.
Story team tried to change IP
DATA is building the rails for Al.
You can read from this 👇
article: coindesk.com
#DATAonSuiQuest @datafdn @SuiNetwork
From finding our focus in AI data to the thinking behind joining the Sui stack
CEO @devrelius went deeper on DATA's next chapter with @helenebraunn for @CoinDesk ↓
Moving to a chain that already has storage (Walrus) and encryption (Seal) built in is a sensible choice for DATA. Together with Trace, it gives buyers a way to verify whether an AI dataset is original, licensed or even exclusive.
From finding our focus in AI data to the thinking behind joining the Sui stack
CEO @devrelius went deeper on DATA's next chapter with @helenebraunn for @CoinDesk ↓
From the moment a contributor records it to the moment an AI lab uses it, every step is traceable, a receipt, access controlled by policy, and payment back to the person who made it.
That’s what rights cleared AI data should look like.
TheWorld.ip retweeted
Building Trace at scale means making deliberate choices about where we invest our resources.
Joining the Sui stack gives us the infrastructure to grow while keeping our focus on the products and applications driving real adoption.
@devrelius on our next chapter ↓
TheWorld.ip retweeted
The more AI is used in the real world, the more it matters to know where its training data came from, whether it’s verified, and where it’s stored. Provenance, with Trace for receipts and Walrus for storage, can’t be an afterthought.
DATA is coming to @SuiNetwork.
The DATA Network and Trace are joining the Sui stack, bringing a live supply of rights-cleared AI training data to infrastructure built for AI workloads.
With 250M+ receipts already recorded by Trace, AI labs will be able to source real-world data with verifiable provenance, while @WalrusProtocol provides the underlying storage layer.
Sui Foundation is investing $30 million in the DATA Network, establishing the largest institutional stake in the network, alongside the continuing holdings of PIP Labs and the DATA Foundation. Furthering the alignment, SY Lee, founder of the DATA Network and CEO of PIP Labs, joins Sui Foundation as Strategic Advisor.
In the coming months:
▸ The DATA Network will be upgraded to run as a protocol natively on Sui
▸ Walrus becomes the default storage layer for DATA Foundation apps
▸ $DATA remains the token of the DATA protocol
The next chapter of DATA starts here.
TheWorld.ip retweeted
We’re partnering with @OpenGradient.
They verify AI inference at the network level. We make the evidence public.
Every model run on OpenGradient can now leave a record anyone can check.
The more AI is used in the real world, the more it matters to know where its training data came from, whether it’s verified, and where it’s stored. Provenance, with Trace for receipts and Walrus for storage, can’t be an afterthought.
DATA is coming to @SuiNetwork.
The DATA Network and Trace are joining the Sui stack, bringing a live supply of rights-cleared AI training data to infrastructure built for AI workloads.
With 250M+ receipts already recorded by Trace, AI labs will be able to source real-world data with verifiable provenance, while @WalrusProtocol provides the underlying storage layer.
Sui Foundation is investing $30 million in the DATA Network, establishing the largest institutional stake in the network, alongside the continuing holdings of PIP Labs and the DATA Foundation. Furthering the alignment, SY Lee, founder of the DATA Network and CEO of PIP Labs, joins Sui Foundation as Strategic Advisor.
In the coming months:
▸ The DATA Network will be upgraded to run as a protocol natively on Sui
▸ Walrus becomes the default storage layer for DATA Foundation apps
▸ $DATA remains the token of the DATA protocol
The next chapter of DATA starts here.
TheWorld.ip retweeted
This is just the start.
soon you'll see more and more AI use cases landing on @WalrusProtocol
THIS IS JUST A START
TheWorld.ip retweeted
If you’re building agents, we're building for you.
An open, verifiable hub for AI data and models.
verio.network
TheWorld.ip retweeted
DATA Network and its Trace registry are joining the Sui stack, with Walrus as the default data layer.
Rights cleared AI training data, provenance onchain:
- 250M+ contributions registered
- 3M+ receipts/day
- $30M Sui Foundation investment
DATA is coming to @SuiNetwork.
The DATA Network and Trace are joining the Sui stack, bringing a live supply of rights-cleared AI training data to infrastructure built for AI workloads.
With 250M+ receipts already recorded by Trace, AI labs will be able to source real-world data with verifiable provenance, while @WalrusProtocol provides the underlying storage layer.
Sui Foundation is investing $30 million in the DATA Network, establishing the largest institutional stake in the network, alongside the continuing holdings of PIP Labs and the DATA Foundation. Furthering the alignment, SY Lee, founder of the DATA Network and CEO of PIP Labs, joins Sui Foundation as Strategic Advisor.
In the coming months:
▸ The DATA Network will be upgraded to run as a protocol natively on Sui
▸ Walrus becomes the default storage layer for DATA Foundation apps
▸ $DATA remains the token of the DATA protocol
The next chapter of DATA starts here.
DATA Network and its Trace registry are joining the Sui stack, with Walrus as the default data layer.
Rights cleared AI training data, provenance onchain:
- 250M+ contributions registered
- 3M+ receipts/day
- $30M Sui Foundation investment
DATA is coming to @SuiNetwork.
The DATA Network and Trace are joining the Sui stack, bringing a live supply of rights-cleared AI training data to infrastructure built for AI workloads.
With 250M+ receipts already recorded by Trace, AI labs will be able to source real-world data with verifiable provenance, while @WalrusProtocol provides the underlying storage layer.
Sui Foundation is investing $30 million in the DATA Network, establishing the largest institutional stake in the network, alongside the continuing holdings of PIP Labs and the DATA Foundation. Furthering the alignment, SY Lee, founder of the DATA Network and CEO of PIP Labs, joins Sui Foundation as Strategic Advisor.
In the coming months:
▸ The DATA Network will be upgraded to run as a protocol natively on Sui
▸ Walrus becomes the default storage layer for DATA Foundation apps
▸ $DATA remains the token of the DATA protocol
The next chapter of DATA starts here.
TheWorld.ip retweeted
DATA is coming to @SuiNetwork.
The DATA Network and Trace are joining the Sui stack, bringing a live supply of rights-cleared AI training data to infrastructure built for AI workloads.
With 250M+ receipts already recorded by Trace, AI labs will be able to source real-world data with verifiable provenance, while @WalrusProtocol provides the underlying storage layer.
Sui Foundation is investing $30 million in the DATA Network, establishing the largest institutional stake in the network, alongside the continuing holdings of PIP Labs and the DATA Foundation. Furthering the alignment, SY Lee, founder of the DATA Network and CEO of PIP Labs, joins Sui Foundation as Strategic Advisor.
In the coming months:
▸ The DATA Network will be upgraded to run as a protocol natively on Sui
▸ Walrus becomes the default storage layer for DATA Foundation apps
▸ $DATA remains the token of the DATA protocol
The next chapter of DATA starts here.
TheWorld.ip retweeted
Our biggest speech data release yet:
Today, we’re introducing our Indic Speech Release on @huggingface: 3,845+ hours of transcribed speech across Hindi, Telugu, Tamil, and Bengali.
• 353K+ recordings
• Longer, real-world speech samples
• Speaker + demographic metadata
• Per-example validation signals
Built to help teams train, evaluate, and find the failures that short-clip benchmarks tend to hide.
