
Building the world's AI data network. CEO @datafdn
Global
Joined March 2017
- Tweets8.4K
- Following1.5K
- Followers10.4K
- Likes22.9K
Andrea retweeted
soon you'll see more and more AI use cases landing on @WalrusProtocol
THIS IS JUST A START
Andrea retweeted
Trace registers over 3M data receipts EVERY DAY
Currently, we are able to surface tons of metadata related to a receipt's provenance:
- Did the contributor sign ToS/PP?
- Where did the data come from?
- When was it captured/uploaded? By what device?
This is the 1st major step in making the data that apps like @useKled collect SELLABLE to AI labs
But the next step is actually verifying ourselves that this information is true:
- Scanning the file itself to discover its metadata
- Verifying the data wasn't tampered with
- Keeping the original copy
By storing files on @WalrusProtocol, we can verify that every data receipt is what is says it is
And give frontier AI labs the complete confidence needed to purchase data in bulk
Trace turns any company into a data company
Walrus is becoming the default storage layer for @datafdn and Trace, the onchain registry for rights-cleared AI training data.
Trace records where AI training data came from and who owns it.
Walrus stores the original file, keeping it tamper-proof and accessible only to licensed buyers.
Trace has already registered more than 250M contributions and adds over 3M receipts a day, from apps that license data to frontier AI labs.
The next generation of AI will be trained on data from people, making provenance a procurement requirement. Walrus and @SuiNetwork make that provenance verifiable.
Read the announcement: sui.io/blog/data-network-joi…
RT @datafdn: The DATA Network is onboarding audit receipts for hundreds of broadcast programs from Maryland Public Television, one of the l…
Andrea retweeted
The DATA Network has just received clearance to onboard audit receipts for over 500,000 hours of video content spanning 30,000 pieces of entertainment, including Bugs Bunny, Woody Woodpecker, Tennessee Tuxedo, Tom & Jerry, The Pink Panther, Popeye, The Twilight Zone, Garfield, and thousands of other classics.
Kled is onboarding this content to Trace so its ownership, provenance, licensing rights, and usage history can be independently verified before it is sold to AI labs.
This is the future of the AI data market. The world’s most valuable IP will increasingly require permanent, transparent audit trails before it can be licensed for AI training, and those records will live on the DATA Network.
Andrea retweeted
The definition of "rare data" is in flux.
Online content ≠ rare (it's been scraped)
Technical datasets ≠ rare (again, scraped)
Trustworthy human data = rare (can't be scraped)
Proving that rarity is now critical.
@jacobmtucker breaks down how receipts work on Trace ↓
Kled has registered over 15 million file records on the Trace Audit Portal in just a few days.
Four multi billion dollar frontier AI labs have already begun using Trace to verify the integrity and provenance of Kled's data before making purchases.
This is only the beginning. The Data Foundation will continue expanding the system until every file on Kled is fully auditable on chain.
Live here: trace.datafdn.org/audit/kled
Kled has just signed a $12 million non-exclusive data deal over the next 2 years making the marketplace officially profitable.
We’re now heavily expanding our team to bring Kled to android, support every global currency / payment method, increase our daily uploads and registrations on Trace by 2x in 1 month, and roll out our next fraud detection model for better data quality.
We want the best engineers in the world. All open careers can be found here: kled.ai
Andrea retweeted
Story's latest protocol feature, CDR ("Confidential Data Rails"), enables new app ideas that share private data.
For example, an app in which writers publish an article where a piece of the content is privately encrypted onchain and only accessible via a paid license.
Andrea retweeted
Every major shift in crypto bridges back to the real world.
@Ray_scale from @Grayscale on why Story matters ↓
Andrea retweeted
Did we just become best friends @VitalikButerin ?
xitter.cf/vitalikbuterin/status/…
I was recently at Real World Crypto (that's crypto as in cryptography) and the associated side events, and one thing that struck me was that it was a clarifying experience in terms of understanding *what blockchains are for*.
We blockchain people (myself included) often have a tendency to start off from the perspective that we are Ethereum, and therefore we need to go around and find use cases for Ethereum - and generate arguments for why sticking Ethereum into all kinds of places is beneficial.
But recently I have been thinking from a different perspective. For a moment, let us forget that we are "the Ethereum community". Rather, we are maintainers of the Ethereum tool, and members of the {CROPS (censorship-resistant, open-source, private, secure) tech | sanctuary tech | non-corposlop tech | d/acc | ...} community. Going in with zero attachment to Ethereum specifically, and entering a context (like RWC) where there are people with in-principle aligned values but no blockchain baggage, can we re-derive from zero in what places Ethereum adds the most value?
From attending the events, the first answer that comes up is actually not what you think. It's not smart contracts, it's not even payments. It's what cryptographers call a "public bulletin board".
See, lots of cryptographic protocols - including secure online voting, secure software and website version control, certificate revocation... - all require some publicly writable and readable place where people can post blobs of data. This does not require any computation functionality. In fact, it does not directly require money - though it does _indirectly_ require money, because if you want permissionless anti-spam it has to be economic. The only thing it _fundamentally_ requires is data availability.
And it just so happened that Ethereum recently did an upgrade (PeerDAS) to increase the amount of data availability it provides by 2.3x, with a path to going another 10-100x higher!
Next, payments. Many protocols require payments for many reasons. Some things need to be charged for to reduce spam. Other things because they are services provided by someone who expends resources and needs to be compensated. If you want a permissionless API that does not get spammed to death, you need payments. And Ethereum + ZK payment channels (eg. ethresear.ch/t/zk-api-usage-… ) is one of the best payment systems for APIs you can come up with.
If you are making a private and secure application (eg. a messenger, or many other things), and you do not want to let people to spam the system by creating a million accounts and then uploading a gigabyte-sized video on each one, you need sybil resistance, and if you care about security and privacy, you really should care about permissionless participation (ie. don't have mandatory phone number dependency). ETH payment as anti-sybil tool is a natural backstop in such use cases.
Finally, smart contracts. One major use case is _security deposits_: ETH put into lockboxes that provably get destroyed if a proof is submitted that the owner violated some protocol rule. Another is actually implementing things like ZK payment channels. A third is making it easy to have pointers to "digital objects" that represent some socially defined external entity (not necessarily an RWA!), and for those pointers to interact with each other.
*Technically*, for every use case other than use cases handling ETH itself, the smart contracts are "just a convenience": you could just use the chain as a bulletin board, and use ZK-SNARKs to provide the results of any computations over it. But in practice, standardizing such things is hard, and you get the most interoperability if you just take the same mechanism that enables programs to control ETH, and let other digital objects use it too.
And from here, we start getting into a huge number of potential applications, including all of the things happening in defi.
---
So yes, Ethereum has a lot of value, that you can see from first principles if you take a step back and see it purely as a technical tool: global shared memory.
I suspect that a big bottleneck to seeing more of this kind of usage is that the world has not yet updated to the fact that we are no longer in 2020-22, fees are now extremely low, and we have a much stronger scaling roadmap to make sure that they will continue to stay low, even if much higher levels of usage return. Infrastructure for not exposing fee volatility to users is much more mature (eg. one way to do this for many use cases is to just operate a blob publisher).
Ethereum blobs as a bulletin board, ETH as an asset and universal-backup means of payment, and Ethereum smart contracts as a shared programming layer, all make total sense as part of a decentralized, private and secure open source software stack. But we should continue to improve the Ethereum protocol and infrastructure so that it's actually effective in all of these situations.
Andrea retweeted
AXO (Agent Accessibility Optimization) is a new standard that outlines how *usable*, not just discoverable, websites are
→ "Can an agent easily subscribe to my platform?"
→ "How many tokens are burned when an agent views my homepage?"
Coming soon to axoscore.com ↴
Andrea retweeted
If your friend group isn't discussing:
▸ Claude Code vs Codex
▸ Recursive self-improvement loops
▸ How to pronounce “n8n”
Then you need a new friend group.
Or you can join @StoryEngs for Local Host 3000.
Live in 1 hour ↴
In a tough macro environment, predictable supply events can become magnets for short-term behavior. We’d rather make the disciplined call early and keep building for the long term.
For us, we’re thinking about creating the conditions to focus. Focus on shipping, on deepening product-market fit, and on the parts of the ecosystem where we’re seeing the strongest pull.
Over the past year, the Story roadmap has sharpened as new use cases and industry forces have accelerated, particularly at the intersection of IP and AI. That’s changing how we prioritize, where we invest time, and how we think about the next phase of the network.
What’s become increasingly clear is that as AI systems scale, the hardest problems are around data, ownership, and alignment (not models or compute). We’re seeing growing demand for infrastructure that can support high-quality/rare data, clear rights, and sustainable incentives at the same time. That’s where we’re focusing our energy.
Following strong validator and community support, two governance proposals with direct impact on Story’s tokenomics and staking incentives have passed and are being implemented.These will reduce excess issuance, expand participation, and better align the network for the long run.
We’ve been tightening the economic foundations of the network: reducing emissions from locked tokens, broadening access to staking, and increasingly rewarding active, unlocked participation. This unlock update is a natural extension of that work.
Creating that kind of infrastructure requires focus. Decisions like this give us the optionality to build without being pulled into short-term dynamics and gives us the freedom to prioritize and iterate. Iterate a lot and fast.
This update delays any new liquidity from previously locked tokens by six months (Feb 13 → Aug 13). No changes to supply, allocations, or vesting. Just timing.
It will give us room to execute with alignment and clarity as we move into what we see as a defining chapter for Story.
Andrea retweeted
After 2 years at Story, this is one of my all-time "aha" moments!
A remix created on @rcade_co - the platform that allows anyone to legally remix music using Story's IP license - just won 3rd place in NANA's contest
She and her producer both listened to it and loved it 😍
It was NOT easy… but the winners are in
After an incredible wave of 171 global submissions, we’re excited to announce the top 3 winners of the Global Remix contest Ft. NANA
1st Place: Apollo XO
2nd Place: Kizombaparty
3rd Place: Thoai66
Go give them some love and checkout the remixes
→ nana.ariaprotocol.xyz/




















