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.
Booom retweeted
Kled can now collect data across 108 different tasks and multiple modalities.
Whether you're a data marketplace with billions of assets like @usekled or a company naturally generating highly specialized data, you should use Trace to protect and let others verify the origin of your data.
The biggest hurdle to data acquisition is proving origin.
Data in the Wild, ep. 002.
Task context
•- Clean a small aquarium + replace water
•- 10 minutes
•- A home in the Philippines
Capture
•- Handheld monocular Samsung SM-A135F
•- 1280×720, H.264
Embodied behavior
•- Two-handed handling across glass, water, tools + small loose objects
•- Actions: remove_decor, transfer_water, rinse_vessel, replace_decor, fit_lid, wipe_surface, return_container
•- Challenges: transparent water, reflective glass, wet-tool handling + long-horizon sequencing
Video collected from Numo, our data collection app that sources real-world data. Poseidon then refines these captures for model training, with a focus on long-tail tasks.
Booom retweeted
Praxis built AI for collective action.
Join our first campaign to populate a new city. Our initial goal is 2500 Commitments to Move.
praxisnation.com
Booom 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.
Booom 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 ↓
mushy here, looking for my next full-time role in community, comms, marketing, or ops
most recently the head of community at DATA, led through incidents, strategy, and narrative work, plus a bunch more at Doodles and Pudgy Penguins beforehand
if you're hiring, I'd love to chat!
The Data Foundation has invested $3 million into Kled, bringing our total funding to now $14 million.
We’ve been extremely selective with our investors and have only taken strategic capital. The foundation will be joining some of the top venture funds and angels who have all backed Kled as the world’s leading human data marketplace.
Kled is on track to do over 5 billion user uploads and have over 2 million daily active data contributors this year. Onwards and upwards.
Kled the leading human data marketplace has officially partnered with The DATA Foundation to onboard over 1.5 billion user records on chain.
We've spent the last 3 months working directly with some of the leading foundation models and labs. The single biggest point of discussion was trust. Labs have 0 room for error and consumer data is the single largest but also most sensitive data type on the planet.
Labs need two things before confidently purchasing a dataset.
1. A clean audit record: end-to-end receipts, consent forms, and proof of payment. They need to fully trust that data uploaded on the marketplace can confidently be licensed without consumers introducing risk into training pipelines.
2. Full confidence that the data on our marketplace is original. Not pirated, not AI generated. They need to fully trust that data uploaded is real human unaltered content that can significantly enhance a training pipeline.
We've been hugely against 99% of all blockchain offerings that have come our way, but things aligned way too well here and we found a unique opportunity to build something great.
Kled will be moving its full audit rails onto DATA Network, backed by a16z crypto, Polychain, and other top VCs.
The instant a user uploads data to our platform we create an anonymized receipt that is automatically sent to the TRACE (demo video, live links, and more in the post below). The content hash ID, signed consent forms, full payment record, and end-to-end timestamps.
Any AI lab can now verify the legitimacy of any dataset in seconds, making us the first data marketplace in history to publicize its data audit records. Consumer identities are fully anonymized and hidden, no users will be exposed in the process.
To add to this Kled will also be supporting USDC payouts on DATA Network. This will be alongside other stablecoin options rolling out with our existing fiat payouts. All of this will be fully auditable on DATA Network as well.
Lastly Kled and The DATA Foundation will be pooling its efforts to create the world’s best fraud detection protocol. We will be allocating the majority of our time/resources towards creating this, labs need to trust our data and the creation of AGI will be a function of this trust.
I'm also joining The DATA Foundation with a Part Time Advisor Role as the Chief Data Officer, where I’ll be advising the foundation team to make sure the Trace audit product reflects what AI labs actually need to license data with confidence.
The DATA Foundation's audit / licensing rails and Kled's data marketplace are complimentary in nature, labs need both. Kled is the largest contributor to that audit layer so we have the most skin in the game to get this product right.
Every effort described here will create a safer future for consumers and labs. We are here to set the gold standard for trust and nothing will stray us away from this goal. Onward.
Introducing Trace.
Trace is our flagship, public audit and search platform where every asset permanently registered on DATA Network can be accessed.
AI Labs can search every human contributed photo or voice sample and drill into any individual record to see the full audit trail.
Trace is where labs and regulators can filter by dataset, app, data type, modality, and time to verify data provenance so AI models can be trained with confidence.
Booom retweeted
The CDR Hacakthon kicks off in 2 days.
If you’re building for data marketplaces, personal agents, or anything involving sensitive data, this is for you.
@jacobmtucker breaks it down ↓
Booom retweeted
IP Strategy is collaborating with @houseofdoge and @BragHouse (Nasdaq: TBH) on a unified ecosystem for onchain IP registration and creator monetization.
▶ The initiative is focused on giving creators and content owners tools to register, manage, and monetize IP onchain by establishing verifiable ownership and greater control over their commercial identity. All records within the platform will be owned by the individual, ensuring permanent portability and transparency.
The collaboration brings together three layers:
→ IP Strategy as the U.S.-facing registration portal for onchain IP registration
→ House of Doge as the commercialization and monetization engine built on Dogecoin
→ Story as the underlying blockchain infrastructure and global IP registry
ℹ️ The partnership also targets two key gaps: trust and compliance.
The platform is designed to enable:
• Immutable records of agreements and transactions
• Transparent, auditable proof of performance and payment
• Streamlined compliance for brand owners, partners, and financial backers
• A marketplace to connect IP, NIL, and content owners with brand owners
Booom retweeted
Most private data is still economically unusable.
CDR changes that.
If you’re building with sensitive data, start here ↓




















