AI-native infrastructure for the $80T IP asset class.

Joined December 2021
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The internet was the first dataset. What's next is being built now. Meet @SPChinchali from @Psdnai
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Reminder → Numo is now available for speakers of: ▸ Filipino ▸ Indonesian ▸ Malay Contribute → earn.
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New to Numo? Here's a primer: x.com/psdnai/status/20496144…

Apr 29
Getting started with Numo? You may be asking: ▸ What kind of tasks will I do? ▸ Who is eligible to use Numo & receive payments? ▸ How are quality checks done? ▸ What do I get for my Poseidon Season 1 contributions? All of this and more in our Numo FAQs ↓
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AI can only scale if people keep contributing. On @IBM's Making Data Simple, Story CPO @devrelius explains why the next generation of AI requires a trust layer between models and the humans behind their intelligence. Transparency, attribution, and incentives ↓
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Tamil has reached its contribution goal on Numo. நன்றி to everyone who contributed. This is what compounding momentum looks like.
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200 contributors have already completed the Contributor Check-In. Make sure you're one of them. Check in below ↴
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The Contributor Check-In helps us track contributions across the Story ecosystem. Whether you're building, participating onchain, contributing through Numo, or simply connecting with others in the eco, this is how we connect your work to future opportunities. Complete the form and claim your Contributor role: discord.gg/storyprotocol
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The CDR Hackathon is now complete ☑ Meet the winners: Technical Track ▸ Litmus @blancowillfind ▸ CDR Kit @Chain_Oracle App Track ▸ Keyring @soarinskysagar ▸ Nythera @nythera_vault ▸ Confide @TekDiverse ▸ Sigmax @AbdoViper23 ▸ Zerosight @ZeroSight_ Job well done.
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Tap in for demos by the selected projects: x.com/StoryEngs/status/20629…

All winning projects from the CDR Hackathon. A thread ↓
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[CDR Hackathon] Demo Day! 🎉 x.com/i/broadcasts/1kKzDDopq…

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1 week, dozens of builders. Time to meet our Finalists. CDR Hackathon Demo Day: ▸ Tomorrow, June 5 ▸ 12pm ET We'll be showcasing projects that tackle real-world privacy problems, from encrypted AI workflows to private data marketplaces. Live at @StoryEngs Hackathon site.
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Southeast Asia is one of the most mobile-first, multilingual regions in the world. That matters for the future of voice AI. Filipino, Indonesian, and Malay are now live on Numo.
Numo tasks are now available for speakers of: ▸ Filipino ▸ Indonesian ▸ Malay Start contributing today.
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Submissions for the CDR Hackathon are due tomorrow. TBT to the Technical Paper that started it all.
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I expect this number to 10x within a few months. Right now Numo is in early access, with very few tasks as we build out the whole end to end pipeline. We are just getting started.
760k submissions on Numo from 13k contributors in 1 month. Turns out, when you make it simple to contribute to AI, people show up. Still early.
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How to supercharge the AI economy: • Capture long-tail, real-world data • Hardcode attribution into the supply chain • Put IP rails beneath every input and output • Repeat
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Human data will be a $1T/year market because AI never stops learning from people. The demand for IP is infinite.
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May 27
You cannot improve what you cannot measure. LibriSpeech is 1,000 hours of clean English audiobook narration, but real voice products deal with noisy rooms, dialects, code-switching, and non-English speech. That is why SONAR introduces the PSDN Score: a composite metric that combines WER, CER, and semantic similarity to evaluate whether a transcript preserves both the words and the meaning.
May 19
Voice AI has an evaluation problem. Models look strong on public benchmarks, then collapse on real-world audio. Introducing sonar.psdn.ai: a recipe-driven evaluation framework for low-resource languages, real-world audio, and production failure modes. Details ↓
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