The way we recognize contributors is evolving.
Today, recognition is mostly tied to OG promotions, but we're building a system that recognizes contributions more consistently.
Here's an early look. Let us know what you think ↴
An early look at the new system:
•- Ever felt like your contributions deserved recognition, but not quite a role ascension? This is built around that gap.
•- Instead of the three-tiered OG roles, it moves toward a single, continuously growing status with no ceiling on how
How do you benchmark AI systems when the benchmark itself is uncertain?
@psdnai tested three frontier models on Bengali transcript review and compared them with native linguists.
Spoiler alert: low-resource languages are still a blind spot for flagship AI models ↓
Bengali is spoken by ~280M people.
Yet when we tested frontier models on Bengali transcript review, they rarely agreed on what was incorrect.
The results point to a broader challenge for AI in low-resource languages ↓
Our Monthly Validator Update is out. A monthly report covering IP Strategy’s validator business and treasury income strategies, designed to provide greater transparency into operations and yield generation.
Validator highlights (May 1–31, 2026): → 246,584.17 $IP earned from
@khairun4491: Contributing for more than nine months, Aleeza has been a steady presence in the Pakistani community. Through content creation, active participation on X, and ongoing involvement in community initiatives, she has built a strong track record that earns her a place
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 ↓
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 ↓
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