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 ↓
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 ↓
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 staking → 99.98% uptime → 13,297.35 $IP earned in validator fees → 33.4M unlocked $IP staked
➤ Since launch (Sep 18, 2025), IP Strategy’s validator has generated 2,268,331.13 $IP in cumulative rewards, representing ~$6.07M in revenue based on recognized cost basis.
ℹ️ Treasury yield strategy update: → Program generated $394,144 of gross income to date → Average monthly yield 3.92% (47% annualized) → Initial allocation: 3M $IP deployed into a structured covered-call strategy
@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 among our Seekers.
@hayxenxt: A leading voice in the Bengali community, Hayxen co-hosts weekly X Spaces and regularly breaks down Story updates into accessible educational content. Whether on X or Discord, she consistently helps others learn, contribute, and stay engaged.
@Siyam_Ahmed17: Siyam has spent the last eight months helping grow and inform the Bengali community. From educational content and quiz events to co-hosting weekly Spaces, he has been a reliable contributor and community organizer throughout.
@surojitpvt: Joining the Adept ranks, Surojit has paired community involvement with hands-on building. He contributed to Nythera during the CDR Hackathon and has remained an active participant in Story Dev Office Hours, staying closely connected to the latest developments across the ecosystem.
@Smith_creator: One of Story's longest-standing contributors, Smith has supported the community since the early days and runs a dedicated Story Protocol community page to help keep others informed. His promotion to Adept reflects a long history of consistent contributions.
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.
Numo tasks are now live for Filipino, Indonesian & Malay speakers!
If you speak any of these languages, start contributing today and help build the future of AI!
Huge thanks @psdnai#Numo
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.
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.