Rayan.ip

IP Lead @StoryProtocol | Volunteer @zama | OGurus @0G_labs | Vibe Coder | Building Web3 Apps | Discord: ryan0x2
prompt engineering , autonomous agent

[Poseidon @psdnai]

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 ↓

[Story @StoryProtocol]

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 ↓

[IP Strategy (Nasdaq: IPST) @ipstrategy_]

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

[Story @StoryProtocol]

The next bottleneck in AI isn’t model performance. It’s data.

From scraped internet content → real-world, consented, high-context data.

[Story @StoryProtocol]

It's been a while since we last welcomed new OGs.

The work hasn't slowed down. Meet this week's newest additions ↴

[Rayan.ip @ryan0x28]

@StoryProtocol @Siyam_Ahmed17 @khairun4491 Congratulations...

[Story @StoryProtocol]

@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.

[Story @StoryProtocol]

Reminder → Numo is now available for speakers of:

▸ Filipino
▸ Indonesian
▸ Malay

Contribute → earn.

[Story @StoryProtocol]

Tamil has reached its contribution goal on Numo.

நன்றி to everyone who contributed.

This is what compounding momentum looks like.

[Story @StoryProtocol]

The internet was the first dataset.

What's next is being built now.

Meet @SPChinchali from @Psdnai↓

[Story @StoryProtocol]

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.

[Rayan.ip @ryan0x28]

@StoryEngs Lets goo

[Story Engineers @StoryEngs]

[CDR Hackathon] Demo Day! 🎉 https://t.co/m0ZR02JSMh

[Story @StoryProtocol]

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.

[Rayan.ip @ryan0x28]

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

[Poseidon @psdnai]

Numo tasks are now available for speakers of:

▸ Filipino
▸ Indonesian
▸ Malay

Start contributing today.

[Poseidon @psdnai]

Numo tasks are now available for speakers of:

▸ Filipino
▸ Indonesian
▸ Malay

Start contributing today.

[Rayan.ip @ryan0x28]

@StoryProtocol new era

[Story @StoryProtocol]

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.

[Story @StoryProtocol]

Submissions for the CDR Hackathon are due tomorrow.

TBT to the Technical Paper that started it all.

[Andrea | Devrelius @devrelius]

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.