4. This is the idea behind projects like Numo by @StoryProtocol , where the focus is not just collecting data, but building a fair exchange between humans and AI systems!
More reliable, high quality data in exchange for ownership and rewards!
AI knows all the answers to your queries, but how?
AI systems are trained on massive amounts of information collected from people.
Conversations, articles, code, opinions, and even feedback all become part of the learning process!
Lets talk about it in detail!
3. If AI companies use human data, there should be a fair system where people get credit, ownership, or rewards for their contribution!
This creates a fair balance:
AI companies get better and more reliable data while
people get recognition and value for what they contribute
Rialo let apps do heavy work offchain and only prove the result onchain, saving cost while staying secure!
how come? lets study!
> Traditional blockchains make every validator re-run transactions to check if results are correct.
> This makes heavy, expensive, or private computations hard to do onchain.
- Rialo solves this using proof-carrying computation, instead of re-running work, validators check a cryptographic proof.
- Computation happens offchain while Rialo only verifies the proof onchain.
- If the proof is valid, @RialoHQ accepts the result and updates blockchain state.
This makes blockchain faster, cheaper, and able to handle more complex apps.
It also protects privacy because private data doesn’t need to be revealed to validators.
GRialo guys! Another day to talk about @RialoHQ
Rialo is building a system where heavy work happens offchain, while the blockchain only checks proof that the work was done correctly.
This means apps can handle complex tasks, private data, AI, and real-time systems without making the blockchain slow or expensive!
Simplifying Rialo Article:
Main Idea: Don’t redo the work, just prove it was done right!
Traditional blockchains use state machine replication (SMR) where every node re-executes transactions for security, this is indeed secure, but it is slow and expensive.
Every node re-checks every transaction by running it again.
Proof-carrying computation by @RialoHQ changes this idea. Instead of re-running work, nodes just check a proof that says this was done correctly.
So, execution happens once, not many times.
The chain only verifies the proof, which is much faster.
Work can happen offchain, but still be trusted onchain.
This enables complex apps, private data, and heavy computations.
Most people chase roles, I chased contribution!
I joined @StoryProtocol around October last year, and within just 2 months, I earned the OG role in the community.
People often say I was one of the fastest users to achieve OG, and this is how I did it:
> I focused only on high-quality content.
> I introduced X Spaces to the Story community, before that, no one was really hosting spaces around Story.
>I hosted Karaoke's and tutorial sessions within Discord server.
> I joined every event hosted by others and made sure i speak and contribute equally.
> Within 5 months, I hosted 25+ spaces covering Story updates, ecosystem discussions, and 3 Karaoke's. I also gave new users a chance to come on mic, share their POVs, and contribute to the community.
One of the major thing IMO is:
> I didn’t limit myself to my own region.
> I built genuine friendships and connections with people from different parts of the world, which helped me grow both personally and within the community.
Although I was never a fan of chat farming just to earn roles. But by naturally spending time in the server, supporting discussions, and hanging out with friends, I still ended up reaching around 15k chats.
At the end of the day, I didn’t just earn the OG role but I became part of a strong community, and that will always be one of my biggest wins with Story.
Simplifying Rialo Article:
Main Idea: Don’t redo the work, just prove it was done right!
Traditional blockchains use state machine replication (SMR) where every node re-executes transactions for security, this is indeed secure, but it is slow and expensive.
Every node re-checks every transaction by running it again.
Proof-carrying computation by @RialoHQ changes this idea. Instead of re-running work, nodes just check a proof that says this was done correctly.
So, execution happens once, not many times.
The chain only verifies the proof, which is much faster.
Work can happen offchain, but still be trusted onchain.
This enables complex apps, private data, and heavy computations.
Most AI models now a days learns from internet data only, but the next leap in AI will come from real human interactions, their voices, cultures, and languages from the real world and real people.
And that’s why Numo feels important!
Build by @psdnai on @StoryProtocol meet Numo.
It collects native voice data in Bengali, Hindi, Tamil, and Telugu for now.
Its a huge step toward making AI more inclusive and representative for billions of people, not only English speakers.
The future of AI shouldn’t only understand English internet culture.
It should understand how the world actually speaks.
AI was trained on the open internet, but the data that matters most lives in the real world.
Introducing early access to Numo, an app built to collect the next generation of AI training data.
Starting with voice data collection in Bengali, Hindi, Tamil, and Telugu.
Details ↴
Everyone can build an AI agent that can act on their own without needing humans.
Where they can:
> Send money
> Use Applications
> Write codes
> Make decisions
But these can become dangerous at large scale.
And this is why @RialoHQ wants to solve this using blockchain governance.
Rialo records and controls every agent action on-chain before execution.
Using AI is powerful but without trust? Its useless.
Rialo believes the future of AI is not just smarter agents, but systems that can securely govern and coordinate them using blockchain technology.
What happens when builders, communities, and competition come together every week?
Yesterday, 650+ users joined the Shark Tank hosted by @RialoHQ on their Discord server.
That’s record-breaking community activity and the growth has been completely organic.
From around 100 participants in the early days to 650+ now, the journey has been amazing to watch.
Every week, builders join the Shark Tank to showcase their products to the community.
The best projects gain visibility, community support, and opportunities within the Rialo ecosystem.
What happens when builders, communities, and competition come together every week?
Yesterday, 650+ users joined the Shark Tank hosted by @RialoHQ on their Discord server.
That’s record-breaking community activity and the growth has been completely organic.
From around 100 participants in the early days to 650+ now, the journey has been amazing to watch.
Every week, builders join the Shark Tank to showcase their products to the community.
The best projects gain visibility, community support, and opportunities within the Rialo ecosystem.
Did you know you can earn money just by reading a few paragraphs?
Meet Numo by @psdnai by @StoryProtocol , AI data contribution platform where people earn by recording their voice in native languages.
The recordings are used to train AI models.
Week 1 stats for Numo:
▸ 210,000+ contributions
▸ 18,000+ contributors
right now
Vietnamese , Tamil , Telugu , Hindi and Bengali Voice Data Collection is live!
Check it out here! https://t.co/P3nsk1SeII
Subzero Labs (@RialoHQ) got featured by CBOE which is one of the largest exchanges in the world handling billions of trades every year.
Rialo is now connecting directly to CBOE’s high-quality financial data.
This means developers don’t need to build complicated systems to collect or manage that data anymore.
> It makes building financial apps faster and more reliable.
> Everything is integrated, so developers can focus more on creating useful products.
This partnership shows that subzero is competing at a high level!
Innovation Spotlight: @Subzero_Labs
Subzero Labs is the original contributor and infrastructure startup behind Rialo, a next generation blockchain network. Rialo provides developers with real time, top-of-book pricing across 9,500 listed instruments using Cboe's EDGX data.
"The integration of Cboe's EDGX data is a cornerstone of our infrastructure for real apps and real use cases," says Ade Adepoju, Co-founder and CEO of Subzero Labs. "By bringing professional grade market data directly into our ecosystem, we are giving developers the reliable pulse of global markets they need to build the next generation of financial products."
👉 Read the full case study: https://t.co/TLvVk4Vg3t
Poseidon is one of the biggest and best voice datasets right now!
> Many different languages, accents & voices are included.
With the help of Numo by @psdnai now its getting better and better!
> You share your voice
> You get paid for it
AI companies have been using our voices for a long time now, recording it from our social media accounts & we didn't know we could get paid for it!
With the help of Numo now we can choose to share our voices, accent, languages and get paid for it.
Explore @psdnai by @StoryProtocol!