In the rush to build decentralized AI, there’s been a flood of subnets collecting data across the web. But one challenge keeps surfacing: how do you make sure that data is real, recent, and truly human?
That’s where Subnet 111 (OneOneOne) comes in. The team is focused on building infrastructure for authentic, user-generated content (the kind of data that captures the real voices of people online).
From social media posts and reviews to forum discussions and blogs, Subnet 111 is creating a decentralized pipeline of genuine, human-created media that AI models can trust.
At launch, the subnet started by indexing Google Maps reviews using external data providers. It worked, but something felt missing. As the team explains, “We weren’t fully embracing the composable, interconnected vision that Bittensor enables.”
That realization led to a key shift: instead of going outside the network, why not build from within it?
The Power of Subnet Composability
The real magic of Bittensor isn’t just decentralization, it’s composability. Subnets can talk to each other, borrow each other’s strengths, and combine forces to build stronger, faster, smarter systems.
Subnet 111 embraced this philosophy.
a. For LLM inference, they integrated with Chutes AI (Subnet 64) to generate unpredictable validation keywords.
b. For real-time X data, they turned to Macrocosmos’ Gravity (grounded on Subnet 13).
c. For authenticity checks, they tapped Desearch (Subnet 22) to verify tweets and prevent false data.
This interconnected approach made the system more resilient and efficient. Each subnet does what it’s best at, and together, they create something greater than the sum of their parts.
Why Macrocosmos Was the Perfect Fit
When Subnet 111 began looking for a reliable data provider for their X integration, Macrocosmos stood out immediately. With its Gravity infrastructure grounded on TAO’s Subnet 13, it achieves:
1. Real-Time Access
Gravity provides live, on-demand access to social data with minimal delay. This, right here, is essential for a subnet that rewards miners for speed.
2. Structured Output
Every response from Gravity arrives neatly organized, complete with metadata like user details, engagement metrics, and timestamps.
3. Proven Infrastructure
Instead of building their own scraping system from scratch, Subnet 111 could rely on Macrocosmos’ battle-tested tools.
4. Ecosystem Alignment
By integrating Gravity, Subnet 111 not only gains speed and reliability but also feeds value back into Subnet 13.
Every query made by their miners drives demand for Gravity’s infrastructure, strengthening the entire Bittensor network.
Simple Integration, Powerful Results
One of the biggest advantages of using Macrocosmos is how easy it is to integrate. Subnet 111 built Gravity directly into their base miner code, making it the default method for collecting X data.
Once validators issue a keyword challenge, miners query Gravity’s API and instantly receive structured, real-time tweet data; complete with all the context they need.
Macrocosmos handles the heavy lifting, while Subnet 111 focuses on validation and scoring. The result?
a. Faster rollout of new features
b. Greater miner efficiency
c. More reliable, high-quality data
For a subnet designed to reward authenticity and responsiveness, this integration was a game changer.
Why This Collaboration Matters
For Subnet 111, it means speed, scale, and reliability: they shipped full X support in weeks instead of months.
For Macrocosmos, it means consistent demand for Gravity’s infrastructure as Subnet 111’s network of over 200 miners continues to grow.
And for Bittensor, it’s proof that collaboration beats competition. When subnets share resources and align incentives, the entire ecosystem becomes stronger, more efficient, and more innovative.
What’s Next for Subnet 111
Subnet 111 is far from done. The team is expanding across multiple fronts:
a. Adding more content platforms and data sources
b. Building tools for spam detection, bot filtering, and sentiment analysis
c. Launching a public API at oneoneone.io, which will provide developers and AI systems with subscription-based access to verified, human-created content
The mission remains simple, and it is to become the leading infrastructure for authentic, AI-ready content in Web3.
Closing Thoughts
The future of decentralized AI isn’t about subnets competing in isolation. It’s about collaboration, specialization, and composability.
Each subnet on Bittensor contributes vital value:
a. Macrocosmos (Subnet 13) powers real-time data.
b. Chutes (Subnet 64) drives LLM generation.
c. Desearch (Subnet 22) verifies authenticity.
d. Subnet 111 ties it all together, transforming human content into usable intelligence.
As the Subnet 111 team puts it, “We can’t build the future of AI alone. But together, we can build something that’s real.”
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