I would like to officially share that QueryAgent is moving to the next round of the subnet Ideathon.
We give thanks to God.
Now it is no longer just an idea, we get to build something special and share it with the Bittensor community.
What we’re building is a platform for automated and verified on-chain analytics.
1/ We’re bringing deAI to on-chain analytics, enabling users to ask questions in plain English and get back SQL + result + snapshot.
Yes, you no longer need to understand SQL to build dashboards. Think of it as Claude for analytics, but not just an assistant.
2/ Every response is reproducible because it comes with the exact query and dataset snapshot.
3/ You can schedule recurring questions for daily or weekly reports.
4/ You get instant charts, tables, and shareable reports generated from verified results.
And this is just a glimpse of what we’re building. There is still so much to do and a lot of work ahead.
The team includes @danielderedev, @_KaWisLeo, and @KarisOkey.
If you believe you can contribute to the success of this product and you share the same vision, please reach out to me.
We need your support now more than ever.
Bittensor Subnet Ideathon — Round I Results 🏆
After reviewing an incredible set of submissions, we’re excited to announce the teams moving forward to Round II (Testnet Phase). Both our Top 7 and Honorable Mention teams will advance to the next round.
Top 7 Teams (Ranked Alphabetically):
• C-SWON — Aditya Singh
• ChronoSeek — Connor Daly
• Defektr — Hiw3
• Mentiss_AI — Jeremy Wang
• OpenMind — Bello Iteoluwakisi
• Proven — Christopher H.G
• vividverse — @vividverseai
Honorable Mentions:
• BitDefense — A.G.
• DaVinci — Chris Romano
• Keyword Intelligence Subnet (KIS) — Ozan Andaç
• Moirai Subnet — @ai_moir
• Probity — Dicky Bayu Sadewo
• Query Agent — Daniel Derefaka
• sotarad-ai — Wade
• Talos Protocol — Christopher H.G
• TensorClock — Valeriy Lihachev
• Titan — JKohav
With over 150+ projects, the competition was fierce — and these teams stood out for their strong mechanism design and promising subnet ideas on @opentensor 👏
Subnet 112 Rollout Update
Over the past couple of weeks, we've been bringing Minotaur's flagship App online, testing execution, validator consensus, protocol fees, and preparing for miner competition.
Validators are already reaching consensus on swap execution through our flagship DEX Aggregator App.
Before enabling miner emissions, we're making a few improvements to the miner scoring mechanism to:
1/ Make scoring easier for miners and App developers to understand.
2/ Reduce scoring costs and execution overhead for validators.
3/ Better prevent regressions as solver code evolves over time.
This work matters because scoring determines how the Solving Engine improves.
We're also finalizing the landing page, App dashboard, and documentation portal.
What to expect next:
▫️ Website launch + DEX Aggregator Beta goes live on Monday
▫️ Miner competition and emissions follow soon after
We're taking the time to get the foundation right before they go live.
A major upgrade is coming for miners on Subnet 6.
This Monday, we are releasing a backtestable search endpoint for Numinous miners.
Forecasting agents need more than live search.
To evaluate complex agent configurations over long horizons, miners need access to historical information exactly as it would have been available at the time.
That is the problem this endpoint solves.
A swarm of agents continuously researches our forecasting questions, finds relevant news, base rates, and contextual data, then stores that information in a queryable corpus.
This creates a historical search layer with hundreds of thousands of links available to Numinous miners.
Miners can take the code of a top agent, run it across several months of prior questions, and evaluate performance with statistical significance instead of waiting weeks for live events to resolve.
Live scoring remains the core of the subnet.
But backtesting gives miners and us a faster way to test architectures, compare configurations, and improve forecasting systems without leaking future information.
Forecasting agents need memory.
Now Numinous miners get a backtestable one.
This is a good day to remind everyone that our top miner is still outperforming Gemini, the best-performing foundation-model baseline by Brier score.
The benchmark has been live inside the Numinous Analytics dashboard since February for anyone to track.
From May 28 to date, the top miner has remained consistently ahead of Gemini, with Brier scores around 0.14 - 0.19 versus Gemini around 0.24 - 0.27.
Lower Brier score means better calibrated probabilities.
You should know that Numinous is not just another LLM interface.
It is a forecasting network where miners compete to produce better probabilistic estimates across live events, markets, news, and real-world signals.
That means anyone can use Eversight to access predictive intelligence that is continuously measured, compared, and improved in public.
We believe predictive intelligence should be benchmarked in the open.
Check it out at: https://t.co/Hb2JrOMG7W
As we approach launch, it’s important to understand that Minotaur is not just a DEX aggregator.
The DEX aggregator is the first App launched on the Minotaur App marketplace.
The actual product underneath it is the Solving Engine, a network-wide intent solver that helps execute scoreable on-chain outcomes.
Swaps are the first use case, but the platform is much broader.
Builders will be able to launch their own Apps, define their own outcome criteria, and inherit the same solver competition, validator quorum, and outcome scoring that powers the aggregator.
That means Minotaur is not only shipping a swap product.
We are building an ecosystem where many Apps can run on the same execution infra, and every improvement miners make to the Solving Engine can benefit the entire marketplace.
One Solving Engine. Many Apps.
That is why calling Minotaur a DEX aggregator undersells what is being built.
Here’s a sneak peek 👇
Bittensor | $TAO
There are not a lot of defi inclined products on Bittensor, maybe a hand full
But I'm particularly interested in this one
Minotaur is launching the subnet quite soon
And I've been one of those few people thinking it was just a dex aggregator
Turns out its not a dex aggregator for bittensor subnets. Neither is it just an aggregator
But actually an intent Solving Engine that powers an aggregator and can power any app you wish to build
You just gotta have the intent
Defi itself is a gold mine. We've got dapps doing more volume and revenue that some of the biggest companies
Can't wait to see what @tsliceAI and the team are cooking.
This is exactly why we’re building a subnet scouting CLI.
The tool will let you run checks on any subnet before registering:
• registration cost
• hardware requirements
• validator reward logic
• miner/owner concentration
• emissions distribution
• repo activity
• setup complexity
• capital or latency requirements
• “can I actually mine this on my current setup?”
Because the expensive part is not always registration.
Sometimes the real cost is hidden in the game the validator is rewarding.
A subnet can look cheap from the outside, then you inspect the code and realize it needs inventory, collateral, low-latency execution, or an edge you don’t have.
The goal is simple:
before spending TAO, know whether you have a realistic path to earning.
Cheap registration ≠ cheap mining.
https://t.co/0i3H1qdmno
Some of the cheapest subnets to register for are the most expensive ones to mine.
That sounds backwards until you actually dig into how a subnet works.
A lot of people still judge subnets from the surface.
- you check the registration cost
- Look at the README
- Maybe scan the repo.
- Maybe glance at Taostats.
Then they decide whether a subnet is good.
But that’s not how this works.
The README tells you the story
The validator code tells you who actually gets paid
That difference is really huge.
I was looking into one subnet recently and on the surface it looked cheap enough to test
- Low registration cost
- Active repo.
- Interesting subnet idea.
Normal person sees that and thinks, maybe there’s something here. Then you go deeper and realize the whole thing is basically a different game entirely.
It wasn’t really an AI mining opportunity in the way most people would assume.
It was a capital, execution, and market structure game.
The cheap part was just the registration.
The expensive part was everything that actually mattered.
- Inventory.
- Collateral.
- Latency.
- Fulfillment risk.
- Incumbents already controlling most of the rewards.
Completely different story.
That’s why I think a lot of people are asking the wrong question when they look at subnets.
Not:
“can I register?”
But:
“if I register, do I actually have a path to earning?”
And even that is incomplete.
The better question is:
do I have a path to earning competitively, or am I just paying to learn that someone else already owns the table?
That’s the part I care about now.
when you look at a subnet today, what’s the first thing you check?
Bittensor | $TAO
There are not a lot of defi inclined products on Bittensor, maybe a hand full
But I'm particularly interested in this one
Minotaur is launching the subnet quite soon
And I've been one of those few people thinking it was just a dex aggregator
Turns out its not a dex aggregator for bittensor subnets. Neither is it just an aggregator
But actually an intent Solving Engine that powers an aggregator and can power any app you wish to build
You just gotta have the intent
Defi itself is a gold mine. We've got dapps doing more volume and revenue that some of the biggest companies
Can't wait to see what @tsliceAI and the team are cooking.
As we approach launch, it’s important to understand that Minotaur is not just a DEX aggregator.
The DEX aggregator is the first App launched on the Minotaur App marketplace.
The actual product underneath it is the Solving Engine, a network-wide intent solver that helps execute scoreable on-chain outcomes.
Swaps are the first use case, but the platform is much broader.
Builders will be able to launch their own Apps, define their own outcome criteria, and inherit the same solver competition, validator quorum, and outcome scoring that powers the aggregator.
That means Minotaur is not only shipping a swap product.
We are building an ecosystem where many Apps can run on the same execution infra, and every improvement miners make to the Solving Engine can benefit the entire marketplace.
One Solving Engine. Many Apps.
That is why calling Minotaur a DEX aggregator undersells what is being built.
Here’s a sneak peek 👇
We are pleased to announce that Trishool (SN23) has been officially accepted into the Google for Startups Web3 Program.
This milestone grants us access to up to $200,000 in Google Cloud credits over the next two years, alongside specialized Web3 resources, enhanced technical support, exclusive ecosystem opportunities, and strategic partnerships.
These resources will help us accelerate development, strengthen our AI safety and alignment initiatives, and continue building long-term value within the Bittensor ecosystem.
The work continues. 🚀
Strategy (formerly MicroStrategy) recently executed its first Bitcoin sale since 2022. Between May 26–31, 2026, they sold 32 BTC worth approximately $2.5 million.
This move has contributed to market concern, with Bitcoin declining roughly 14% since 26th May.
The question dominating discussions: Will @Strategy sell more Bitcoin in June 2026?
We brought this live question directly to Eversight, our flagship intelligence terminal powered by Subnet 6.
Eversight Ensemble Forecast: 65% probability that MicroStrategy will sell more Bitcoin in June 2026.
The subnet’s competing AI agents (miners) analyzed recent SEC filings, earnings commentary referencing “disciplined Bitcoin sales” as a treasury tool, dividend obligations, and the company’s long-term accumulation strategy to arrive at this view.
Eversight delivers high-quality, transparent probabilistic intelligence by having hundreds of AI forecasting agents compete and continuously refine their models in real time. It cuts through market noise and crowd sentiment on Polymarket and Kalshi, giving traders, investors, and analysts a sharper edge for decision-making.
Full reasoning, agent trace, and causal graph available here:
https://t.co/S8f8emPWDi