Swamination

God, Family, Geek.

[Swamination @Swamination]

My running list of 300+ in & around Bittensor. Sharing in case it is useful or as an intro tool. No, it will not always have everyone & everything or be up to date. Being on or off the list is not any form of endorsement or lack of. Let's gooooooo!!!
https://t.co/KNitniF9P6

[Swamination @Swamination]

Great people with a great pulse on #Bittensor. Go hang out. You will not regret it! @proofoftalk

[Yuma @YumaGroup]

Greetings from @proofoftalk 2026 in Paris!

Make sure to see our CRO @EvanMalanga speaking this afternoon at 5:35pm, and say hello at the official Bittensor Track happy hour afterward.

Or reach out to Evan, @LindsMikeStone or @JourdanYuma to meet.

[Swamination @Swamination]

Cooking. Serving. Decentralized. Realized. #Bittensor

[Yuma @YumaGroup]

A lot happened on Yuma-accelerated subnets in May. some highlights:

1️⃣ SN23 @trishoolai for AI security landed SN64 @chutes_ai as a client, and had parent company Astroware accepted into the @nvidia Inception program.

2️⃣ SN44 @webuildscore for video interpretation released a scaled scoring model with a cricket delivery challenge.

3️⃣ SN59 @babelbit for translation benchmarked at 80% faster than Google, and rolled out a new look.

4️⃣ SN60 @bitsecai for agentic code review shared compelling open-source competitive results.

5️⃣ SN61 @_redteam_ for device-level identification leveraged to investigate $1.5B Bybit incident.

6️⃣ SN105 @b1m_ai for bandwidth coordination launched Transfer Studio for institutions, and went live with Prism for better aligned rewards scoring.

If you're building with AI, give them all a look. More exciting news on deck this week at the @proofoftalk Bittensor track.

[Swamination @Swamination]

@Old_Samster “Just for fun” - Jon

[Swamination @Swamination]

Highly recommended. Also check out earlier repost of Evan chatting with Lex Sokolin. #Bittensor #ProofOfTalk

[Yuma @YumaGroup]

Join us on the Bittensor track to hear Yuma CRO @EvanMalanga speak on June 2 at 5:35pm.

Or reach out to chat while you're in Paris.

[Swamination @Swamination]

❤️‍🔥

[Proof of Talk @proofoftalk]

Yuma is coming to the Louvre.

We’re delighted to welcome @YumaGroup as a Gold Sponsor of the Bittensor Track at Proof of Talk 2026.

A @DCGco company building on Bittensor, Yuma is emerging as the leading institutional gateway into Bittensor and the subnet economy.

From subnet incubation to institutional access, they are helping builders and stakers to develop subnets that unlock the next frontier of intelligence.

As innovators begin to look seriously at Bittensor, Yuma is becoming the most important bridge into the open intelligence economy.

This summer, Yuma joins us at the Louvre.
Gold Sponsor of the Bittensor Track at Proof of Talk.

[Swamination @Swamination]

Always a great time with @VenturaLabs, talking all things #Bittensor! https://t.co/0rfxZYKPSf
Shoutout on the security segment: a few teams working to solve security challenges:
@_redteam_ - Leveraging intelligence for secure decision-making
@bitsecai - Unearthing hidden threats within code
@trishoolai - Monitoring AI alignment (Halo Guard now in @Chutes!)
@yanez__ai - Protecting the human in an AI world

@YumaGroup

[Yuma @YumaGroup]

"You start to realize: if you can incentivize and commoditize it, you can build it on Bittensor."

Yuma Chief Protocol Specialist Paul Swaim on Bittensor as a market-driven protocol for coordinating global AI work, speaking on the new @VenturaLabs episode.

[Swamination @Swamination]

Pertinent in this AI age. @Trishool living in the spaces many forget to protect. Awesome integration with @Chutes.

[Trishool | SN23 @trishoolai]

Our announcement just got featured on @taodaily_io .

Huge shoutout to the TAO Daily team for the detailed coverage on yesterday’s big update with @chutes_ai.

If you haven’t checked it out yet, kindly go through the article. We’re just getting started, and a lot more exciting developments are on the way!

Read here:
https://t.co/X4UCXZLJgu

[Swamination @Swamination]

The future is bright.

[Lex Sokolin | Generative Ventures @LexSokolin]

In case you missed it...

Had a great chat with @EvanMalanga, Chief Revenue Officer of
@Yumagroup

[Swamination @Swamination]

@SiamKidd Respect. "Like arrows in the hands of a warrior are children born in one's youth." - Psalm 127

[Yuma @YumaGroup]

App, custody, and institutional users on @cryptocom can now stake both $TAO and subnet tokens through Yuma's validators, enabling access to @bittensor ecosystem yield for the trading platform's 150M+ global audience.

[Swamination @Swamination]

#Bittensor - "Let me tell you why you're here. You're here because you know something...That there's something wrong with the world...It is this feeling that has brought you to me."

[This Week in Startups @twistartups]

A Vietnamese miner with a GPU can now compete with anyone in the world.

No visa. No approval. No gatekeeper.

This is what Bittensor subnets actually unlock: anyone, anywhere, plugging into a global network and getting paid purely on contribution.

This is what permissionless actually means.

[Swamination @Swamination]

https://t.co/0g4RMkxKVH

[Andy ττ @bittingthembits]

🚨 $TAO two words this morning:

Training 80.

SN3 Teutonic-LXXX is live.
LXXX is 80 in Roman numerals.

This is the largest decentralized AI training run in history.

An 80B parameter model is being trained competitively, on-chain, by miners around the world.

No OpenAI data center.
No Google TPU cluster.
Decentralized compute. Winner-takes-all emissions.

The important part is the perplexity chart. Perplexity started extremely high and collapsed down toward the 25 range. Lower perplexity means the model is getting better at predicting the dataset.

In simple terms:

The model is learning.

That is what people need to understand.

After the drama, SN3 did not disappear. The system kept moving.

Dashboard:

Reign #107 the throne has changed hands 107 times

King PPL dropping steadily from 4,000+ at genesis down to 25.02 today

Each reign earns $247/hr in $TAO emissions

Miners competing every 3-4 hours, pushing the model lower

How the mechanism works straight from @const_reborn:

"We construct the loss landscape as a market. Miners compete to win the sequence of updates which take the loss lower. This creates a pure incentive-driven loss reduction game across all available compute."

Point your agent at https://t.co/bd182xwiUk, plug in a compute key via LIUM or Targon it figures out the rest.

Every miner that dethrones the King improves the model. Every reign is a training step.

The incentive is the research.

Running right now at https://t.co/bd182xwiUk.

The largest decentralized training run ever.

Happening on Bittensor.
Happening on SN3.

$TAO

DYOR.

🔗 https://t.co/mHFsDQaOqw

[Swamination @Swamination]

Raising the bar on discoverability. Everyone keep shipping. @YumaGroup #bittensor

[Yuma @YumaGroup]

Check out TaonSquare, where builders can explore all the AI tools powered by Bittensor. Review subnet capabilities, pricing, API details and more, or let your agents do it via MCP. https://t.co/C03ZdoHdua

[Swamination @Swamination]

Reality is still loading...

[Kyle Daigle @kdaigle]

Yup, platform activity is surging. There were 1 billion commits in 2025. Now, it's 275 million per week, on pace for 14 billion this year if growth remains linear (spoiler: it won't.)

GitHub Actions has grown from 500M minutes/week in 2023 to 1B minutes/week in 2025, and now 2.1B minutes so far this week.

So we're pushing incredibly hard on more CPUs, scaling services, and strengthening GitHub’s core features.

And as a fine purveyor of hand-crafted shit code for many years, I'm not gonna weigh in on that. 🤣

[Swamination @Swamination]

Another EDU team leveraging #Bittensor: https://t.co/ohuGoADoHi Multidisciplinary @LehighU students are performing R&D and working from product to code on a healthcare data subnet on @hippius_subnet robust storage (shoutout to Dubs, Mog, and the rest of the Hippius team!). A blessing to get to work with so many talented people. @YumaGroup

[Swamination @Swamination]

So true. Leveraging the top talent in the world to combat the top threats. #Bittensor helps stay ahead of the curve. These teams have a passion to keep you safe. @yanez__ai @bitsecai @_redteam_

[Yanez.ai @yanez__ai]

The work being done in Bittensor by these subnets provides a strong competitive advantage in the W2 world. Decentralized intelligence if guided and leveraged properly can be unmatched. Lets go @bitsecai and @_redteam_.

Many thanks to the @mentatminds team for delivering. We talked about it a few times, and here it is.

$TAO @yanez__ai

[Swamination @Swamination]

Correct: “My thesis is subnets are shipping product”. IMO

[@jason @Jason]

Bought another ~$50k in $tao

Current exposure is ~$750k

My price target is $500 in 2026

My thesis is subnets are shipping product

This is not investing advice, this is me asking you to savage my trade so I learn

#jaytrading

[Swamination @Swamination]

An honor for @YumaGroup to work with @UConn students and Dr. Wanik. Another talented crew building relevant solutions on #Bittensor. Not the only higher edu seeing the importance and power of decentralization! Check out their work. https://t.co/kK7qEH7uHS