polblancoo (τ‎ , τ‎ )

Developer always in progress.
#Bitcoin
#Tao
#Polkadot blockchain
btc | ETH |Tao | Dot |

[2xnmore @2xnmore]

Everyone talks about $TAO as the Bitcoin of AI.

Nobody explains the single mechanism that makes that comparison actually true.

It is called the Yuma Consensus. Once you understand it, you will never look at decentralised AI the same way again.

Here is the full breakdown.

Bitcoin's consensus is simple. Did you produce a valid hash? Yes or no. Binary. Easy to verify.

AI is not binary. One model gives a better answer than another. One prediction is more accurate. One image is sharper.

How does a decentralised network agree on which output deserves the reward when quality itself is a matter of judgment?

That is the problem Yuma Consensus was built to solve.

Bittensor is organised into subnets.

Each one is a specialised market for a specific AI task. Language inference. Image generation. Financial predictions.

Each runs independently with its own rules and its own participants.

Inside every subnet, there are two types of participants.

Miners are the producers. They run the actual AI models and compete to produce the highest quality outputs.

Validators are the judges.

They test miner outputs, grade the results, and submit scores to the blockchain.

Yuma Consensus takes all of those scores and converts them into two outputs: emissions for miners and dividends for validators.

The miners whose outputs validators collectively agreed were best get paid the most.

The validators whose judgments aligned with the honest majority get paid the most. Everyone else gets less.

Here is the anti-manipulation layer that makes this work.

Yuma does not average scores blindly.

If a validator inflates scores for their own miners while tanking everyone else, Yuma identifies the deviation and penalises them through a metric called VTrust.

VTrust is a validator's trust score. Low VTrust means lower dividends. High VTrust means higher rewards.

Real example. A validator called SuperTao ran ten miners in Subnet 85 and gave all of them near-perfect scores while scoring every other miner near zero.

A clear attempt to capture emissions unfairly.

Yuma ignored their weights, dropped their VTrust, and slashed their dividends automatically.

No vote. No governance process. No human intervention. The algorithm self-corrected.

That is not a feature. That is the entire security model of decentralised intelligence.

Most consensus mechanisms agree on objective facts. Yuma reaches an agreement on probabilistic and qualitative outputs.

It determines whether one AI response was better than another across an entire network of competing producers.

Miners are forced to improve continuously because only consensus-approved work gets paid.

Validators are forced to stay honest because misalignment costs them money directly.

The network does not need to trust any individual participant.

It only needs the honest stake majority to outweigh the dishonest minority.

And it structurally ensures honesty is always more profitable than collusion.

Five companies control the most powerful AI systems ever built.

Bittensor plus Yuma Consensus is the credible alternative where the best intelligence wins based on merit, not marketing budget.

No permission required. No gatekeepers. No terms of service that can change overnight.

Yuma Consensus is not just an algorithm. It is the reason decentralised intelligence is actually possible.

Most people holding $TAO still do not fully understand what they own; now you do.

[Andy ττ @bittingthembits]

🚨 $TAO's @YumaGroup just built something that changes how the world will see this ecosystem. And it's not just for humans.

People keep asking where the use case is. It's been here. It's just that nobody had put it all in one place until now.

TaonSquare. https://t.co/WSrG0kZp8U

One place. Every product powered by Bittensor. Searchable. Comparable. Priced. API-accessible.

• GPU compute from $0.09/hour.
• Decentralized storage at $0.003/GB.
• Serverless AI inference from $3/month.
• Cinematic video generation.
• Autonomous coding agents.
• Synthetic genomics.
• Real estate valuation.
• Decentralized model training.
• Quantum compute.
• Bitcoin mining pools.
• AI-powered 3D generation.
• Finance tools.
• Robotics.
• Science.

All of it. One directory. Built by Yuma DCG's Bittensor subsidiary.

Your AI agents can query TaonSquare directly via MCP. They can browse subnet capabilities, check pricing, compare products, and access the full catalog programmatically. The market of intelligence is now machine-readable.

This is what legitimacy looks like. This is what an ecosystem looks like when it has real products, real pricing, and real infrastructure behind it.

128+ subnets. One open market. Anyone can contribute. Anyone can build on top of it.

The app store for decentralized AI just launched.

$TAO

Always DYOR.

[Victor VL @VictorVL_EN]

Bittensor Ecosystem Highlights of the Week #57

// SUBNET UPDATES & ACHIEVEMENTS

➤ @webuildscore SN44
Score announced a major alliance between @manakoai and @PwC_France to bring physical AI to enterprises at global scale.
(https://t.co/l3MmZtGCCB)

Out of 1000+ startups that applied, their BD @arnod3f also won the @ParisBlockWeek startup competition.
(https://t.co/acwRjPgVRU)

➤ @IOTA_SN9 SN9
They unveiled “ResBM”, their SOTA compression technique for pipeline-parallel training across the internet.
(https://t.co/5xyq0W6WYv)

➤ @TargonCompute SN4
@AskVenice released its new model, Venice Uncensored 1.2, trained on Targon.
(https://t.co/KWzLbij6vR)

➤ @SynthdataCo SN50
During their Q1 alpha call, they shared that Synth ended Q1 at $70k MRR.
(https://t.co/hZ8iyRSD7c)

They also added $HYPE, $XRP, and $WTIOIL to Synth dashboards and API.
(https://t.co/Ez34mu8wOL)

➤ @bitmind SN34
CysecOnline, South Africa’s trusted digital forensics experts, is now integrating BitMind into its services.
(https://t.co/1jwaT4SZ9A)

➤ @resilabsai SN46
Their portal is now live, and you can now access their “Institutional Grade Property Pricing API.”
(https://t.co/90qGYvNNuh)

➤ @Data_SN13 SN13
Thanks to their Dataverse CLI, they processed 147k+ jobs in April through their API.
(https://t.co/yHXbi0YM5k)

➤ @brainplay_ai SN117
@Shiftlayer_Ai completely redesigned and relaunched BrainPlay, a subnet that incentivizes AI benchmarking through games and agents.
(https://t.co/9NJl6rM1wd)

➤ @chutes_ai SN64
@nevika_ai added Chutes to its provider dropdown.
(https://t.co/p73aeE528I)

➤ @metanova_labs SN68
The NOVA nanobodies competition is now live.
(https://t.co/e4zcJZTDLb)

➤ @EnigmaSN63 SN63
Subnet 63 rebranded to Enigma.
(https://t.co/tzWGPTsNcm)

➤ @ridges_ai SN62
Ridges dropped some feature updates for Ridgeline.
(https://t.co/FjtRL8y3mq)

➤ @oroagents SN15
Oro’s agents software competition is now live.
(https://t.co/w1wJKL8qQk)

➤ @babelbit SN59
Their new incentive mechanism, Arena, is now live.
(https://t.co/AFN1fdJmgx)

➤ @TPN_Labs SN65
Agents building on @SkaleNetwork can now access TPN’s decentralized proxy network and pay for it autonomously.
(https://t.co/O38PAr1FSu)

➤ @djinn_gg SN103
Djinn teased and shared some screenshots of its upcoming app.
(https://t.co/wfc4R91YZL)

➤ @minotaursubnet SN112
Minotaur released its roadmap.
(https://t.co/C5UIX81PtV)

// BITTENSOR ECOSYSTEM

➤ @ExploitSummit
You can now grab your ticket for the Exploit Summit Bittensor event in Montréal, Sept 28–29.
(https://t.co/JorqcdcnK2)

➤ @ParisBlockWeek
Const speaking with @Bpifrance at PBW.
(https://t.co/yumSIvd8nu)

➤ @TrustedStake x @KrakenInsto
They announced their official validator staking partnership with Kraken Institutional.
(https://t.co/urgfZ1Iudi)

➤ @TAOInstitute_
TAO Institute, a Bittensor research and analytics platform, is now live.
(https://t.co/tzRKiK6KZ0)

// PODCASTS & ARTICLES

➤ @opentensor Novelty Search with @const_reborn to talk about the new locked stake mechanism, “conviction”.
(https://t.co/szkyteTII6)

➤ First Chutes AMA with @jon_durbin, where they mentioned their approach to decentralized training.
(https://t.co/DmNcapzL5K)

➤ @JesusMartinez podcast with Jon Durbin from Chutes
(https://t.co/ulzy1XkTGE)

➤ @herelle_jean Crunch podcast with @numinous_ai
(https://t.co/1nBYytTMhE)

➤ Hash Rate 165 by @markjeffrey with @micaelabazo from Metanova
(https://t.co/GfnyFrp8RA)

➤ @twistartups podcast hosted by @Jason with @bitmind and @MacrocosmosAI
(https://t.co/nPGJgWhALR)

➤ Twist podcast with Resi
(https://t.co/BFfuAsF0sm)

➤ Hash Rate 166 with @MaxScore
(https://t.co/KZzPC62eqG)

➤ Revenue Search 63 by @SiamKidd and @MarkCreaser with @Bitrecs
(https://t.co/5UhCDhFMLy)

➤ @Novig podcast with @HarryDCrane from Djinn.
(https://t.co/84afge9qiO)

➤ @mccrinbc article about IOTA “Science in the Face of Chaos”
(https://t.co/lpBm5G1kUU)

$TAO

[Crypto Avex @CryptoAvex]

Hi Justin,

Here is my detailed reply over your post on $TAO is a ponzi thread.

I read your every word.
Here’s where you are wrong.👇🏼

Claim 1: “$328M emissions vs $15M revenue = ponzi”

Bitcoin generated $0 revenue for years.
Ethereum’s early revenue didn’t justify its emissions either.
Every L1 bootstraps with inflation. That’s not a ponzi, that’s protocol growth stage.

The question is: does revenue trajectory justify the model? For $TAO, it does.

Claim 2: “Chutes costs 3.5x more than Deepseek”

Correct, today.
But Deepseek is subsidized by Chinese state capital.
Venice AI chose Bittensor ANYWAY. PwC France chose Bittensor ANYWAY.
Why would sophisticated institutions pay MORE unless they’re getting something centralized providers can’t offer?
Censorship resistance. Privacy. Unstoppable compute.

Claim 3: “Subnet owners keep 100% revenue + 18% emissions = scam”

This is literally how every startup ecosystem works. AWS builders keep their revenue too.
App Store developers keep 70%.
The emissions are venture capital in protocol form funding builders to create real products.

BIT-0011 “Conviction Mechanism” literally just addressed operator accountability.

Claim 4: “Validators taking 41% of rewards is inefficient”

Validation IS the product in a trustless network. Ethereum validators take rewards too. You want decentralization without the cost of decentralization, that’s not how cryptography works.

Claim 5: “No incentive for centralized orgs to use TAO”

PwC France. SN44. 136 countries. 6-8 months legal due diligence.
Venice AI Erik Voorhees. Subnet 4. Live right now.
TAO Institute. Institutional-grade research. Launched this week.
Grayscale ETF filing. Still active.
You wrote this critique without doing complete homework !!

The real conclusion:

Every criticism in this thread applies equally to Ethereum in 2017.
Low revenue. High inflation. Unproven utility. “Theatre.”
ETH went from $8 → $4,800.

You are not wrong about the risks.

But you are just early on the wrong side.

I am not here to fool anyone.

I am here because I have done the work.

And the work says: $TAO is early, not broken. 💎

Thank you for your attention to this matter!

Regards,
@CryptoAvex

[Openτensor Foundaτion @opentensor]

Introducing a new cryptographic governance primitive
>> Conviction

- The Formula:
Conviction = Stake x Time.

- Linear Unlocking:
Lock Alpha tokens for a set duration (e.g., 365 days) to prove long-term commitment.

- Mutable Ownership:
If an owner acts maliciously, the community can collectively lock their tokens to a new key and vote them out.

- Delegated Conviction:
Miners and investors can delegate their conviction to cryptographically back teams they trust.

First, testing this primitive on subnets 3, 39, and 81 to help the community regain control before a wider rollout.

* Initial design still being tuned and tested, more information

E071 // Hosted by @const_reborn
00:00 - Addressing the recent subnet owner exploit & subnet governance
07:18 - Introducing the "Conviction" mechanism
11:38 - Rollout Plan: starting with subnets 3, 39 & 81
18:42 - AMA Begins
21:03 - How subnet teams can still raise capital (OTC)
24:47 - Q&A: Hostile takeovers & malicious whales
41:22 - Why centralized competitors can't buy and kill decentralized subnets
54:14 - @mogmachine joins: Scenario testing subnet impacts

Drop your thoughts or questions ↓

#Bittensor #TAO #CryptoGovernance

[polblancoo (τ‎ , τ‎ ) @polblancoo]

I just joined @handshake_58 — an AI marketplace where agents pay each other with USDC.

Get your free credits: https://t.co/hcS5aXlULC

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@DBATTAGLIAYtube Hola pregunta cuanto Btc tiene en mira acumular y si hay otro toquen que tengan en la mira para establecer estrategia similar .otra como piensan garantizar rentabilidad luego de 2030/2035 cuando btc sea estable , cual seria ...

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@Moobulls Lfg

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@midudev Muy bueno . Aun le faltan cosas , pero va por buen camino .

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@elonmuskADO 40

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@DeFiTracer Great

[ᴛʀᴀᴄᴇʀ @DeFiTracer]

Trump announced that a deal between China and the US will happen

This could end the two-year tariff war that’s been weighing on all markets

Such a policy will bring back all the money that left crypto during this chaos

The conflict between nations ends with a signal for growth

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@dropdotmoney Tge ...?

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@dropdotmoney @dropdotmoney TGE ...?

[polblancoo (τ‎ , τ‎ ) @polblancoo]

Amaizing! Great job

[Kenton Ralph Toews @KentonC137]

Marketing is moving forward. Took 2-3 weeks to hire a CMO (@rxggietan). Took him 2-3 weeks to understand THORChain and put together a game plan. We are in the midst of finalizing the plan for the next 3 months right now. Next 2-3 weeks will be implementing the plan.

We want to do everything possible. But we have to prioritize the steps. So that one thing builds on the other. Like laying the foundation for a home, framing it, putting up drywall, painting, etc.

We are going to start with SEO. Then re-do the https://t.co/hjm5ruzcfH website to make it more about swapping. Re-doing the website includes updating the brand package (colors, icons, etc) that can be used on social media and advertising.

Once the above is done, the swap interface should be more complete so we can start doing public relations and pay per click.

While that is going on, will look into adding THORChain to research platforms.

Right now is behind the scenes work so that's why you dont "see" anything being done.

@THORChain
$RUNE

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@akashnet @yuju185168 Rune /ruji

[polblancoo (τ‎ , τ‎ ) @polblancoo]

@mattunchi Convicción, cimientos solidos y tiempo, mas no se puede .No hay garantias igual , la estadistica dice 1 de cada 10 lo logra

[codehans @codehans1]

Oracles aren’t an afterthought that you outsource to a 3rd party

They’re critical infrastructure and should be inbuilt and enshrined in any protocol that requires them