Person. shibshib · ShibShib · Ala S.

Ala Shaabana

The academic half of the founding pair: a McMaster applied-computing PhD and ex-VMware distributed-systems engineer who co-built Bittensor with Jacob Steeves from 2019, ran the foundation's operations, left for Crucible Labs, and explains the network in engineering and institutional terms rather than in Steeves's biological ones.

PersonCo-founder, Bittensor and the Opentensor Foundation; co-founder, Crucible LabsOpentensor Foundation (2019 to 2026), Crucible Labs (2024 onward)active since 2019@shibshib89github shibshib

Further, the executive order maintains a status quo in which only a few corporations can wield AI for their own purposes. Open source AI seeks to democratize and decentralize this power for the greater good.

1 Nov 2023 · in context

In their words, by era

Every quote is verbatim and dated. The reading above each era is written from the cited quotes only. Numbers link to the quote they cite.

Whitepaperto 2020 · 3 quotes

The whitepaper voice, shared with Steeves, frames intelligence as a commodity that needs a new kind of market and names corporate concentration as the failure to fix 001 002 003.

market
2020

As with other commodities, markets could help us efficiently produce machine intelligence. We propose a market where intelligence is priced by other intelligence systems peer-to-peer across the internet.

Opening of the abstract of the Bittensor whitepaper, published under the pseudonym Yuma Rao and credited to Steeves and Shaabana as co-authors.

2020 · bittensor.comwhitepapersecondhandlive
What they call itWhat it is formarketcommodity
2020

Standalone engineers cannot directly monetize their work and what results is centralization where a small set of large corporations control access to the best artificial intelligence.

Introduction of the whitepaper, stating the problem the market is meant to solve; authorship is pseudonymous so the words are credited to the founding pair rather than to Shaabana alone.

2020 · bittensor.comwhitepapersecondhandlive
What is missingWhat is at risk
2020

A new commodity needs a new type of market. This paper suggests a framework in which machine intelligence is measured by other intelligence systems.

Whitepaper introduction, naming intelligence as a commodity and the network as the market for it.

2020 · bittensor.comwhitepapersecondhandlive
What they call itTheir words for thingscommoditymarket

Nakamoto2021 to early 2023 · 12 quotes

To a machine learning audience he describes Bittensor as an API and a decentralised mixture of experts, stresses the fair launch and the block reward, and states the anti-monopoly case as fear of one company owning AGI 008 005 011. By early 2023 he is the operator announcing launches and wind-downs 014 015.

mixture of experts

Shift From market abstraction to engineering description and operational voice.

12 May 2022

Bitcoin is designed in such a way that this digital commodity is very easy to to validate, right? Hashes are immediate to validate and everybody can agree

On the Towards Data Science podcast with Jacob Steeves, explaining to host Jeremie Harris why validating intelligence is harder than validating Bitcoin hashes.

12 May 2022 · Towards Data Science podcastpodcast · 00:12:09verifiedlive
What makes it differentWhat is missingbitcoincommodity
12 May 2022

Any TAO on the system has actually been mined fairly. So it's actually contributed to the general knowledge of the whole system. We didn't kind of do any kind of initial coin offering.

Towards Data Science podcast, answering how the token was distributed.

12 May 2022 · Towards Data Science podcastpodcast · 00:18:37verifiedlive
What it stands forWhy believe themmining
12 May 2022

every 12 seconds or so there is a new block generated. And with that block, there's one TAO that is awarded to the highest performers

Towards Data Science podcast, describing the block reward mechanism to a machine learning audience.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What you getThe proof they point to
12 May 2022

One of the big inefficiencies of AI is...retraining stuff over and over, right? The other kind of side that is also inefficient is the idea of contribution. Today...if I want to contribute to, let's say, an open AI or some massive GPT model...I really kind of have to be either part of the Googles and the Facebooks of the world.

Towards Data Science podcast, explaining what is broken in how AI is currently produced.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What is missingWhat is at riskWhat it is against
12 May 2022

We're an API. And since we are effectively a gigantic, decentralized mixture of experts, what happens is at the mid-tensor layer, any model that you create is going to have...it's really a way to pick experts.

Towards Data Science podcast, describing what Bittensor is in machine learning terms; the auto transcript renders Bittensor as mid-tensor.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What they call itTheir words for thingsmixture of expertsapi
12 May 2022

At BitTensor, the idea is that you as a human have no input over what models you're talking to. It's your own model that's picking and choosing who to talk to, who is best for it. So we kind of remove this human bias part of it.

Towards Data Science podcast, on why peer ranking by models replaces human benchmark curation.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What makes it differentWhat it stands for
12 May 2022

Information itself on the network also compounds. Right. You don't need to relearn things anymore because you're speaking to other models and might have already learned something that your model doesn't know yet.

Towards Data Science podcast, on the benefit a researcher gets from plugging a model into the network.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What you getThe world it buildscompounding
12 May 2022

I find it a little bit more terrifying that a single company, like I don't want to mention, would own AGI compared to all of us owning a piece of it

Towards Data Science podcast, asked about the risks of powerful AI concentrated in a few labs.

12 May 2022 · Towards Data Science podcastpodcast · 00:48:29verifiedlive
What is at riskWhat it is againstHow it feelsWhat it stands for
19 Sep 2022

Because BitTensor is essentially one large mixture of experts model, you can have it interface with these different environments

Bittensor Hub AI Sessions episode 1 on Discord, discussing how models on the network could be pointed at tools; the auto transcript attributes this to Shaabana but speaker labels in that transcript are unreliable.

19 Sep 2022 · The Bittensor Hubdiscordsecondhandlive
What they call itmixture of experts
19 Sep 2022

And I think that the way that BitTensor incentivizes intelligence is very much in that same vein. ... And to know that it's producing something that is incredibly valuable and incredibly productive to the betterment of mankind or humankind is fantastic.

Bittensor Hub AI Sessions episode 1, closing remarks after a discussion of productive resources; the auto transcript attributes this to Shaabana but speaker labels are unreliable.

19 Sep 2022 · The Bittensor Hubdiscord · 01:39:35secondhandlive
What it is forHow it feels
13 Jan 2023

Nakamoto is going to stay the same. We are going to be either launching on Kusama or Polkadot, depending on how this Finney soft launch goes.

TGIFT Finney update recorded on the Bittensor Discord with Jacob Steeves, telling the community how the Finney launch would proceed.

13 Jan 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itHow they sound
13 Jan 2023

We will be winding down Nobunaga in the coming weeks. I will post up an announcement about it as we do it, but Nobunaga is becoming obsolete in the next couple weeks.

Same TGIFT Finney update, announcing the retirement of the Nobunaga test network in the operator's voice.

13 Jan 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itHow they sound

Finney2023 · 5 quotes

He explains the move to a solo chain and introduces subnetworks against the monolith, delegation for small holders, and the idea that anyone can build on top 016 017 018 020.

monolith

Shift Subnets enter his vocabulary; the frame becomes software architecture rather than one big model.

9 Mar 2023

we decided to move as a solo chain so we can get back to our nimble development while simultaneously still looking into Polkadot.

TGIFT Spaces session 2, explaining why Finney launched as its own chain instead of a Polkadot parachain.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itWhat it is againstHow they sound
9 Mar 2023

you don't have just one massive network or one massive monolith. Now you have small subnetworks...these subnetworks can actually take care of different aspects

TGIFT Spaces session 2, introducing the subnet architecture that Finney enables to the community.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their words for thingsWhat makes it differentThe world it buildsmonolith
9 Mar 2023

delegation will actually allow you to maybe hold a few TAO and then be able to earn on that TAO as you delegate to some bigger validator.

TGIFT Spaces session 2, explaining delegated staking to small holders.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Who they addressWhat you get
9 Mar 2023

ChatTensor is actually intended to run in Fini to learn from all the subnetworks we're creating under Fini.

TGIFT Spaces session 2, on the foundation's own chat front end; the auto transcript renders Finney as Fini.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
The proof they point toTheir words for things
30 Mar 2023

it might make sense to talk a little bit about how this, um, really sets down the path for like to build things on top of the tensor for anybody, not just for us or for anybody else.

TGIFT Spaces, steering a conversation led by Carro and Steeves toward the point that subnets let outside teams build on the network.

30 Mar 2023 · The Bittensor Hubdiscord · 00:23:05verifiedlive
Who they addressWhat it stands for

Revolutionlate 2023 to early 2025 · 5 quotes

In the week of the OpenAI board crisis and the Biden executive order he argues for open source AI as a matter of who may wield the technology 023 022, tells Delphi the foundation should dissolve over time 024, and in late 2024 leaves to start a validator that decentralises away from the foundation 025.

open source

Shift Institutional and policy framing replaces engineering framing; the foundation's role becomes a thing to shrink.

1 Nov 2023

Due to their public nature, open source AI projects, such as Bittensor, often lead these discussions, influencing the standards around responsible AI.

Built In op-ed written by Shaabana the week of the Biden AI executive order, making the case for open source AI.

1 Nov 2023 · Built Inarticleverifiedlive
Why believe themWhat it stands for
1 Nov 2023

Contrast what we've learned about open source AI in this article with the recent executive order, which states that every company training an AI model must report this model to the U.S. government and obtain approval.

Built In op-ed, turning from the case for open source to the executive order as its foil.

1 Nov 2023 · Built Inarticleverifiedlive
What is at riskWhat it is against
1 Nov 2023

Further, the executive order maintains a status quo in which only a few corporations can wield AI for their own purposes. Open source AI seeks to democratize and decentralize this power for the greater good.

Closing lines of the Built In op-ed.

1 Nov 2023 · Built Inarticleverifiedlive
What is brokenWhat it is forThe line they repeat
21 Nov 2023

Bittensor's roadmap to dissolve its own foundation over time, completing the decentralized vision through demonstrable self-governance.

Delphi Podcast with Tommy Shaughnessy recorded during the OpenAI board crisis; this wording is the show-notes summary of what Shaabana said about the foundation's role, not a transcript line.

21 Nov 2023 · The Delphi Podcastpodcast · archivesecondhandlive
Their stake in itThe world it builds
15 Nov 2024

as Bittensor continues to scale, the community must further accelerate progress by expanding resources and capabilities, and most importantly, decentralizing away from the Opentensor Foundation and into the world

Medium post announcing Crucible Labs as a validator working in parallel to the foundation; the page returned 403 and this wording comes from a search engine excerpt of it.

15 Nov 2024 · Ala Shaabana on Mediumblogunconfirmedmanual
Their stake in itThe world it builds

Dynamic TAO2025 to mid 2026 · 19 quotes

Subnets become independent entities tied to TAO and are judged like startups 026 043; he offers the city of neighbourhoods and TCP/IP frames, claims the term crypto AI, calls emissions a subsidy, and explains dTAO as staking TAO to get subnet tokens 031 036 037 039 042. The anti-OpenAI line sharpens into the three-people-own-the-libraries image 028.

city

Shift Investor and infrastructure register; the brain metaphor appears only when an interviewer offers it and is swapped for a city.

25 Apr 2025

Each project is almost its own independent entity that is tied to TAO directly.

Zoom interview with Forbes contributor Tor Constantino, describing subnets after dynamic TAO; the Forbes page returned 403 and the wording comes from a search engine excerpt of the article.

25 Apr 2025 · Forbesarticlesecondhandmanual
What makes it differentTheir words for things
9 Dec 2025

One of these subnets may finally bridge the crypto <> normal users gap, and that will make it an industry success, not just bittensor.

X post quoting Sami Kassab's line that four or five successful subnets could make Bittensor a generational success and that more than ten are approaching product-market fit; reached through the fxtwitter mirror of the post.

9 Dec 2025 · @shibshib89 on Xx · archiveverifiedmanual
Why nowThe proof they point toWho they addressbridge
18 Dec 2025

It's like if three people in the world owned all the libraries, teachers and computers, and everyone else needed permission to use them

Interview with CoinDesk's Margaux Nijkerk for the Most Influential profile of Sam Altman, describing the concentration of AI power.

18 Dec 2025 · CoinDeskarticlesecondhandlive
What is brokenWhat it is againstHow they soundlibraries
16 Jan 2026

We looked at projects like Folding@Home or SETI@Home. They were distributed, but they lacked proper incentives, and ultimately they failed. That's when it became clear that blockchain was the missing piece.

Written Q&A with Jeremy Le Bescont for CoinShares' The Node, asked what drew him to blockchain.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What is missingWhy believe themTheir stake in itmissing piece
16 Jan 2026

AI has a fundamental verification problem. Blockchains are very good at verification... you get a trustless, permissionless environment where work can be verified transparently. In many ways, AI verification is the use case blockchains have been waiting for.

CoinShares Q&A, asked why AI and blockchain work well together.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhy nowThe line they repeat
16 Jan 2026

One way to think about it is as a brain. Another is as a city. Bittensor is made up of 'subnets', which you can think of as neighbourhoods or specialised regions. Each subnet solves a different problem — storage, inference, training, object generation, defect detection.

CoinShares Q&A, asked whether it is correct to describe Bittensor as a brain.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What they call itTheir words for thingsbraincity
16 Jan 2026

You also have researchers, including people from traditional Web2 AI labs, who are increasingly interested in decentralised training because it produces more resilient, generalist models.

CoinShares Q&A, asked who is using Bittensor today.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Who they addressThe proof they point to
16 Jan 2026

It all comes down to incentives. Without a token, everyone races to solve the same problem and earns nothing, which is exactly why earlier distributed compute projects failed. By aligning incentives properly, Bittensor gives everyone a fair opportunity to earn based on the value of their work.

CoinShares Q&A, asked why a token is essential to the network.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhat you getWhat it stands for
16 Jan 2026

The OpenAI governance drama highlighted just how centralised AI power has become... At the same time, Bittensor is fully open-source, incentivising transparent AI development. And importantly, the ecosystem has reached a point where builders are moving faster than the core team.

CoinShares Q&A, asked what is driving Bittensor's momentum.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What it is againstWhy nowThe proof they point toTheir stake in it
16 Jan 2026

Decentralised AI changes this by letting you talk to many models at once, with validators selecting the best responses. Instead of one ChatGPT, you're speaking to a room of them. That brings resilience, nuance, and scale, and it opens the door to models with trillions of parameters.

CoinShares Q&A, asked whether decentralised AI is a way past current LLM limits.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What makes it differentWhat you getroom of models
16 Jan 2026

I think Bittensor could become something like TCP/IP for AI. Most people don't think about TCP/IP, but it underpins the entire internet. I see Bittensor becoming that underlying layer, quietly powering AI development everywhere.

CoinShares Q&A, asked how he sees Bittensor evolving.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
The world it buildsWhat they call itThe line they repeattcp ip
16 Jan 2026

Very early. We were among the first to coin the term 'crypto AI', and now you're seeing massive valuations being raised for problems we're already solving. That tells you two things: the market is only starting to understand the value here, and the wave is coming.

CoinShares Q&A, asked whether decentralised AI is still early.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why nowTheir words for thingsTheir stake in itwave
25 Mar 2026

It's basically taking bitcoin's mining side and making that programmable on a new chain

This Week in Startups appearance, explaining Bittensor to a startup audience; quoted in Crypto Briefing's writeup of the episode.

25 Mar 2026 · This Week in Startups, via Crypto Briefingpodcastsecondhandlive
What they call itThe line they repeatbitcoinprogrammable mining
25 Mar 2026

There's a $100,000,000 a year that are handed out basically as a subsidy

This Week in Startups, describing emissions as a subsidy that funds subnet builders; quoted in Crypto Briefing's writeup.

25 Mar 2026 · This Week in Startups, via Crypto Briefingpodcastsecondhandlive
What you getThe proof they point toTheir words for thingssubsidy
25 Mar 2026

It's five to seven times cheaper than Claude code and Codex at a comparable benchmark

This Week in Startups, using Ridges (subnet 62) as the example of a subnet product competing with closed AI tools; quoted in Crypto Briefing's writeup.

25 Mar 2026 · This Week in Startups, via Crypto Briefingpodcastsecondhandlive
SN62The proof they point toWhat it is against
25 Mar 2026

Anyone anywhere in the world can compete

This Week in Startups, on who can mine on a subnet; quoted in Crypto Briefing's writeup.

25 Mar 2026 · This Week in Startups, via Crypto Briefingpodcastsecondhandlive
What it stands forWho they address
25 Mar 2026

You have to stake the TAO to get the subnet tokens

This Week in Startups, explaining dynamic TAO mechanics to a non-crypto host; quoted in Crypto Briefing's writeup.

25 Mar 2026 · This Week in Startups, via Crypto Briefingpodcastsecondhandlive
What you getTheir words for things
25 Mar 2026

We look at these subnets like you would look at startups

This Week in Startups, describing how Crucible Labs evaluates subnets; quoted in Crypto Briefing's writeup.

25 Mar 2026 · This Week in Startups, via Crypto Briefingpodcastsecondhandlive
What they call itTheir stake in itTheir words for thingsstartups
25 Mar 2026

It's not enough to make the best product; you have to market it the best also

This Week in Startups, advice to subnet teams; quoted in Crypto Briefing's writeup.

25 Mar 2026 · This Week in Startups, via Crypto Briefingpodcastsecondhandlive
Who they addressHow they sound

Currentmid 2026 on · 3 quotes

On stage in Paris he leans on Bitcoin's hash rate as the proof that incentives marshal compute, turns Munger's incentives line on subnets, and adds a macro bull case built on debt, liquidity, and sovereign distrust 045 046 047.

bitcoin

Shift Macro and markets language on top of the incentives argument.

2 Jun 2026

We all know that Bitcoin really dwarfs the top 100 supercomputers. Does anybody know, in comparison, what the hash rate is? It's over 600,000 times the power of really what these supercomputers can do. And that's just, really, it's Bitcoin.

On stage at Proof of Talk 2026 in Paris, arguing that decentralised incentive networks out-marshal corporate data centres; quoted by CoinDesk's Olivier Acuna.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
The proof they point toWhy believe themWhy nowbitcoin
2 Jun 2026

Show me the subnet, and I'll tell you what the miners are optimizing for.

Proof of Talk 2026, adapting the incentives line attributed to Charlie Munger to subnet design; quoted by CoinDesk.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
How they soundWhy believe themTheir words for things
2 Jun 2026

The long-term bull case is no longer primarily technological. It is driven by debt, liquidity, and declining trust in traditional sovereign systems. Subnets really create markets. Intelligence really is no longer locked behind issues of organization; signals will define the truth, and performance is really rewarded.

Proof of Talk 2026, closing his argument on why decentralised networks win; quoted by CoinDesk.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
Why nowWhat they call itThe world it buildsmarket

The framework

A brand strategy skeleton turned on the speaker: not what Bittensor's brand is, but what this voice's Bittensor is. Slots with no evidence are left out rather than filled.

1. Foundation

What they say it is for, the world it builds, what it stands for.

Mission

A market that prices machine intelligence peer to peer so that anyone can contribute and be paid for it, and so that AI's power is democratised and decentralised rather than held by a few corporations.

2020

As with other commodities, markets could help us efficiently produce machine intelligence. We propose a market where intelligence is priced by other intelligence systems peer-to-peer across the internet.

2020 · bittensor.comwhitepapersecondhandlive
What they call itWhat it is formarketcommodity
19 Sep 2022

And I think that the way that BitTensor incentivizes intelligence is very much in that same vein. ... And to know that it's producing something that is incredibly valuable and incredibly productive to the betterment of mankind or humankind is fantastic.

19 Sep 2022 · The Bittensor Hubdiscord · 01:39:35secondhandlive
What it is forHow it feels
1 Nov 2023

Further, the executive order maintains a status quo in which only a few corporations can wield AI for their own purposes. Open source AI seeks to democratize and decentralize this power for the greater good.

1 Nov 2023 · Built Inarticleverifiedlive
What is brokenWhat it is forThe line they repeat

Vision

Bittensor as the unnoticed underlying layer for AI, a TCP/IP, made of many specialised subnetworks rather than one monolith, with the foundation itself dissolving into the network over time.

16 Jan 2026

I think Bittensor could become something like TCP/IP for AI. Most people don't think about TCP/IP, but it underpins the entire internet. I see Bittensor becoming that underlying layer, quietly powering AI development everywhere.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
The world it buildsWhat they call itThe line they repeattcp ip
9 Mar 2023

you don't have just one massive network or one massive monolith. Now you have small subnetworks...these subnetworks can actually take care of different aspects

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their words for thingsWhat makes it differentThe world it buildsmonolith
21 Nov 2023

Bittensor's roadmap to dissolve its own foundation over time, completing the decentralized vision through demonstrable self-governance.

21 Nov 2023 · The Delphi Podcastpodcast · archivesecondhandlive
Their stake in itThe world it builds
15 Nov 2024

as Bittensor continues to scale, the community must further accelerate progress by expanding resources and capabilities, and most importantly, decentralizing away from the Opentensor Foundation and into the world

15 Nov 2024 · Ala Shaabana on Mediumblogunconfirmedmanual
Their stake in itThe world it builds
2 Jun 2026

The long-term bull case is no longer primarily technological. It is driven by debt, liquidity, and declining trust in traditional sovereign systems. Subnets really create markets. Intelligence really is no longer locked behind issues of organization; signals will define the truth, and performance is really rewarded.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
Why nowWhat they call itThe world it buildsmarket
12 May 2022

Information itself on the network also compounds. Right. You don't need to relearn things anymore because you're speaking to other models and might have already learned something that your model doesn't know yet.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What you getThe world it buildscompounding

Values

Fair launch with no ICO, open source, permissionless competition from anywhere, and removing human bias from who gets to contribute.

12 May 2022

Any TAO on the system has actually been mined fairly. So it's actually contributed to the general knowledge of the whole system. We didn't kind of do any kind of initial coin offering.

12 May 2022 · Towards Data Science podcastpodcast · 00:18:37verifiedlive
What it stands forWhy believe themmining
12 May 2022

At BitTensor, the idea is that you as a human have no input over what models you're talking to. It's your own model that's picking and choosing who to talk to, who is best for it. So we kind of remove this human bias part of it.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What makes it differentWhat it stands for
12 May 2022

I find it a little bit more terrifying that a single company, like I don't want to mention, would own AGI compared to all of us owning a piece of it

12 May 2022 · Towards Data Science podcastpodcast · 00:48:29verifiedlive
What is at riskWhat it is againstHow it feelsWhat it stands for
30 Mar 2023

it might make sense to talk a little bit about how this, um, really sets down the path for like to build things on top of the tensor for anybody, not just for us or for anybody else.

30 Mar 2023 · The Bittensor Hubdiscord · 00:23:05verifiedlive
Who they addressWhat it stands for
1 Nov 2023

Due to their public nature, open source AI projects, such as Bittensor, often lead these discussions, influencing the standards around responsible AI.

1 Nov 2023 · Built Inarticleverifiedlive
Why believe themWhat it stands for
16 Jan 2026

It all comes down to incentives. Without a token, everyone races to solve the same problem and earns nothing, which is exactly why earlier distributed compute projects failed. By aligning incentives properly, Bittensor gives everyone a fair opportunity to earn based on the value of their work.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhat you getWhat it stands for

2. The problem

What is broken that Bittensor answers, in their telling.

Cultural

AI power is concentrated in a few hands, which he pictures as three people owning all the libraries and teachers and everyone else needing permission.

18 Dec 2025

It's like if three people in the world owned all the libraries, teachers and computers, and everyone else needed permission to use them

18 Dec 2025 · CoinDeskarticlesecondhandlive
What is brokenWhat it is againstHow they soundlibraries
1 Nov 2023

Further, the executive order maintains a status quo in which only a few corporations can wield AI for their own purposes. Open source AI seeks to democratize and decentralize this power for the greater good.

1 Nov 2023 · Built Inarticleverifiedlive
What is brokenWhat it is forThe line they repeat

Market

AI is verified badly and produced inefficiently: work is retrained over and over, contribution requires belonging to Google or Facebook, and earlier distributed projects like SETI@Home died for lack of incentives.

12 May 2022

One of the big inefficiencies of AI is...retraining stuff over and over, right? The other kind of side that is also inefficient is the idea of contribution. Today...if I want to contribute to, let's say, an open AI or some massive GPT model...I really kind of have to be either part of the Googles and the Facebooks of the world.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What is missingWhat is at riskWhat it is against
16 Jan 2026

We looked at projects like Folding@Home or SETI@Home. They were distributed, but they lacked proper incentives, and ultimately they failed. That's when it became clear that blockchain was the missing piece.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What is missingWhy believe themTheir stake in itmissing piece
12 May 2022

Bitcoin is designed in such a way that this digital commodity is very easy to to validate, right? Hashes are immediate to validate and everybody can agree

12 May 2022 · Towards Data Science podcastpodcast · 00:12:09verifiedlive
What makes it differentWhat is missingbitcoincommodity
2020

Standalone engineers cannot directly monetize their work and what results is centralization where a small set of large corporations control access to the best artificial intelligence.

2020 · bittensor.comwhitepapersecondhandlive
What is missingWhat is at risk

Institutional

A single company owning AGI, or a regulator requiring approval for every model, locks in a status quo where only a few corporations wield AI.

12 May 2022

I find it a little bit more terrifying that a single company, like I don't want to mention, would own AGI compared to all of us owning a piece of it

12 May 2022 · Towards Data Science podcastpodcast · 00:48:29verifiedlive
What is at riskWhat it is againstHow it feelsWhat it stands for
1 Nov 2023

Contrast what we've learned about open source AI in this article with the recent executive order, which states that every company training an AI model must report this model to the U.S. government and obtain approval.

1 Nov 2023 · Built Inarticleverifiedlive
What is at riskWhat it is against
2020

Standalone engineers cannot directly monetize their work and what results is centralization where a small set of large corporations control access to the best artificial intelligence.

2020 · bittensor.comwhitepapersecondhandlive
What is missingWhat is at risk
12 May 2022

One of the big inefficiencies of AI is...retraining stuff over and over, right? The other kind of side that is also inefficient is the idea of contribution. Today...if I want to contribute to, let's say, an open AI or some massive GPT model...I really kind of have to be either part of the Googles and the Facebooks of the world.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What is missingWhat is at riskWhat it is against

3. The opportunity

The tailwinds they cite.

Tailwinds

AI verification is the use case blockchains were waiting for; the OpenAI governance drama, the arrival of subnet product-market fit, and a macro turn away from sovereign trust all favour open incentive networks.

16 Jan 2026

AI has a fundamental verification problem. Blockchains are very good at verification... you get a trustless, permissionless environment where work can be verified transparently. In many ways, AI verification is the use case blockchains have been waiting for.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhy nowThe line they repeat
16 Jan 2026

The OpenAI governance drama highlighted just how centralised AI power has become... At the same time, Bittensor is fully open-source, incentivising transparent AI development. And importantly, the ecosystem has reached a point where builders are moving faster than the core team.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What it is againstWhy nowThe proof they point toTheir stake in it
16 Jan 2026

Very early. We were among the first to coin the term 'crypto AI', and now you're seeing massive valuations being raised for problems we're already solving. That tells you two things: the market is only starting to understand the value here, and the wave is coming.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why nowTheir words for thingsTheir stake in itwave
9 Dec 2025

One of these subnets may finally bridge the crypto <> normal users gap, and that will make it an industry success, not just bittensor.

9 Dec 2025 · @shibshib89 on Xx · archiveverifiedmanual
Why nowThe proof they point toWho they addressbridge
2 Jun 2026

The long-term bull case is no longer primarily technological. It is driven by debt, liquidity, and declining trust in traditional sovereign systems. Subnets really create markets. Intelligence really is no longer locked behind issues of organization; signals will define the truth, and performance is really rewarded.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
Why nowWhat they call itThe world it buildsmarket
2 Jun 2026

We all know that Bitcoin really dwarfs the top 100 supercomputers. Does anybody know, in comparison, what the hash rate is? It's over 600,000 times the power of really what these supercomputers can do. And that's just, really, it's Bitcoin.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
The proof they point toWhy believe themWhy nowbitcoin

4. Audience

Who they talk to and what they tell them.

Audiences

Machine learning researchers and Web2 labs in the early years; small TAO holders through delegation; subnet founders and startup investors after dTAO, told to market as well as build.

9 Mar 2023

delegation will actually allow you to maybe hold a few TAO and then be able to earn on that TAO as you delegate to some bigger validator.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Who they addressWhat you get
30 Mar 2023

it might make sense to talk a little bit about how this, um, really sets down the path for like to build things on top of the tensor for anybody, not just for us or for anybody else.

30 Mar 2023 · The Bittensor Hubdiscord · 00:23:05verifiedlive
Who they addressWhat it stands for
16 Jan 2026

You also have researchers, including people from traditional Web2 AI labs, who are increasingly interested in decentralised training because it produces more resilient, generalist models.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Who they addressThe proof they point to
9 Dec 2025

One of these subnets may finally bridge the crypto <> normal users gap, and that will make it an industry success, not just bittensor.

9 Dec 2025 · @shibshib89 on Xx · archiveverifiedmanual
Why nowThe proof they point toWho they addressbridge

5. Competitive positioning

What they set it against.

Against

OpenAI and the closed labs, the Googles and Facebooks as gatekeepers of contribution, the Biden executive order's reporting regime, Polkadot as a home for the chain, and closed coding tools on price.

12 May 2022

One of the big inefficiencies of AI is...retraining stuff over and over, right? The other kind of side that is also inefficient is the idea of contribution. Today...if I want to contribute to, let's say, an open AI or some massive GPT model...I really kind of have to be either part of the Googles and the Facebooks of the world.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What is missingWhat is at riskWhat it is against
12 May 2022

I find it a little bit more terrifying that a single company, like I don't want to mention, would own AGI compared to all of us owning a piece of it

12 May 2022 · Towards Data Science podcastpodcast · 00:48:29verifiedlive
What is at riskWhat it is againstHow it feelsWhat it stands for
1 Nov 2023

Contrast what we've learned about open source AI in this article with the recent executive order, which states that every company training an AI model must report this model to the U.S. government and obtain approval.

1 Nov 2023 · Built Inarticleverifiedlive
What is at riskWhat it is against
18 Dec 2025

It's like if three people in the world owned all the libraries, teachers and computers, and everyone else needed permission to use them

18 Dec 2025 · CoinDeskarticlesecondhandlive
What is brokenWhat it is againstHow they soundlibraries
16 Jan 2026

The OpenAI governance drama highlighted just how centralised AI power has become... At the same time, Bittensor is fully open-source, incentivising transparent AI development. And importantly, the ecosystem has reached a point where builders are moving faster than the core team.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What it is againstWhy nowThe proof they point toTheir stake in it
9 Mar 2023

we decided to move as a solo chain so we can get back to our nimble development while simultaneously still looking into Polkadot.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itWhat it is againstHow they sound

6. Positioning statement

Category frame, differentiator, reason to believe.

Category frame

An intelligence market and a decentralised mixture of experts in 2022; a city of subnet neighbourhoods, TCP/IP for AI, and Bitcoin's mining side made programmable by 2026.

2020

As with other commodities, markets could help us efficiently produce machine intelligence. We propose a market where intelligence is priced by other intelligence systems peer-to-peer across the internet.

2020 · bittensor.comwhitepapersecondhandlive
What they call itWhat it is formarketcommodity
12 May 2022

We're an API. And since we are effectively a gigantic, decentralized mixture of experts, what happens is at the mid-tensor layer, any model that you create is going to have...it's really a way to pick experts.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What they call itTheir words for thingsmixture of expertsapi
19 Sep 2022

Because BitTensor is essentially one large mixture of experts model, you can have it interface with these different environments

19 Sep 2022 · The Bittensor Hubdiscordsecondhandlive
What they call itmixture of experts
16 Jan 2026

One way to think about it is as a brain. Another is as a city. Bittensor is made up of 'subnets', which you can think of as neighbourhoods or specialised regions. Each subnet solves a different problem — storage, inference, training, object generation, defect detection.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What they call itTheir words for thingsbraincity
16 Jan 2026

I think Bittensor could become something like TCP/IP for AI. Most people don't think about TCP/IP, but it underpins the entire internet. I see Bittensor becoming that underlying layer, quietly powering AI development everywhere.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
The world it buildsWhat they call itThe line they repeattcp ip
2 Jun 2026

The long-term bull case is no longer primarily technological. It is driven by debt, liquidity, and declining trust in traditional sovereign systems. Subnets really create markets. Intelligence really is no longer locked behind issues of organization; signals will define the truth, and performance is really rewarded.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
Why nowWhat they call itThe world it buildsmarket
1 more tagged statement
2020

A new commodity needs a new type of market. This paper suggests a framework in which machine intelligence is measured by other intelligence systems.

2020 · bittensor.comwhitepapersecondhandlive
What they call itTheir words for thingscommoditymarket

Differentiator

Models rank each other without human curation, many models answer at once, and each subnet is its own entity tied to TAO, unlike one monolithic model.

12 May 2022

At BitTensor, the idea is that you as a human have no input over what models you're talking to. It's your own model that's picking and choosing who to talk to, who is best for it. So we kind of remove this human bias part of it.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What makes it differentWhat it stands for
16 Jan 2026

Decentralised AI changes this by letting you talk to many models at once, with validators selecting the best responses. Instead of one ChatGPT, you're speaking to a room of them. That brings resilience, nuance, and scale, and it opens the door to models with trillions of parameters.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What makes it differentWhat you getroom of models
9 Mar 2023

you don't have just one massive network or one massive monolith. Now you have small subnetworks...these subnetworks can actually take care of different aspects

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their words for thingsWhat makes it differentThe world it buildsmonolith
25 Apr 2025

Each project is almost its own independent entity that is tied to TAO directly.

25 Apr 2025 · Forbesarticlesecondhandmanual
What makes it differentTheir words for things
12 May 2022

Bitcoin is designed in such a way that this digital commodity is very easy to to validate, right? Hashes are immediate to validate and everybody can agree

12 May 2022 · Towards Data Science podcastpodcast · 00:12:09verifiedlive
What makes it differentWhat is missingbitcoincommodity

Reason to believe

Incentives are the whole argument: blockchains verify, tokens align contributors, and what a subnet rewards is what its miners will optimise for.

16 Jan 2026

It all comes down to incentives. Without a token, everyone races to solve the same problem and earns nothing, which is exactly why earlier distributed compute projects failed. By aligning incentives properly, Bittensor gives everyone a fair opportunity to earn based on the value of their work.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhat you getWhat it stands for
16 Jan 2026

AI has a fundamental verification problem. Blockchains are very good at verification... you get a trustless, permissionless environment where work can be verified transparently. In many ways, AI verification is the use case blockchains have been waiting for.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhy nowThe line they repeat
16 Jan 2026

We looked at projects like Folding@Home or SETI@Home. They were distributed, but they lacked proper incentives, and ultimately they failed. That's when it became clear that blockchain was the missing piece.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What is missingWhy believe themTheir stake in itmissing piece
2 Jun 2026

Show me the subnet, and I'll tell you what the miners are optimizing for.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
How they soundWhy believe themTheir words for things
2 Jun 2026

We all know that Bitcoin really dwarfs the top 100 supercomputers. Does anybody know, in comparison, what the hash rate is? It's over 600,000 times the power of really what these supercomputers can do. And that's just, really, it's Bitcoin.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
The proof they point toWhy believe themWhy nowbitcoin
12 May 2022

Any TAO on the system has actually been mined fairly. So it's actually contributed to the general knowledge of the whole system. We didn't kind of do any kind of initial coin offering.

12 May 2022 · Towards Data Science podcastpodcast · 00:18:37verifiedlive
What it stands forWhy believe themmining
1 Nov 2023

Due to their public nature, open source AI projects, such as Bittensor, often lead these discussions, influencing the standards around responsible AI.

1 Nov 2023 · Built Inarticleverifiedlive
Why believe themWhat it stands for

7. Value proposition

The benefit they claim, the feeling they sell, what joining says about you.

Functional

Earn TAO for useful work or by delegating, plug into compounding knowledge, get many models' answers at once, and draw on a large annual emissions subsidy.

12 May 2022

every 12 seconds or so there is a new block generated. And with that block, there's one TAO that is awarded to the highest performers

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What you getThe proof they point to
12 May 2022

Information itself on the network also compounds. Right. You don't need to relearn things anymore because you're speaking to other models and might have already learned something that your model doesn't know yet.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What you getThe world it buildscompounding
9 Mar 2023

delegation will actually allow you to maybe hold a few TAO and then be able to earn on that TAO as you delegate to some bigger validator.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Who they addressWhat you get
16 Jan 2026

It all comes down to incentives. Without a token, everyone races to solve the same problem and earns nothing, which is exactly why earlier distributed compute projects failed. By aligning incentives properly, Bittensor gives everyone a fair opportunity to earn based on the value of their work.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhat you getWhat it stands for
16 Jan 2026

Decentralised AI changes this by letting you talk to many models at once, with validators selecting the best responses. Instead of one ChatGPT, you're speaking to a room of them. That brings resilience, nuance, and scale, and it opens the door to models with trillions of parameters.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What makes it differentWhat you getroom of models

Emotional

Relief from the fear of one company owning AGI, and pride in producing something valuable to humankind.

12 May 2022

I find it a little bit more terrifying that a single company, like I don't want to mention, would own AGI compared to all of us owning a piece of it

12 May 2022 · Towards Data Science podcastpodcast · 00:48:29verifiedlive
What is at riskWhat it is againstHow it feelsWhat it stands for
19 Sep 2022

And I think that the way that BitTensor incentivizes intelligence is very much in that same vein. ... And to know that it's producing something that is incredibly valuable and incredibly productive to the betterment of mankind or humankind is fantastic.

19 Sep 2022 · The Bittensor Hubdiscord · 01:39:35secondhandlive
What it is forHow it feels

8. Messaging hierarchy

The line they repeat and the proof they point to.

The line

Open source AI decentralises power for the greater good; AI verification is the use case blockchains were waiting for; Bittensor is Bitcoin's mining made programmable and could be TCP/IP for AI.

1 Nov 2023

Further, the executive order maintains a status quo in which only a few corporations can wield AI for their own purposes. Open source AI seeks to democratize and decentralize this power for the greater good.

1 Nov 2023 · Built Inarticleverifiedlive
What is brokenWhat it is forThe line they repeat
16 Jan 2026

AI has a fundamental verification problem. Blockchains are very good at verification... you get a trustless, permissionless environment where work can be verified transparently. In many ways, AI verification is the use case blockchains have been waiting for.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why believe themWhy nowThe line they repeat
16 Jan 2026

I think Bittensor could become something like TCP/IP for AI. Most people don't think about TCP/IP, but it underpins the entire internet. I see Bittensor becoming that underlying layer, quietly powering AI development everywhere.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
The world it buildsWhat they call itThe line they repeattcp ip

Proof

Block rewards, a 100 million dollar a year emissions subsidy, subnets approaching product-market fit, Web2 researchers joining, a subnet five to seven times cheaper than Claude Code, and Bitcoin's hash rate as the proof that incentives marshal compute.

12 May 2022

every 12 seconds or so there is a new block generated. And with that block, there's one TAO that is awarded to the highest performers

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What you getThe proof they point to
9 Mar 2023

ChatTensor is actually intended to run in Fini to learn from all the subnetworks we're creating under Fini.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
The proof they point toTheir words for things
16 Jan 2026

You also have researchers, including people from traditional Web2 AI labs, who are increasingly interested in decentralised training because it produces more resilient, generalist models.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Who they addressThe proof they point to
16 Jan 2026

The OpenAI governance drama highlighted just how centralised AI power has become... At the same time, Bittensor is fully open-source, incentivising transparent AI development. And importantly, the ecosystem has reached a point where builders are moving faster than the core team.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What it is againstWhy nowThe proof they point toTheir stake in it
9 Dec 2025

One of these subnets may finally bridge the crypto <> normal users gap, and that will make it an industry success, not just bittensor.

9 Dec 2025 · @shibshib89 on Xx · archiveverifiedmanual
Why nowThe proof they point toWho they addressbridge
2 Jun 2026

We all know that Bitcoin really dwarfs the top 100 supercomputers. Does anybody know, in comparison, what the hash rate is? It's over 600,000 times the power of really what these supercomputers can do. And that's just, really, it's Bitcoin.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
The proof they point toWhy believe themWhy nowbitcoin

9. Voice

Register more than claim.

Voice

Operator's register: launch logistics, wind-downs, chain choices, and a Munger-style aphorism about miners; plain and institutional rather than prophetic.

13 Jan 2023

Nakamoto is going to stay the same. We are going to be either launching on Kusama or Polkadot, depending on how this Finney soft launch goes.

13 Jan 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itHow they sound
13 Jan 2023

We will be winding down Nobunaga in the coming weeks. I will post up an announcement about it as we do it, but Nobunaga is becoming obsolete in the next couple weeks.

13 Jan 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itHow they sound
9 Mar 2023

we decided to move as a solo chain so we can get back to our nimble development while simultaneously still looking into Polkadot.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itWhat it is againstHow they sound
18 Dec 2025

It's like if three people in the world owned all the libraries, teachers and computers, and everyone else needed permission to use them

18 Dec 2025 · CoinDeskarticlesecondhandlive
What is brokenWhat it is againstHow they soundlibraries
2 Jun 2026

Show me the subnet, and I'll tell you what the miners are optimizing for.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
How they soundWhy believe themTheir words for things

Words they use

incentivescommoditymarketverificationtrustlesspermissionlessopen sourcemixture of expertssubnetworkssubnetsdelegationmined fairlysubsidyproduct-market fitstartupscrypto AITCP/IPdecentralize

Words they avoid

neuronshive mindBitcoin of AIAGI as goaldTAO by name

10. Narrator and network

How they describe their own relation to it.

Relationship

Co-founder and operator who ran launches from the foundation, then built Crucible Labs to pull the network away from the foundation, and by 2026 speaks as an ecosystem investor who says builders now move faster than the core team.

13 Jan 2023

Nakamoto is going to stay the same. We are going to be either launching on Kusama or Polkadot, depending on how this Finney soft launch goes.

13 Jan 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itHow they sound
9 Mar 2023

we decided to move as a solo chain so we can get back to our nimble development while simultaneously still looking into Polkadot.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itWhat it is againstHow they sound
21 Nov 2023

Bittensor's roadmap to dissolve its own foundation over time, completing the decentralized vision through demonstrable self-governance.

21 Nov 2023 · The Delphi Podcastpodcast · archivesecondhandlive
Their stake in itThe world it builds
15 Nov 2024

as Bittensor continues to scale, the community must further accelerate progress by expanding resources and capabilities, and most importantly, decentralizing away from the Opentensor Foundation and into the world

15 Nov 2024 · Ala Shaabana on Mediumblogunconfirmedmanual
Their stake in itThe world it builds
16 Jan 2026

We looked at projects like Folding@Home or SETI@Home. They were distributed, but they lacked proper incentives, and ultimately they failed. That's when it became clear that blockchain was the missing piece.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What is missingWhy believe themTheir stake in itmissing piece
16 Jan 2026

The OpenAI governance drama highlighted just how centralised AI power has become... At the same time, Bittensor is fully open-source, incentivising transparent AI development. And importantly, the ecosystem has reached a point where builders are moving faster than the core team.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What it is againstWhy nowThe proof they point toTheir stake in it
16 Jan 2026

Very early. We were among the first to coin the term 'crypto AI', and now you're seeing massive valuations being raised for problems we're already solving. That tells you two things: the market is only starting to understand the value here, and the wave is coming.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why nowTheir words for thingsTheir stake in itwave
1 more tagged statement
13 Jan 2023

We will be winding down Nobunaga in the coming weeks. I will post up an announcement about it as we do it, but Nobunaga is becoming obsolete in the next couple weeks.

13 Jan 2023 · The Bittensor Hubdiscordverifiedlive
Their stake in itHow they sound

11. Language conventions

What they call things, and refuse to call them.

Terms

Commodity and market from the whitepaper; mixture of experts and API in 2022; subnetworks in 2023; crypto AI as a term he claims to have coined; subnet tokens, subsidy, and subnets as startups after dTAO.

2020

A new commodity needs a new type of market. This paper suggests a framework in which machine intelligence is measured by other intelligence systems.

2020 · bittensor.comwhitepapersecondhandlive
What they call itTheir words for thingscommoditymarket
12 May 2022

We're an API. And since we are effectively a gigantic, decentralized mixture of experts, what happens is at the mid-tensor layer, any model that you create is going to have...it's really a way to pick experts.

12 May 2022 · Towards Data Science podcastpodcastverifiedlive
What they call itTheir words for thingsmixture of expertsapi
9 Mar 2023

you don't have just one massive network or one massive monolith. Now you have small subnetworks...these subnetworks can actually take care of different aspects

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
Their words for thingsWhat makes it differentThe world it buildsmonolith
9 Mar 2023

ChatTensor is actually intended to run in Fini to learn from all the subnetworks we're creating under Fini.

9 Mar 2023 · The Bittensor Hubdiscordverifiedlive
The proof they point toTheir words for things
25 Apr 2025

Each project is almost its own independent entity that is tied to TAO directly.

25 Apr 2025 · Forbesarticlesecondhandmanual
What makes it differentTheir words for things
16 Jan 2026

Very early. We were among the first to coin the term 'crypto AI', and now you're seeing massive valuations being raised for problems we're already solving. That tells you two things: the market is only starting to understand the value here, and the wave is coming.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
Why nowTheir words for thingsTheir stake in itwave
2 Jun 2026

Show me the subnet, and I'll tell you what the miners are optimizing for.

2 Jun 2026 · Proof of Talk 2026, via CoinDesktalksecondhandlive
How they soundWhy believe themTheir words for things
1 more tagged statement
16 Jan 2026

One way to think about it is as a brain. Another is as a city. Bittensor is made up of 'subnets', which you can think of as neighbourhoods or specialised regions. Each subnet solves a different problem — storage, inference, training, object generation, defect detection.

16 Jan 2026 · CoinShares, The Nodearticle · archiveverifiedlive
What they call itTheir words for thingsbraincity

Coinages

crypto AI
The category label for token-incentivised AI networks, which he says the founders were among the first to coin. 037
subnetworks
His March 2023 name for what became subnets: small purpose-specific networks replacing one monolith. 017
programmable mining
Bittensor described as Bitcoin's mining side made programmable on a new chain. 038
subsidy
Emissions described as roughly 100 million dollars a year handed to builders. 039

Relations

Who they agree with, borrow from, or argue against, with the quote that shows it.

  • borrows Jacob Steeves · Accepts the brain frame associated with Steeves only when prompted, then substitutes a city; the market and Bitcoin frames are shared from the whitepaper. 031
  • agrees Jacob Steeves · Speaks jointly with Steeves on the Finney launch and the solo-chain decision. 016
  • responds Sami Kassab · Quote-posts Kassab's 'four or five successful subnets' investment case and extends it. 027
  • argues Openai · Repeated foil from 2022 (one company owning AGI) to 2026 (governance drama, two board members). 028
  • argues Joe Biden · Op-ed against the AI executive order's reporting and approval regime. 022
  • argues Opentensor Foundation · Co-founder of the foundation who publicly frames decentralising away from it as the priority. 025
  • argues Polkadot · Explains leaving the parachain plan for a solo chain. 016
  • Jacob Steeves introduces this voice · Co-author of the whitepaper and the NeurIPS workshop paper; shares the market and supercomputer frames.

Shared frames

  • market shared with Jacob Steeves, Opentensor Foundation, Affine (SN120), Teng Yan, Targon (SN4), Gradients (SN56)
  • bitcoin shared with Opentensor Foundation, Joseph Jacks, Sami Kassab, Teng Yan
  • commodity shared with Jacob Steeves, Opentensor Foundation, Affine (SN120)
  • mining shared with Opentensor Foundation, Jacob Steeves
  • wave shared with Barry Silbert
  • programmable mining shared with Mark Jeffrey
  • startups shared with Sami Kassab

Subnets they speak for or about

Appearances

Public appearances on the record, whether or not a quote was taken.

Something wrong or missing? Quotes are corrected as they arrive; a misattribution is removed first and argued after. How to file one · GitHub issue