Introducing SubQ - a major breakthrough in LLM intelligence.
It is the first model built on a fully sub-quadratic sparse-attention architecture (SSA),
And the first frontier model with a 12 million token context window which is:
- 52x faster than FlashAttention at 1MM tokens
- Less than 5% the cost of Opus
Transformer-based LLMs waste compute by processing every possible relationship between words (standard attention).
Only a small fraction actually matter.
@subquadratic finds and focuses only on the ones that do.
That's nearly 1,000x less compute and a new way for LLMs to scale.
Anthropic trains on your code. OpenAI trains on your conversations. every API call you make feeds the next model that charges you more
you think you are using AI but you are the dataset.
run local or be the product. qwen 3.5 27b on a 3090. llama 3.3 70b on dual 4090s. your data stays on your disk. no telemetry. no training pipeline scraping your thinking.
privacy is not about hiding. it is about control. who owns your data decides who owns your future. right now you are renting intelligence and paying with everything you build.
96GB VRAM GPU GIVEAWAY ($15K) - LAST CHANCE
Re: Can it be an RTX PRO 6000 Blackwell?
> “please be Blackwell”
> “96GB VRAM or we riot”
> “the people have spoken”
The terms were simple.
They were not met.
Last chance.
If THIS tweet (the one you’re reading)
hits, in the next 24 hours:
- 2K Likes
- 1K RTs
- 500+ Replies
Tomorrow’s giveaway announcement becomes:
> RTX PRO 6000 Blackwell w/ 96GB of VRAM
Clock’s ticking.
Your move.
Honest questions for Canadian Liberals:
Are you not moved to deep moral revulsion by this endless stream of stories about violent criminals on bail victimizing innocent people, especially women and girls??
If so, why the temporizing, the half-measure bail reforms, the unthinking deference to judges even when they are putting violent criminals back on the streets?
Why not return to Parliament with a bill that slams the door shut on bail, conditional release etc. for monsters like this, and applies the Charter’s Sec. 33 to protect it from aberrant judicial decisions?
This government has reversed policy on many less weigthy issues, like tax and environmental policy. There is no shame in admitting that this craziness in the justice system has gone too far, and needs to be corrected.
But there is great shame in allowing this madness to continue.
Canada's interests must always come first.
Any EVs that function like roving surveillance systems on our streets should not be allowed in Canada - collecting data, tracking Canadians and exposing us to a foreign regime is an unacceptable national security threat.
Canadian workers also shouldn’t be undercut by foreign-made EVs that displace made-in-Canada vehicles and threaten our auto jobs. Premier Ford was right to raise concerns about the impact on workers and our auto sector.
The Liberals should tell Beijing they will cancel the $1 billion taxpayer-funded federal loan for Chinese made ferries if they keep tariffing our seafood, canola, peas, and agri-food products - and make it clear Beijing’s meddling in our democracy is unacceptable.
Canada can't afford a government that gives in without getting anything in return. And our workers can’t afford it either.
Conservatives will always support what is best for our country, and renew our offer to help get a deal.
Canada is essentially being held hostage by an older demographic insolated from the worsening economic situation because of the massive appreciation in their home and inflation indexed defined benefit pension plan. Everything is "just fine" and therefore no need for change and the focus is on what the MSM keeps telling them - Donald Trump. Yes, its that simple folks.
Happy Birthday to Sir John A. Macdonald, Canada’s first Prime Minister.
He delivered Confederation, united a continent with the Canadian Pacific Railway, and gave us a strong, sovereign country.
Let’s honour the legacy of the man who built Canada. 🇨🇦
.@MarkCarney wants to ban @X , in a coordinated move with the UK and Australia.
This would be the most draconian, authoritarian attack on free speech Canadians have ever faced.
We are living through a remarkably dark chapter in history where freedom is turned into a dirty word and compliance with censorship is harshly enforced and celebrated by those on the Left.
That’s not a democracy. That’s sliding into tyranny — one day and one bad government decision at a time.
Elections have consequences, and next time you vote, remember who is intentionally taking your rights away because they don’t think you deserve them.
This👇is exactly right.
One of the most fascinating briefings I received as a federal Immigration Minister was from a foreign intelligence agency about the connections between Venezuela and the Iranian terror proxy Hizbollah.
And they showed me the receipts.
I saw in detail how the Venezuelan regime imported raw cocaine from the FARC Marxist terror group in Colombia, and worked with the Al Quds Force of the Iranian Revolutionary Guards Corps to ship it in "dark" planes to Beirut, where it was then processed in Hizbollah facilities in the Bekaa Valley. The refined product was then shipped to Europe, and the proceeds used to finance Hizbollah operations, including weapons procurement.
When I asked how a fundamentalist organization could do this given that narcotics are haram, I was shown fatwas issued by Hizbollah imams indicating that as long as the drugs were sold to kaffirs, and the proceeds used to finance "the struggle," that it was religiously sanctioned.
I was also shown details on how Hizbollah agents were using Canada to launder illicit funds by buying stolen cars with cash from criminals gangs, and then shipping them out of the Port of Montreal for resale in West Africa.
All of this was possible because of extremely close coordination between the Iranian and Venezuelan regimes.
The agency was concerned that Canada was being lax about permitting Iranian and Hizbollah agents to enter the country. Prompted by this, I travelled to Damascus to spend time with our officials from various agencies drilling down on how to improve radically security screening of visa applicants from Lebanon and Iran.
This was in 2008! All evidence suggests the cooperation between these two abhorrent regimes has only grown since then, with Iran providing Venezuela with arms, helping to sustain its dwindling oil industry, and to market its sanctioned crude.
In return, Venezuela has acted as a kind of giant base of operations for Iran in the Western Hemisphere, including the IGRC and Hizbollah's ongoing involvement in drug trafficking and money laundering.
And, of course, both regimes have been in lockstep diplomatically, including with their shared enthusiasm for their biggest ally: Putin's Russia.
Upshot: stable democratic governments in both Iran and Venezuela this year would be a massive gain for global peace and security, including for Canada.