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I think it's fair to say they had achieved product-market fit when their revenues were growing deep triple digits month over month. What we're seeing now is that perhaps they have achieved profitability or at the least a more sustainable balance sheet.

This was already known to be true by Heidi Howard’s research that yielded Flexible Paxos[0], Relaxed Paxos[1], and her more general thesis on Distributed consensus[2] as a whole

0 - https://fpaxos.github.io/

1 - https://dl.acm.org/doi/10.1145/3517209.3524040

2 - https://www.cl.cam.ac.uk/techreports/UCAM-CL-TR-935.pdf


I don't think this is correct. Heidi's work made a different observation: That you can smear quorum intersection across phases of paxos, whereas the blog post in this submission is observing that you can do bog-standard quorum intersection in a way other than just thinking about majority intersection, via algebraic/geometric structures. I believe these are generally orthogonal observations.

(Heidi's work is both deeper and more practical; this post is just a really cute observation that there's something mathematically deeper underlying the idea of intersecting quora.)


Heidi's more abstract work on generalizing consensus as grids/matrices of intersecting registers is geoemtric.

Research on quorum systems (such as the finite projective planes described in the article) dates back to the 80s.

The 70s, if you want to be pedantic (e.g. Gifford's "Weighted Voting for Replicated Data" or Thomas's "A Majority Consensus Approach to Concurrency Control for Multiple Copy Databases", both from '79).

AWS has CLIs and SDKs in many languages.

People laugh at this, myself included in the past, but it works. I remember scoffing at AWS partnering with Deloitte and Accenture over a decade ago. My exact thoughts were "Our technology is great, why do we need these people to sell it?", and it turns out that selling to enterprises at scale is a lot more like an American high school experience than anything else.


This is what I ended up doing. A 2.5G switch for the few devices that can use it and a 1Gbit+PoE switch for all the other PoE and 1Gbit and less devices.


You should try it out. I'm incredibly impressed with Qwen 3.5 27B for systems programming work. I use Opus and Sonnet at work and Qwen 3.x at home for fun and barely notice a difference given that systems programming work needs careful guidance for any model currently. I don't try to one shot landing pages or whatever.


Are you using the same agent/harness/whatever for both Claude and Qwen, or something different for each one?


I use Pi at home and Claude Code at work (no choice). I use bone stock Pi. No extensions.


Is it available for API use? I don't have a laptop capable of running it.


At 8-bit quantization (q8_0) I get 20 tokens per second on a Radeon R9700.


Wouldn’t Cursor agreeing to such a deal be almost ironclad proof they are subsidizing tokens/inference out the ass? There’s wide speculation all the large revenue growing companies right now are selling inference at break even or a loss.


Are the mainboards and upgrade kits available for purchase now or just the whole laptop?

edit: I think I found it: https://frame.work/products/laptop13pro-mainboard-intel-ultr...


He doesn't work at Vercel but he is the type to never pass up any opportunity to chase clout.


He is affiliated with Vercel though


Almost like that’s his job.

Hey, I’m with you - I think social media needs to die specifically for this reason. I’m reminded of the term “snake oil” - it’s like the dawn of newspapers again.


Media as a whole needs to die


Including books and the internet?


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