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I've thought about this problem set for years, I've written many docs and technical books.

Version control is the best for documentation.

But maintaining it is hard - lots of great comments here.

For anyone interested, I'm working on https://hyperlint.com/ (disclaimer: bootstrapped founder). To help automate the toil around documentation.


As more and more products integrate AI, this kind of testing is going to get more and more critical.


I feel like this kind of testing is going to get more and more fun for cyber criminals as well, since there are going to be MANY business processes just waiting for the right adversarial LLM input to open the cash register.

I don't often feel jealous of cyber criminals. But I can imagine how funny and wild these upcoming hacks will be!


For those that wants prices checkout: https://gpumonger.com/

This seems much more in depth, and a true service, but for those that just want to compare prices check out gpumonger.


There is no 'contact us' page, which is a little concerning.


They are not providing actual service - just price comparisons across different providers. Why is contact us page missing a concern here?


I'm a provider, I'd like to list my service. How do I do that? Since there is nothing obvious, then how do you know the providers they list are a valid representation of what is out there? Maybe there are other providers who don't want to pay to be listed? But how do you even pay?


I have read many of your comments on GPU-related posts. Occasionally, when I see your comments, I visit your website to see if I can learn anything about your business beyond what you are posting on HN. To this day, hotaisle.xyz contains nothing but a logo.

I don’t get it.

How can you expect a website to list your service when your own service’s website contains zero information? Why would you pay to list your service, when there is no information available about the service you provide? Am I looking in the wrong place? So confused…


> hotaisle.xyz contains nothing but a logo.

To be fair, there is also a contact email at the bottom of the page.

> How can you expect a website to list your service when your own service’s website contains zero information?

We are the first and only (for now) verified MI300x provider on gpulist. In order to get verified, I contacted them directly, they asked for a few bits of information about my business, including my EIN. What I'm offering there, is exactly what I have today.

https://gpulist.ai/detail/3c18f8a

> So confused…

I know, it is ok. Let me explain a bit. We are starting small, so the website is the last focus right now. I know the general expected culture is to have some splashy page with a typeform on it, but hey... aren't we also a bit tired of that?

In order to even get access to buy these GPUs, you have to go through quite a lot of effort. You can't just buy them off the shelf from BestBuy. They are export controlled and I've agreed to not use them to build bombs. You have to have a valid business and a great story, or they won't even talk to you. Heck, I even had to prove my business was in good standing in Delaware. I'm pointing this out because I will need to know all my customers too. My business isn't something someone just signs up for on a website.

These GPUs are also extremely expensive. Imagine a 350lbs Ferrari. We started with 8 of them (one chassis) because they are super new and it was a proof of concept. Last year, we didn't even know for certain if AMD would double down on AI. This is all we initially raised funding for. As soon as we deployed the compute, we immediately had a customer on them, all without a website. Just word of mouth. By the way, the success of the PoC unlocked our next round of funding, and we are working on a much larger order of MI300x right now.

Don't worry, you'll get a website at some point. That said, these things sell themselves, you either have them or you don't. I've been very transparent and public about what we are up to. Would a website really help here? Maybe. But I've also started other extremely successful businesses originally without websites too. At the end of the day, I'd rather spend investors money on buying more compute, than a pretty website. Once I have some more revenue, I'll funnel that right back into the business and work on marketing/sales more.

If you're curious about anything, feel free to just reach out and ask. I'm not some corporate overlord suit wearing sales guy. I'm an open source tech nerd who's been in the business a long time. 20+ year ASF member, who co-founded Java @ Apache. Happy to answer any questions.


Good luck with your business!


Thank you, we need all we can get! Super excited about it though. Big things coming in the pipeline.


They list over 40 vendors. If you want to be listed, maybe get bigger?


Who says they're even looking? Being able to contact them would tell you right away whether they simply overlooked you or whether you don't yet meet some criteria (which they might actually tell you).


This was my project that I recently sold. If you want to be listed I can put you in contact with the folks that bought it. LMK!

The lack of "contact us" was pure laziness at the time.


Congrats on the sale! Interesting to make a few pages and then sell it.

Sure, assuming the site will continue... my email is in my profile.


Confusing pricing for Kimai. Start for free for hosted but I can't find the pricing anywhere on the website but I found a blog post about how it's no longer free. Do you pay for it and try to host it?


I self-host it. But you can also use the SaaS version. The pricing for that can be found here: https://www.kimai.cloud/pricing

Currently, this is:

Standard €2.99 Annual €35.88 per user

    Project time-tracking
    Billable and non-billable hours
    Invoicing
    Data export
    Audit logs
    Industry-specific translations
    Personal Support
Professional €3.99 Annual €47.88 per user Most popular

    All the features of "Standard"
    Overtime account
    Public holiday, vacation, sick leave
    Expense tracking
    Custom fields
    Task planning
    Daily backups for download
    Single Sign-On with SAML
    Custom domain with SSL
    Access restriction via IP
    Annual plan: less bookkeeping


Check out other prices on https://gpumonger.com/

Disclosure: I collected the data and built the site, but it has a ton of comparison data for GPU clouds.


that's why I built: https://gpumonger.com/

You can see all alternative GPU providers: https://gpumonger.com/cloud-gpu-providers as well as the main ones.

Oracle has great GPU prices: https://gpumonger.com/cloud-gpu-provider/oracle-cloud


You need to fix the layout/rendering of your charts, specifically the last column, pricing...


How so? It renders fine for me


I think I get it. There's no horizontal scroll bar until you reach the very distant bottom, so if you don't know to middle click to scroll sideways, it looks like pricing is the last column, and it's cut off until you scroll that way.


I'll fix this, thanks for the feedback.


Thanks for the feedback!


For those that want to see where you can try an L40 in the cloud checkout: https://gpumonger.com/gpu/l40#providers


There are 2 problems with the analysis in the article:

1. They choose startups from 2014-2015. Valuations were (a) more reasonable then and (b) we've just been through one of the biggest bull markets of tech stocks in the past decades. 2. That taking the "Mean Valuation Growth" over that time period is meaningless if (a) there hasn't been a liquidity event and (b) if the mean is weighted by outliers (which it always is).

Portfolio / VC strategy is a bet on power laws. We, as employees, don't have that opportunity. That means we've got to be deliberate about who we join to try to hit a power law outcome.

Am I crazy here?


DataFrames are just SQL. There will be no performance difference.

RDDs will be worse, so it shouldn't matter. No vectorization, no column processing, lots of serialization and de-serialization. They're basically always slower than DataFrames barring some strange use case.


Seriously, why isn't anyone else talking about this. They turned this around SO FAST.


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