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so the kid boots linux off a usb stick and makes this pointless

So the kid boots up linux off a USB stick and makes it all pointless

> Just like DEI, sustainability efforts, I predict we will see new initiatives for forced hiring of Juniors.

The professor's jobs are to TEACH students.

Research grants are given by governments mainly to first TEACH students and secondly to get something useful.

If they are not doing their job they should be fired.

That's not DEI or anything of the sort. That's common sense.

They can do their research at private companies if it's worth it.


> Research grants are given by governments mainly to first TEACH students

Government's goal is obvious and correct, but if you have done a research and tried to get a grant you should know grants are very "political" as well, if you are researching a thing which is not trendy or takes another 10 years to yield results, but there is another lab who is telling we are researching LLM, it will be very difficult to get a grant even if you promise to TEACH/hire 20 students for that research.

Justifying long term benefits is difficult problem


The difficulty the researchers who developed RNA vaccines faced in getting funding is a good example of how bad the system is. Safe and unambitious is preferred,

https://www.uclsciencemagazine.com/sss8/


Cancer uses a lot of energy too.

His analogy reveals a glaring lack of intelligence and empathy.

First, an intelligent person would think of the consequences of such a statement.

Second, an empathetic person would think of the consequences that the AI resource drain causes on rest of the society.


it's not bottom of the barrel.

You can build a 16kWh lifepo4 for ~1800$: https://www.mobile-solarpower.com/server-rack-lifepo4.html

That gives you some experience so you'll be able to maintain it as well if any cell goes bad.


Look I DIY'd my battery too. Thats not comparable to buying high end solution.


I'm curious what you mean by high end solution and how that's different.

In my mind it's similar to premade computers vs build your own. Tesla would be something like Lenovo/dell here.

They would just grab the same cells or cheaper and some other off the shelf components and sell them to you at massive markup.

And you get situations like Battleborn where they couldnt even do the connections right and would start a fire by default...

Will build my own as well this summer so really curious whats the best way to do this


It's more like buying ozempic from india and mixing it yourself vs paying for real one


I also have built my own offgrid sytems, but sodium is here now, and lithium is not competitive in any metric that counts in a static instalation especialy cost per kw/hr, and will very likely get insured to death as it will never be as safe. My next system upgrade will be aimed at home power/heat/hot water, shop, and car charging.Possibly with the car charging bieng a discreet system that works at a higher voltage and is all DC.


I understood LiFePo4 is pretty safe and innert.

Sodium I saw some reviews where it expands a lot during charging and long term safety is not as conclusive

Why do you see sodium as an easier choice?

The main fire risk with lifepo4 is the connectors, wires, bms and shut off being suitable for high amp. That would be a risk with anything if not built properly, even without batteries if you wire your house with wrong awg wires


lithium?, in a word, dendrites

then if you can stay under long enough, the look into electrolights, this is all uni 101 stuff, but it is very clear that lithium is dead for static applications, and lower performance mobile

other words, cost, supply chain strongly favor sodium over lithium


well, thanks, there goes the home battery idea :)


Sodium is not here yet at all.

CATL barely started (if at all) volume production. They haven’t even published specs. Even when they ramp it up, it will be like 0.1% of total lfp output.

So no, sodium is nowhere near.


you, blinked.they are selling sodium cars, and have giggawatt factorys online, with a bunch more coming online this year.


Name 1


previously, here....,blink, blink

https://electrek.co/2026/02/05/first-sodium-ion-battery-ev-d...

and in typical China fashion you can bet that actual implimentation is going to scale at a ferocious pace now that first iterations are proving competitive..... then we could, but wont, get into other significant developments in electric power, solar, battery, etc that will be entering the market, at scale, this year wink wink


Laws generally say that state secrets are illegal to possess unless authorized regardless how you got them. You should notify and delete them if you get them by mistake

So him not deleting them when asked was a bold move.


Sure but let’s have checks and balances against our government poorly handling sensitive documents.


what if this time it's senior developers and they actually can slap something together better then the expensive SAAS offerings?

what if the expensive SAAS offering is just as vibe coded and poor quality as what a junior offers?


You're not considering opportunity costs and buyers vs. users.

If your senior developers can slap together something better than an expensive SAAS offering you want them directing that energy at your core products/services rather than supporting tools.

And the people deciding to buy the expensive SAAS tools are often not the people using them, and typically don't care too much about how crappy the tool may or may not be for doing the job it's advertising as doing.


And it's never just the slapping together. it's the ktlo: a perpetual tax on your eng team for every thing they own.


No matter what it's a tax on your engineering team to keep it together. But the most brittle parts are always right at the seams. It's not as hard to sew together components when you can cut the cloth down to fit together. Who knows how it'll shake out.


Clubbing all saas products together just means you can’t really have a productive discussion. Saas products are on a spectrum of quality, from amazing (stripe, datadog) to terrible (fivetran, github). Its upto you as a user to make a call as to which will serve you best, what you should focus your limited resources on etc.


> what if this time it's senior developers and they actually can slap something together better then the expensive SAAS offerings

A typical SaaS customer will use many pieces of software (we mostly call them SaaS now) across its various functions: HR, accounting, CRM, etc. Each one of those will have access to the same pool of senior devs and AI tools, but they will pour more resources into each area and theoretically deliver better software.

The bigger issue here is the economics of the C-suite have not changed here. Assume a 100 CPG company uses 10-20 SaaS apps. Salesforce might be $100k/year or whatever. 1Password is $10k. Asana $10k. etc. They add up, but on the other hand it is not productive to task a $150k employee with rebuilding a $10k tool. And even with AI, it would take a lot of effort to make something that will satisfy a team accustomed to any modern SaaS tool like Salesforce or Atlassian. (Engineers will not even move off Github, and it's literally built on free software.)

That's before I get to sensitive areas. Do you want to use a vibe-coded accounting system? Inventory system? Payroll? You can lose money, employees, and customer perception very rapidly due to some bugs. Who wants to be responsible for all their employee passwords are compromised because they wanted to save $800/mo?

Then, the gains from cutting SaaS are capped. You can only cut your SaaS spend to zero. On the other hand, if you have those engineers you can point them at niche problems in your business niche (which you know better than anyone) and create conditions for your business to grow faster. The returns from this are uncapped.

TL;DR; it's generally not a great idea to build in-house unless your requirements are essentially bespoke.


As my manager said to a young me when I offered to replace our CMS, and promised I could do a good job at it, "you could probably assemble our office furniture too, but I don't want to pay you to do that either"


The law of comparative advantage strikes again.


We have replaced many SaaS with inhouse solutions, but most of these where lacking in quality and where part of our existing core business model which we where not "owning" prior. We can flip the argument where we have lost customers and revenue due to SaaS not delivering

The gains is generally more seen outside of monetary as these SaaS solutions where holding us back for achieving our goals and improving our services to our customers. As in the end of the day our customers do not care if "insert SaaS" is having issues, it will always be our problem to own.


To the first question, if your senior devs can do that there's almost certainly something more directly valuable to your business they could be doing than solving a problem your vendor has already solved

The second question is a valid one, and I think it will somewhat raise the bar of what successful SAAS vendors will have to offer in coming years


depends how much the vendor chargers.


Nice what ifs, but not valid so far. I get the motivation to think/hope so, but thats not the proper business world right now where big money are. Maybe next year it could start becoming true but then market will be a bit different too


You're ignoring the biggest part of SaaS as far as management is concerned.

There's a large, stable entity that management can sue if something goes very wrong.


There are of course exceptions to every rule, and I'm sure some companies have been successful in building their own in-house tooling.

At the end of the day these decisions are all series of trade-offs, and the trick is understanding your requirements and capabilities well enough to make the right trade-offs.


It that works, nobody would be using Jira anymore, because people would just use a competitor that's cheaper or vibe code their internal Jira tool.

Somehow that has not happened yet in 2026.


This is because what management wants and what builders want are not aligned, not because the quality of JIRA is so amazing that no other alternative could ever be created. JIRA is fine but many people I know that use have some qualms with it because the bloat is pretty crazy.


As Spolsky said a quarter century ago, "bloat" is just "bugs somebody already fixed". (He may have actually said that about "cruft", but the idea still applies.)


Hard to believe that it was that long ago!


Yeah, I moved my team to Jira and sold it as "yes Jira is terrible but all the others are much worse".

I also spent a solid two weeks in the admin panel chainsawing as much Jira bloat as I could. It's perfectly adequate now.


The market seems convinced it will happen, considering its stock price is in the gutter


I'll be glad to admit I'm in the wrong when it actually happens.


they want to wear it because they dont want to get shot or arrested and tortured


Not true, I’ve lived in middle eastern countries where it’s not as draconian and it’s definitely not mostly involuntary.


perhaps they want to wear because they dont want those slightly better consequences?


> as draconian

So its draconian, just not "as draconian".


You’re assuming what culturally specific women want.


what does this have to do with posted article?

so you think, states should move to paper voting brilliant, offtopic.

What trump said is still abhorent, he wants to nationalize elections?! how does that work?


Trump was referring to the SAVE/MEGA Act, which mandates paper ballots. It forces states to implement traceable paper ballots.

https://www.pbs.org/newshour/politics/watch-white-house-says...


If Trump was referring to them he would have mentioned them.

Here is what he said word for word, where did he mention those?

"The Republicans should say: 'We want to take over. We should take over the voting in at least 15 places.' The Republicans ought to nationalise the voting," Trump said during an appearance on the podcast of his former deputy FBI director, Dan Bongino.


That's just what Trump does: he says the abhorrent thing that he wants done, then lies about what he "meant" when the wrong people get upset because of what he wants done.


He doesn't even have to lie about what he meant. Trump-whisperers like 0xy do it for free.


"He says it like it is! No wait, here's what he actually meant..."


So Karoline Leavitt is now a credible source? LOL


> Mozilla is focused on deploying its roughly $1.4 billion worth of reserves to support “mission driven” organizations, according to a new report.

> The nonprofit, also the parent of Firefox, is investing in artificial intelligence startups that are working on safety and governance issues in AI.

Why?, they want to go bankrupt?, do they like burning money?

I would understand investing in AI Tech... Brilliant if they use Mozilla contributors.

I would understand but investing in other startups... with due diligence and something that might make a difference

> that are working on safety and governance issues in AI.

what... why... what the hell... that's governments job, not mozillas...


> that's governments job

Why do people take these AI "safety" research projects at face value? The real reason you need AI that is "safe" and "governable" is so that when you start having it promote advertisers content or support the current administration, you don't have to worry about it going "off the rails" and promoting a competing product to criticizing the administration.

I'm sure plenty of researchers in this space also believe they are working for the good of humanity, but I suspect the real am is much more practical and perfectly aligned with the business interests of all the companies sponsoring this type of work.


We currently can't do "AI safety" even in bleeding edge alignment research so investing into some startups in that area is just burning money. Current LLMs/ViTs have non-zero probability of producing something unsafe and it's their inherent trait.


Just so I understand your comment, are you trying to say that the money on safety should go first into research? And not into a later startup, which is just putting lipstick on the pig? I agree to this understanding, no doubt about it.


Basically yes. First figure out how to do reliable models that can be well-aligned with safety expectations, then invest into a startup that brings that tech to the industry.


> Current LLMs/ViTs have non-zero probability of producing something unsafe

Show me on the LLM where the "unsafe" result is that doesn't already exist inside its training data set? Go ahead I will wait.


Uh, I mean, I think we've seen first hand that generally one aspect of safety we want is to not produce sexualised images of children.


Is it even an attainable goal? It seems an NN with less than say 4 billion parameters will be able to do that. The cost of training will likely go down with more models being available. Unless we lock down the computing for majority of people, I don't see how we can prevent someone creating a CSAM model in their garage.

I don't want to see CSAM created, but the totalitarian control required is too much for my taste (and frankly it's preferable for that person to use NN than to go out and hurt actual children).

Not to mention even locked down technology is often being abused by the privileged.


People can draw naked children with a stick and some dirt. I’m not sure that preventing the creation of fictional csam is the best use of our resources if we want to protect minors from abuse.


The best use? Probably not. But if I built a website that let people generate extremely convincing unlimited photos of you wearing an SS uniform and forcing your dog to smoke meth and sent them to everyone you’ve ever met, this might seem like a less worthy hill to die on. Or is that just a sticks and dirt thing too?


Everybody I care about would know that those pictures are not real so I think that the harm to me would likely be lower than the harm to society if building websites were impossible.


Oddly specific... Did that really actually happen to you?


The people who are sending the pictures are criminally liable, regardless where they got them.The fact that somebody built a website for it is irrelevant, the act of sending them unsolicited is the immoral act here. (And frankly it's probably gonna be laughed off or end up as spam unless somebody you associate with is an idiot.)


The goal is not to prevent someone from making their own model do what they want, but to prevent your model from doing what you don't want, like generate CSAM or non-consentual sexually explicit photos.

I don't understand how its controversial that someone/some-company might not want their products to be known for that.


It's a bit odd requirement, but.. OK. I mean who is the malicious actor here, the AI, the human user or the AI provider?

If the AI, then we shouldn't give it an agency (user should always vet the output). If it's the user, the AI is irrelevant to the question. And if it's AI provider, why would they train AI on such materials in the first place.

The whole enterprise of this kind of safety doesn't make much sense to me. If the AI is not able to follow so clear user instructions it's not ready for prime time and must be under human supervision at all times. (And subtle hallucinations on topic seem to be both more dangerous and more of a problem than blatant random production of explicit images, anyway.)


> It's a bit odd requirement

It is a realistic requirement for dealing with user generated content at scale, because this is a realistic requirement thing some people will do.

We’ve seen this fold out over the past month from Grok.


> promote advertisers content ... promoting a competing product

Where is the value of AI when the responses are compromised like this? I could say the same thing about Google Search, which is one of the reasons I stopped using it.

Are we betting on the masses not caring that they're being lied to for profit?


They want NGO grant money. They look at the latest and greatest buzzwords for government policy spending and tailor their efforts towards acquiring that money, 99% of which will go to salaries and bonuses, 1% of which will be spent on the mission du jour.

Mozilla is a deeply corrupt and failed organization.


They're already an NGO who gives out grant money. When you say 99% will go to salaries and bonuses, you know all the financials are right there on the page right?


> Mozilla is a deeply corrupt and failed organization.

Can you elaborate?


See: Firefox, management churn, alienation and discarding of community, etc.

Some of us who donated money and supported Mozilla and Firefox are deeply, deeply disappointed and disgusted.

Principles are meaningless to non-human corporate entities, and I'll never donate to a non-profit, charity, or other institution again for the rest of my life.


A great deal of greed exists within many non-profits. (It's frankly obscene when you do your research.) That's not to say some don't serve the public well, but the legal structure of a non-profit isn't by itself enough to deter corruption.


I'm sure a lot of shady activity can be found if someone does some kind of bulk analysis on IRS 990 forms.


But compromised Mozilla's solution will then be passed as 'independent' so that a corrupt government can accept it without officially kneeling to BigTech. Publicity stunt a'la foundation.


That kind of reserves, invested wisely, would net enough interest to pay for a decently sized team maintaining Firefox and small AI bids. Of course I’m just an idiot on the internet, not the CEO of a behemoth.


I assumed they meant data governance.


Except that government, at least in the U.S., is not doing their job. This administration doesn't want to regulate AI.


Whether or not it is the government's job is to be regulating a specific thing is not as straightforward of an issue as it may seem.


The charitable entity known as the Mozilla Foundation and the development entity known as the Mozilla Corporation are not the same. Nothing wrong with the foundation doing these things with their spare cash, it literally does not impact Firefox at all.


The concern, I think, is that their spare cash is dwindling and thus financial prudence might be beneficial - especially for those who rely on the core Mozilla propositions like Firefox.


Mozilla's assets increased again in their most recent financial statement.[1] Investing in AI startups will have high risk however.

[1] https://stateof.mozilla.org/pdf/Mozilla%20Fdn%202024%20-%20A...


> is that their spare cash is dwindling

They're an NGO, you can just... look this up, it's public.


Sure and my time is limited.

The last I heard was that the Google rev-share agreement was on the skids and they stopped developing projects like Thunderbird and Fake Spotter because they were capital constrained.

If you know otherwise then you're better informed than I am I guess


This might be financial prudence of sorts - doesn't something like 80% of their yearly monetary contributions come from Google, particularly for search partnerships? If they are concerned that Google will start paying them less because search has diminishing future returns, diversifying their income sources through investments in AI might be a good idea.


That’s one interpretation. Another is that people typically support foundations not simply because they “do good,” but because they advance a specific cause the donor personally values. For example, if I donated to a foundation focused on developing cancer treatments, and that same foundation later shifted its efforts to addressing melting ice caps, I would likely feel frustrated, since that was not the purpose for which I chose to support it, and I don't really care that both actions "do good" in the world.


> people typically support foundations

While I agree with the general point that non-profit donors have a legitimate interest in the use of funds, in the particular case of the Mozilla Foundation, I believe the vast majority of that money is from placement fees Google paid to be the default search engine in Firefox. As the pay-for-placement market has evolved and Firefox's browser share has fallen, this income has also fallen dramatically.

On the general point about non-profit donations, legally non-profit's use of funds are governed by their board of directors and charter, which often are not constrained in ways donors may assume, hence the need for due diligence prior to giving.


Mozilla Foundation's 2024 revenue was 60% investments, 28% program service revenue, 11% contributions and grants.[1]

Most of program service revenue was from Mozilla Corporation. They paid Mozilla Foundation a small part of their revenue for trademark licenses, legal services, and so. And most of Mozilla Corporation's revenue was from Google.

[1] https://stateof.mozilla.org/pdf/Mozilla%20Foundation_Form_99...


Although I haven't looked at the actual reports in a long time, I think that's consistent with my understanding. The Google money (program service revenue) was a much higher percent in the past, creating the $1.4B nest egg. Now the Google money is greatly reduced and the majority of the income is from the nest egg.


I intended the percentages to support your point donations were little of Mozilla Foundation's revenue. But you missed Mozilla Corporation held most assets.


Yes, I didn't take your post as disagreeing. I appreciated the current data since I haven't looked lately.


Mozilla's AI investment strategy is more than Mozilla Foundation spending spare cash.[1]

[1] https://stateof.mozilla.org/ledger/


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