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I work at a unicorn in EU. Claude Code has been rolled out to all of engineering with strict cost control policies, even with these in place we burn through tens of thousands of euro per months that I think could translate in 15/20 hires easily. Are we more productive than adding people to the headcount? That's a good question that I cannot answer.

Some senior people that were in the AI pilot, have been using this for a while, and are very into it claimed that it can open PRs autonomously with minimum input or supervision (with a ton of MD files and skills in repos with clear architecture standards). I couldn't replicate this yet.

I'm objectively happy to have access to this tool, it feels like a cheat code sometimes. I can research things in the codebase so fast, or update tests and glue code so quickly that my life is objectively better. If the change is small or a simple bugfix it can truly do it autonomously quicker than me. It does make me lazier though, sometimes it's just easier to fire up claude than to focus and do it by myself.

I'm careful to not overuse it mostly to not reach the montlhy cap, so that I can "keep it" if something urgent or complex comes my way. Also I still like to do things by hand just because I still want to learn and maintain my skills. I feel that I'm not learning anything by using claude, that's a real thing.

In the end I feel it's a powerful tool that is here to stay and I would be upset if I wouldn't have access to it anymore, it's very good. I recently subscribed to it and use it on my free time just because it's a very fun technology to play with. But it's a tool. I'm paid because I take responsability that my work will be delivered on time, working, tested, with code on par with the org quality standards. If I do it by hand or with claude is irrelevant. If i can do it faster it will likely mean I will receive more work to do. Somebody still has to operate Claude and it's not going to be non-technical people for sure.

I genuinely think that if anyone still believes today that this technology is only hype or a slop machine, they are in denial or haven't tried to use a recent frontier model with the correct setup (mostly giving the agent a way to autonomously validate it's changes).


Why did your company get claude code with token billing instead of getting everyone max plans ?

I think they need to have the enterprise plan for accessing advanced security and data handling guarantees. Also they set up pretty strict controls on what tools the agents can use at the org level that we cannot override, not sure that's an option with the subscription plans.

ZDR in place at API level but need enterprise contract if on a plan. Vendor lock-in and IP drivers.

Not that guy, but here token billing was chosen to get the Enterprise monitoring shit. I think the C-suite is expected to report productivity increases and needs all of the data that Anthropic can scrape to justify how much money is being on fire right now.

I like the idea of OpenClaw a lot, it's a technology that I would want in my life. But in it's current form it's kinda chilling and I cannot see it become safe to use anytime soon.

It seems to me many infosec best practices that have been built over decades have been forgot in the last few months like nothing happened. People really do give this kind of software full system access, plus access to their emails, their private chats, most likely their passwords too and who knows what else via plugins. I couldn't really imagine this happening one year ago.

I'm 100% confident that any state actor and cybercrime groups are currently heavily focusing their research on these tools. You compromise the right person and you can access all kind of critical information, it would basically be the same as having some remote control software on their system with full permissions.

And everyone on the hype train seems to be absolutely unaware of this. Maybe I'm missing something, but all of this feels so odd to me.


I think a lot of them are aware of it, but also grifters, and hoping to profit off of it before the bomb goes off so that they can claim ignorance and escape blame. New and powerful thing that people don't fully understand becomes fertile ground for grifters to sew their sins. Like when Marie Curie discovered radium and everyone and their mother started forcing it into products, including toothpaste and "medicine", within like 5-10 years.


We need laws and social norms where filming a stranger and uploading it online is considered a serious unacceptable offense regardless of the device. I find it absurd that today is completely acceptable to just film an unaware stranger and put the video online, especially since that the majority of the videos are about making fun of them or humiliate them.


You shouldn't expect privacy in public spaces. That's the nature of public spaces. In the US, freedom of press means anywhere public means you have no expectation of privacy, and should comport yourself as such; don't do anything or wear anything in public you wouldn't want to be recorded.

This is why paparazzi exist and how they operate. It's the dirty, dingy cost of having a free press, freedom of travel, freedom to hold public officials accountable, subject to the same laws you are; you can't waffle or restrict or grant exceptions, because those inevitably, invariably get abused by those in power.


It's amusing to always have this US-centric view touted as some ultimate truth while lacking any nuance. I live in Germany and here there is absolutely an expectation of privacy in public spaces. The individual rights (privacy) are balanced with the collective rights (freedom of press) and both are allowed to exist, because based on the context of the situation one right can prevail on the other. To give you some simple examples: if I go to a public event, a political manifestation, then no: no expectation of privacy. But if I am walking around with my family in a park, yes there's absolute expectation of privacy even if I'm in a public space. Context matters and it's impossible to have just one broad and vague rule covering anything. Also keep in mind that a public figure automatically has lower expectations of privacy than a private citizen. While I can sue a paper for publishing a picture of me slacking at work, a public figure most likely cannot or would lose in court because the right of the people to get informed of his behavior is higher than his right for privacy. Who gets to decide? A healthy judiciary system, not "those in power".

Another interesting nuance of the law in Germany is: it's almost always illegal to take pictures or video of people that show their suffering or struggle. You cannot take a video of a man having a mental breakdown for example. Is this universal? No, of course a journalist will take a picture of a suffering man in the cold to send a message about inequality. If he ever will be sued it will be the judge to decide if in this specific instance the right of the individual or the right of the collective right should prevail.


The difference is public vs. private spaces. The supreme court in the US has defended the right to record videos in public. But if someone walks into my home, or my 3rd space, etc. with one of these on actively recording that should absolutely be criminalized and enforced.


>the majority of the videos are about making fun of them or humiliate them

That's just nonsense. Your feeds seem to be polluted by what you are seeking out, as I've never seen a video on any service that shows humiliation of anyone.

I watch a lot of 1st ammendment audit videos, and that is never about humiliation, though many people end up looking very ignorant of the laws concerning recording in public which is in the 1st ammendment.


Cameras in phones are pretty much locked up today, assuming you have an updated version of the OS from a respectable manufacturer. Apps will not be able to access the camera feed (or the microphone) without explicit consent and a visual warning.

The manufacturer might access it, Apple states they don't, Google and Samsung I'm not sure. A bad actor with 0days might too.


For reference, Samsung screenshots everything shown on their televisions at regular intervals and sends these to their South Korean data centres for advertisers to use. It's called Automatic Content Recognition (ACR), which any sane country should be outright banning under international espionage laws.


I give no screen a network connection.

Screens are for playing what I send to them. Not for running their own apps or network traffic.

I would pay more for dumb screen TVs.


Absolutely. No monitor of any kind should be connected to the Internet.


Funny enough it's the OS and manufacturer I don't trust with my phone, with my PC I trust them a lot more as they're much more open and I can choose the OS.


You know what's stronger than a manufacturer's promise? 2cm of double-ply electrical tape.


Giving an Android phone to elderly/non-technical people is asking for trouble imho. They will eventually tap their way into installing suspicious apps, adware or even straight up malware. It's inevitable, they are not aware of what they do and how to avoid the many risks of the digital world. I remember having the same struggles of OP when setting up a cheap android phone for my grandma, the amount of bloat, adware and misleading content I had to remove was incredible (and some couldn't even be removed). The irony was that after a few months of light usage, the phone was in a state even worse, full of downloaded apps and opened suspicious websites in the browser. She would swear she never even noticed any of those.

This is one of the cases in which giving them an iPhone with its walled garden has great benefits. You can also setup parental control on top of that already locked down ecosystem.


My mom has had several generations of Galaxy A5x and basic iPads, it makes absolutely no difference. She simply never installs any app.

Some things are actually worse on the iOS side. It took years for Apple to catch up with spam and scam calls/SMS detection.

Plain Google search is still the main vector of scams, I eventually set up NextDNS on her devices.


> Plain Google search is still the main vector of scams

How incredibly sad this fact is. And even sadder all the second-level implications about how it got to this point. And then sadder still that there is unlikely anything done about it in the foreseeable future.


My mother can no longer do the stuff she used to on her iOS phone because it is so complicated compared to the iPhone 4 I gave her a long time ago.

I screen her emails with her consent, very easy to do with Fastmail that imports her Yahoo mail into a folder she doesn't see and then I move okay emails to her inbox.



I have not heard of it before, thank you. I will try it out.


No problem! :)


I tried it on my mom's phone.

It's a good idea, but terrible execution.

Once I set up an Android phone for her, I will publish what I did to help others.


If your relatives are significantly tech illiterate, I'd skip the smartphone entirely and go for a locked-down Linux desktop + feature phone. The most dangerous apps are big legitimate ones.

If you do go for a smartphone, my experience tells me that there's no difference between Android and iOS. The biggest sources for shady apps are the Google Play Store and Apple App Store. Shady stuff on the web can be easily defeated using an adblocking browser, which is essential for older relatives.


> If your relatives are significantly tech illiterate, I'd skip the smartphone entirely and go for a locked-down Linux desktop + feature phone. The most dangerous apps are big legitimate ones.

You know, they are adults and have free will and do want a smartphone like everyone else to use Whatsapp, read the news, search things on Google, etc.

Hell, my 95 year old grandma convinced a nurse to install TikTok on her phone because she saw her using it and also wanted to try it. It's not like we can isolate them from the world


Sir a Linux desktop recommendation for non-tech-literate elders is just silly


Sir no sir. I believe entirely the opposite. If they're tech illiterate then they don't have the entrenched knowledge that is the only thing keeping most people within the Windows ecosystem.

A Linux install that meets the basic needs of the user is perfecto!

Less so recently just due to time constraints, but I'm generally the technical person in my family group, and I've lost enough touch with Windows that troubleshooting it is increasingly difficult. If they need me to 'format and reinstall' they're getting Linux unless they have a very specific need that only Windows can cater to.


It's getting less silly every month! So many people in that boat only use the web browser anyway.

With a well-supported hardware configuration and a working web browser, even a non-techie may have a more stable experience than they would with Windows.

That has as much to do with the decline of Windows as with the ascent of desktop Linux, but still.


Why? As long as you use a regular desktop distro, it's simple, pleasant and easy to use. This was already true 10+ years ago.


Sir, have you tried doing it? Works great.


It isnt silly. We did this with my 92 yo grandma back in the 2010s. She had a browser, an email client, word processor, printer.

Bulletproof, immune to all the apps and malware. She couldnt break it.


FYI: you can also set up parental controls on Android.

Parental control is a also a hot buggy mess on iOS currently. Our daughter has an iPhone with parental control set up and a bunch of apps that are whitelisted regularly refuse to start at random moments (blocked by parental controls). We hoped that iOS 26 would finally fix it, but nope.

It doesn't really matter, both phone ecosystems are a mess, but in different ways.


But I thought sideloading wasn't a real problem and Google is just locking it down because they're evil :-)


“Sideloading” does not play a role in this. All of the crapware is on Google Play.


Galaxy Store is the clown car version of Google Play-- luckily mostly unnecessary.


It's always crazy to me to see this kind of smug takes defending huge corporations as if they're your friends.

It's not all good or bad, there's a security issue with side loading, as well as shovelware on the play store. However, there is no world where I would argue that these justify limiting consumer grade hardware to walled gardens.


It's less about defending and more about being annoyed with all the over-confident, uninformed opinions people frequently post in reaction to any news article on the subject.


You could start by taking a look at your own comment then.


Funny, as someone that uses Android, sideloads apps, and is the "tech guy" for some older people, I went "yep, Google's own Play Store is full of shitty apps".

I recommend getting an Android phone (there are cheap Google Pixels out there) and try to sideload an app. Also browse the web a bit without an adblocker. I'd be surprised if by the end of the experiment you thought that sideloading is the reason their grandma's phone is full of crap.


Off-topic, but thanks for hosting all the gcam ports for all these years.


You're welcome! :D


It's too much energy to keep up with things that become obsolete and get replaced in matters of weeks/months. My current plan is to ignore all of this new information for a while, then whenever the race ends and some winning new workflow/technology will actually become the norm I'll spend the time needed to learn it. Are we moving to some new paradigm same way we did when we invented compilers? Amazing, let me know when we are there and I'll adapt to it.


I had a similar rule about programming languages. I would not adopt a new one until it had been in use for at least a few years and grew in popularity.

I haven't even gotten around to learning Golang or Rust yet (mostly because the passed the threshold of popularity after I had kids).


When this race ends your job might too, so I'd keep an eye on it.


Won't happen.

Welcome the singularity so many were so eagerly welcoming.


It's a collector's market, the value is in the demand and scarcity. Same as with all other collectibles like baseball cards and such. Or even wines, there are some that are so old they become undrinkable but cost like a car. In collectors market the price is detached from any kind of purpose of the item.

Also consider that most Magic cards are also valuable only because of their collector status. The valuable ones are mint first editions and nobody is buying them to play them.

So who fuels this collectors market? Nostalgic 30-something that have now disposable income and want to buy things they wanted as children. Same as with videogames collectors and such. You don't need an original copy of Supermario to play it, but people still spend thousands to buy it.


> But they open up the gate for a single Big Tech Winner that truly knows everything about you, and can even control everything on your behalf.

Hasn't this gate been open since Chrome conquered the browser market years ago?


> I think what we should really ask ourselves is: “Why do LLM experiences vary so much among developers?”

My hypothesis is that developers work on different things and while these models might work very well for some domains (react components?) they will fail quickly in others (embedded?). So one one side we have developers working on X (LLM good at it) claiming that it will revolutionize development forever and the other side we have developers working on Y (LLM bad at it) claiming that it's just a fad.


I think this is right on, and the things that LLM excels at (react components was your example) are really the things that there's just such a ridiculous amount of training data for. This is why LLMs are not likely to get much better at code. They're still useful, don't get me wrong, but they 5x expectations needs to get reined in.


A breadth and depth of training data is important, but modern models are excellent at in-context learning. Throw them documentation and outline the context for what they're supposed to do and they will be able to handle some out-of-distribution things just fine.

I would love to see some detailed failure cases of people who used agentic LLMs and didn't make it work. Everyone is asking for positive examples, but I want to see the other side.


Also the variation is the focus of each person.

Based on my own personal experience:

- on some topics, I get the x100 productivity that is pushed by some devs; for instance this Saturday I was able to make two features that I was reschudeling for years because, for lack of knowledge, it would have taken me many days to make them, but a few back and forth with an LLM and everything was working as expected; amazing!

- on other topics, no matter how I expose the issue to an LLM, at best it tells me that it's not solvable, at worst they try to push an answer that doesn't make any sense and push an even worst one when I point it out...

And when people ask me what I think about LLM, I say : "that's nice and quite impressive, but still it can't be blindly trusted and needs a lot of overhead, so I suggest caution".

I guess it's the classic half empty or half full glass.


I believe what Wikipedia tries to do (simplifying here) is reporting the "opinion" of reputable sources which should have an informed view on the matter. If reputable sources believe it's a genocide, then they will report it, if not they will not. Calling these sources biased because they do not corroborate your view of the situation is your subjective opinion and doesn't mean they actually do have a bias. The whole point of considering them reputable sources is that they should be as unbiased as possible (even though 100% neutrality is impossible), if they had "significant bias" as you claim they would not be considered as reliable sources to begin with.


Actually there's a Wikipedia guideline (WP:BIASED) along the lines of "bias doesn't necessarily make a source unreliable", which in practice is taken to mean that bias doesn't matter.

Of course in practice, editors have their own biases and decisions come down popularity contests. Wikipedia's own biases seem to get worse over time, as more neutral editors give up, so we end up with some weird things like

- Almost all conservative news sources having low reliability ratings.

- Daily Mail for example is deprecated, the lowest possible rating outside of literal spam.

- Al Jazeera, which seems largely controlled by the Qatari monarchy, has the highest reliability rating and is the most-used source in Israel-Palestine. Even their blog is the top source on many articles, despite news blogs being against policy.

- Al-Manar, the Hezbollah mouthpiece which is very unashamedly biased (e.g. refering to their terrorists as "men of god"), has a somewhat low reliability rating, but still higher than several conservative sources like Daily Mail.

(See the list here - https://en.wikipedia.org/wiki/Wikipedia:Reliable_sources/Per...)


There's also a tricky situation where some political factions consistently report closer to reality than others. This makes it hard to be both reality-focused* and politically neutral at the same time.

* It's not this page, but there's a separate Wikipedia policy which says that editors should only insert content which is true.


Circular reasoning that is completely ignorant of the last 2 years of analysis of media reporting on Gaza.

The evidence of media bias is extensive and extremely blatant: it spans framing ("[horrible event, war crimes, etc.] happened, according to Hamas" vs no such qualification for Israeli claims, "20 people killed in Gaza" without mentioning who or what killed them), dehumanisation ("2 people killed" when reporting on children deaths in Gaza vs "2 teenagers in hospital" when talking about IDF soldiers), selective reporting (remember the pogroms in Amsterdam that got debunked on social media while every chief of state was sending their condolences?), constant repeat of Israeli "right to self-defence" while Palestinian context is not mentioned, etc., etc., etc.

One of many, many, many reports/investigations on this: https://cfmm.org.uk/cfmm-report-media-bias-gaza-2023-24/

If you need something more visual/real-time, Newscord has been been reporting on this consistently: https://newscord.org/editorials

The media might be largely a reputable source, when it doesn't contradict the preferred narrative, and the Gaza genocide was probably the strongest example we could have had of this.

I'm not sure why I even wrote this out, because 2 years in calling it "subjective opinion" is obviously not a position that is based on facts or reason.


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