I really needed this watch. What a lovely change from the steady drumbeat of insanity that has taken grip of this world. A beautiful reminder that amidst the chaos, so many people - I think many of us included! - continue to practice their craft with care, precision, discipline and consideration.
Yeah, i’ve been looking at this. The easier this is to attach to your tailnet and ssh in from inside, I don’t think you’re dealing with the proxy then.
I tried several things and this is going to be the next one.
As hencq already mentioned ASML and NXP were spinoffs from Philips, to be specific from the Philips Natuurkundig Laboratorium [1] or NatLab for short. What something like e.g. Bell Labs was for the USA the NatLab was for the Netherlands: an industrial research and development organisation where theoretical research and product development were integrated into the same organisation. Apart from the already mentioned ASML and NXP spinoffs it was also where the Compact Disc [2] was developed. NatLab was disbanded in 2001, the facilities now house a business park (High Tech Campus Eindhovem [3]) where both ASML as well as NXP have a presence.
This seems like a good decision, although, is there a good way to tell if music is AI-generated? I assume that some of the music that's showing up in my Spotify feed is AI-generated but I've never noticed.
So there's really accurate ways to detect "pure AI".
The AI music detectors out there are mainly looking out for production things:
-a flatness to the EQ spectrum that you wouldn't get out a properly mixed and produced piece of audio
-no good stem separation, so no per-source eq (relates to above point)
-change BPM mid-song
-unnatural warbles at the end of every phrase
-vocals will have these weird croaky voice cracks, or sound scratchier and raspier
There definitely are tell-tale signs of "pure AI" in audio, but it becomes a lot more nuanced when any sort of secondary mixing/mastering/compression happens (which is the case 90% is the time in the real world- anything on YouTube/Spotify get's compressed).
> I assume that some of the music that's showing up in my Spotify feed is AI-generated but I've never noticed.
A lot of it is now, and it's frustrating to me. The worst part is that I'm not actually anti-AI-music. There's one or two "groups" ("producers"?) I've found where it's clearly AI but they've put a lot of work into making something worth listening to, but Spotify seems to have a "this sucker will listen to the cheap stuff" flag and now I'm drowning in tracks from people who paid for Suno and think that's enough.
I'm not sure about the flag :D but I've had pretty good results with always making sure to flag every artist in AI suggestions with "don't play". You have to visit the artist profile pages to do it though, so it remains a cat and mouse game, but I think that as long as they don't prevent it by force, doing this tends to improve the AI suggestions (of non-AI music).
Similar to YouTube slop.
If that would stop working, I'd cancel Spotify again.
Speaking of YouTube slop, I think Spotify has had its own system of preferring cheap muzak from labels they support since before GenAI music even took off, I think. Example label: Firefly entertainment (IIRC)
At least for the current AI music generators, it's pretty easy to tell by ear that it's AI generated. Everything is just a little off, especially the higher frequencies. Vocals often sound indistinct, like an unholy amalgamation of thousands of people are singing instead of a single person.
I think it would be very difficult for most people to tell that songs are generated by Suno 5. There are some interesting anomalies I can see in the spectrum and mid/side channels, like Suno music often has very little information in the side channel (what happens when you subtract the left and right channels from each other). You also commonly see the eq curve of the rhythm section shift over time throughout the song - like drums will sound normal at the beginning but end up sounding kind of under water by the end, but they are quickly improving these things. But to the layperson, many of these things are completely invisible. The most obvious tell, IMO, is the cadence of the lyrics.
Does this apply to all genres or just highly produced popular music? I would not be surprised if I failed to detect an AI song as background in a television commercial, but it is difficult to imagine that anyone could fail to pick out an AI impersonation were you to slip one in to a record like 'João Voz e Violão.'
It really depends on the style, yes. You could probably slip one into any modern pop/dance/club/EDM album and no one would know as long as the vocals sounds like the performer. For styles which are very unique with that sort of imperfect human touch that makes music so enjoyable, it would likely be obvious, at least at the moment.
Currently it sounds like it's been through an allpass/comb filter. Complex parts, while spectrally there, do not make much sense as a real sound. Probably audio analog of the "finger salad" of early image models. I do not count of being able to tell one from another in a few months.
It sounds like a moral stance on its face, but honestly they probably wouldn't care if someone posted a reasonable amount of AI-generated music that was high quality enough to gain a following of listeners.
This is likely a stance to prevent an individual from producing thousands of AI generated tracks and attempting to flood the zone for anyone browsing and searching.
There's a lot of music on Spotify for example that tries to latch on to current trends in an attempt to get pulled into search results and recommendations.
One day soon many musicians will be using AI assistance, and many won't tell you for fear of judgment.
It's like that with code and art.
Purely AI anything is garbage. But AI tools in the hands of people who know what they're doing are just faster scaffolding and better plywood to build with. The framing is still mostly human expert.
The same argument applies to AI generated or assisted music. Anyone can write a prompt and get a song. It takes judgement and taste to pick a good song and choose to publish it.
"New technologies have the tendency to replace skills with judgement – it's not what you can do that counts, but what you choose to do, and this invites everyone to start crossing boundaries." - Brian Eno
CC works amazingly well but I agree the permissions stuff is buggy and annoying. I have had times where it’s repeatedly asked me for permission for something I had already cleared, then I got frustrated and said “no” to the prompt, then asked it, “why are you asking me for permission for things I’ve already granted?” Then it said “sorry” and stopped asking. I might be naive but don’t we want permissions to be a deterministic, procedural component rather than something the AI gets to decide?
One of my clients is a midsized logistics brokerage based in LA. Right now is RFP season, where they bid on freight contracts with various existing and potential customers. These contracts are typically one year long. A bid you submit now might be for a contract that goes Sept-Sept.
This is difficult even under normal circumstances because you have to predict what carrier (trucker) rates will be in the future. You also have to predict fuel costs, because even though these are usually variable, when fuel costs go up so does your margin (so if you expect higher fuel prices you can lower your bid price). And you have to game out what your competitors are going to bid too. You can’t be too conservative (expensive) or you won’t get the bid. But if you lock in a contract with a certain expectation of rates and it swings the other way, you’re on the hook for millions in losses.
Now imagine doing that normally difficult task in this environment. Who knows what will happen. Wars, a revocation of trucker drivers’ licenses (already happening in Cali), deportations, tariffs, the collapse of USMCA…the uncertainty is near endless. Big tech companies are doing great, everyone else is getting absolutely destroyed.
Related, yes. US DoT wants non-dom CDLs revoked[1]:
> The decision comes amid pressure from the U.S. Department of Transportation, which announced in November 2025 that it would compel California to revoke thousands of what it calls “illegally issued” non-domiciled Commercial Driver’s Licenses.
There's been a big up about undocumented Sikh commercial drivers with CDL licenses, primarily because there have been some spectacular fatal crashes on video.
Typically companies use things like futures, options, and forward contracts to fix or cap their input costs for commodities like oil. This lets them bid on projects without needing to know the future price of oil.
Uncertainty has a cost which exists no matter where you move it around. Yes, investment banks might sell you some kind of exotic derivative which moves the risk onto them, but they'll charge a risk premium for this (probably a very high one since the risk factors here are pretty unusual and hard to model), and that makes it harder to stay afloat as a business. There is no handwaving away the damage that uncertainty does to commerce.
Even if you can find someone to write you a weird, bespoke (and therefore expensive) derivative to hedge against the Trump DoT revoking thousands of CDLs, you've still only succeeded in moving all these calculations and risks to that counterparty. Somebody somewhere still has to have the headache of pricing this risk.
Seriously? What hedge contract you going to use for: 1) Wars, 2) a revocation of trucker drivers’ licenses (already happening in Cali), 3)deportations, 4)tariffs, 5) the collapse of USMCA
War-risk insurance is a thing [1]. You could probably buy a business-interruption policy with a line item for revocations. Adding a tariff contingency to customer contracts and/or engaging with vendors on a fixed-price tariff-notwithstanding basis transfers tariff risk.
Deportatios and the collapse of a free-trade zone are not mitigatable. De-leveraging from products that don't have a strong domestic alternative would be the only options there.
All costs. None easy. But all doable. (Not saying it's good business.)
Right, and then you lose the contract to someone who decided, rather than pricing in the risks, to have their hedge be "Idk guess I'll go bankrupt lmao" and bid as usual.
> Wars, a revocation of trucker drivers’ licenses (already happening in Cali), deportations, tariffs, the collapse of USMCA…the uncertainty is near endless.
So, uh, did business owners actually take any of these things, which very much were promised during campaign season, into account when voting? Or did they walk into the ballot box thinking, "no-one wants to work anymore!" and pull the lever for the guy promising to make applicants a bit more motivated to work at lower wages?
> If anything this example shows that these cli tools give regular devs much higher leverage.
This is also my take. When the printing press came out, I bet there were scribes who thought, "holy shit, there goes my job!" But I bet there were other scribes who thought, "holy shit, I don't have to do this by hand any more?!"
It's one thing when something like weaving or farming gets automated. We have a finite need for clothes and food. Our desire for software is essentially infinite, or at least, it's not clear we have anywhere close to enough of it. The constraint has always been time and budget. Those constraints are loosening now. And you can't tell me that when I am able to wield a tool that makes me 10X more productive that that somehow diminishes my value.
The mechanization and scaling up of farming caused a tectonic shift from rural residents moving to cities to take on factory jobs as well as office and retail jobs. We saw this in China until very recently, since they had a bit of a slow start causing delayed full-scale industrialisation.
So a lot of people will end up doing something different. Some of it will be menial and be shit, and some of it will be high level. New hierarchies and industries will form. Hard to predict the details, but history gives us good parallels.
What diminishes your value is that suddenly everybody can (in theory anyway) do this work. There’s a push at my company to start letting designers do their own llm-assisted merge requests to front end projects. So now CEOs are greedily rubbing their hands together thinking maybe everybody but the plumber can be a “developer” now. I think it remains to be seen whether that’s true, but in the meantime it’s going to make getting and keeping a well-paying developer gig difficult.
There was a previous edit that made reference to the water usage of AI datacenter that I'm responding to.
If AI datacenters' hungry need for energy gets us to nuclear power, which gets us the energy to run desalination plants as the lakes dry up because the Earth is warming, hopefully we won't die of thirst.
> When the printing press came out, I bet there were scribes who thought, "holy shit, there goes my job!" But I bet there were other scribes who thought, "holy shit, I don't have to do this by hand any more?!"
I don't understand this argument. Surely the skill set involved in being a scribe isn't the same as being a printer, and possibly the the personality that makes a good scribe doesn't translate to being a good printer.
So I imagine many of the scribes lost their income, and other people made money on printing. Good for the folks who make it in the new profession, sucks for those who got shafted. How many scribes transitioned successfully to printers?
> Its answer will be 10x harder to maintain and debug
Maintain and debug by who? It's just going to be Opus 4.5 (and 4.6...and 5...etc.) that are maintaining and debugging it. And I don't think it minds, and I also think it will be quite good at it.
> I really wonder what means for software moving forward.
It means that it is going to be as easy to create software as it is to create a post on TikTok, and making your software commercially successful will be basically the same task (with the same uncontrollable dynamics) as whether or not your TikTok post goes viral.
> Fundamentally on the moral level removing oppressive tyrants like Sadam, Maduro, Gaddafi etc. is the right thing to do.
If the issue was what was “right” then Trump wouldn’t have cozied up to Putin and abandoned Ukraine, or cozied up to MBS and waved away his murder of a US journalist, and on and on it goes. This administration has zero moral credibility. I don’t know what will happen in Venezuela but we should all be skeptical of fruit from a poisonous tree.
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