I have not found this to be true at all, especially if you include cost in the equation and speed. Absolutely Claude Opus 4.6 is one of the best when it comes to large complex tasks involving many agents and files, for now. If I am refactoring code or reviewing code, Codex is significantly better in both cost, speed, and accuracy. Gemini 3 Flash is great for very quick/cheap smaller sections of more directed code at very low cost.

I hate these tools that lock you into a single model. I use a tool set that let's me pick and choose based on what I am doing. Heck, use codex to generate your large plan, and claude opus to then execute on it and you get great results if you are doing something very large. I honestly don't think there will be one model to rule them all, and I hope soon that a true multi model tool that automates the picking of the appropriate model (cross vendor, not just between anthropic models like claude code) will come out and bring some sanity back to all of this.

The other providers are not standing still at all, and there will be a new 'best' constantly. The differences between them will get smaller and smaller, and hopefully better and better SLMs will come out that we can host on more reasonable machines ourselves for targeted tasks.

The reality in the American west is very different. Personal water consumption is not even a drop in the bucket of the American west. It is all agriculture, and growing water hungry crops where there is not any water. 85% of the water in Utah and neary 90% of the water in Colorado goes towards agriculture. Then you look at the kind of agriculture, and it is totally unnecessary. In Utah there are companies growing alfalfa, a very water hungry drop, in the desert. They then stuff it in shipping containers and ship it overseas. A complete waste of precious water. Then you look at the irrigation techniques, and it is a lot of flood irrigation where they use enough water in a single day that would cover a town for a month. The water was divided up based on wet years many years ago. We need to redo that, and start charging for water to these large agricultural institutions based on a more realistic rate. Some things should be grown in the desert, others should not. Somebody not flushing their toilet is not going to change anything at all.

I swear we are all devolving our writing skills back to the day of hieroglyphics. Why, oh why would you ever use an emoticon or eggplant or whatever to instruct a computer to do something? I could perhaps see giving it a flow chart or something, but heck use BPMN, not an image. It's just not that descriptive for procedural operations.

I hear the complaint of not enough money all the time, and that somehow throwing more money at it will magically fix the problem. What I would suggest is to actually look where that money goes. It goes to a bloated administration that continue to suck up all of the resources, and not to the teachers on the ground. Further, that massive administration also micro manages the teachers who are now so constrained on what they can do, and you have parents who demand every single child is put on an 'Individualized Education Plan' that the teachers must also then track and adhere to. This is not sustainable

Look down the line a bit from this one and there is an article how students are hitting college with not even being able to halve a fraction. This is middle school level math at best. So now colleges are being forced to offer remedial level middle school math to make up the difference. Clearly this great system we have here in the US is an utter failure.

I remember in the 70s when I was a child. They came up with this great new math idea of a drawer full of exercises that you would take from and complete at your own pace (even that wouldn't be allowed today). A handful of us were done with the year's exercises in a couple of weeks. We were then given 'self study' which meant us grade schoolers being sent to the library to entertain ourselves. You can imagine how well that went. Fortunately, after grade school we still split into different tracks of math classes where many of us were moved on an AP track, so things got better. Today, they teach weird techniques and tricks instead of core math, teach just to the standardized tests as that is how the administration gets its money, and basically cater to the lowest performers. Adding money will only make this worse.

If I had children I absolutely would homeschool. Public school right now is fundamentally broken and does need a reimagining. That does not mean throw it out and dismantle everything, but someone does need to tip the apple cart and realize what we have now absolutely is not working. We can't deny the outcomes.

Yes! Finally someone who actually understands what this thing was actually designed for. I got one right out of the gate as I want to fine tune / distill expert models for eventual production use. My customers all run on CUDA, so CUDA is an absolute must for testing and development. Eventual deployment will be on much more realistic hardware hosted in the cloud. Developing in the cloud making lots of mistakes adds up fast dollar wise, and is honestly a bit clunky. Developing locally let's me make lots of mistakes. Heck, I kick it off and go do other things and check back later all for the one time sunk cost. I can also see that perhaps my reward model is not functioning properly and just abort it as it isn't going where I want to. A giant gaming PC would cost me more, and not fit in with what I am doing for the most part. I like a purpose specific machine for this work that has the full support of Nvidia and it's stack of software.

And to be clear, it absolutely can run quite a few models for experimentation, once again cheaply. I don't have to do anything but spin up a python virtual environment or use an existing UI based tool and play around. Sure, performance isn't great, but it let's me evaluate things on a very consistent and solid platform. I'm not going to run production inference on something like this for many reasons, just like I would not do that on a gamer machine.

For what it is worth I ran for 3 hours straight at 100% GPU utilization and saw no thermal throttling. It was putting out some decent heat for sure, but it was humming along. Also, I will note, I was doing this off grid at 10,200 feet on pure solar power in a smaller cabin. Try that with a gamer PC!

Actually, it is very reliable. I live off grid in an area with zero cell coverage. I use starlink for internet and also for wifi calling/texting as my primary service for over a couple of years now. That has always worked fine.

Just this year I signed up for and received the beta satellite texting service on my samsung phone. It works spot on every time for simple text messages. I have also always had inreach for emergencies, but am probably going to cancel it now. It is slow, takes a long time, and you have to have clear view of the sky. People also get confused on the weird message they get, and over a few messages I have to start to pay.

With Tmobile satellite messaging I get a signal even inside of my metal roofed cabin. Under fairly heavy tree cover, no problem. Was up at my water intake beyond reach of my wifi. In the past I would have to bring a radio with me to check in with my wife if the water looked good. Now, I was able to simply text back and forth. Unlimited texts, and with the normal read/received confirmation. Never mind just driving around out here I get texts where there previously was zero signal.

Now on the device side, obviously the inreach devices are more rugged, last a very long time, waterproof, etc. They win there. But the service is not nearly as reliable or good.

Interesting.... What did you find buggy about it? I have one and wrote my own python publisher to MQTT for it. It has been running 24x7 for 6 months at least now without a single glitch. My only beef with it is that the heating unit affects the temperature reading in the winter as it cycles on and off, so had to get a different standalone temp sensor as well to make it accurate in cold weather. You could see the jumps in the graph as it warmed and cooled itself.

In practicality from people using it, the distance traveled to space and through their network system means latency is in fact higher than fiber. Fiber also travels as the speed of light, albeit in fiber. People often see 15ms or less on good fiber connections, rarely do you see below 30ms on the starlink system. The signal does not stay in the starlink system down to varying pops.... You are always on the same pop that is closest to you. So like in my case in Colorado, I am always downlinked to Denver.

It could be..... It depends on where you are, do you have a good view of the sky (north), and how many others are in your area. I live in rural colorado off grid, and work full time on starlink. This morning the speed test showed 226 down, 22 up, and 35ms latency. Out here where there is not even cell service, this is amazing. For my purposes, it is more than enough. Zoom calls all day long, git check ins, etc. No problems at all.

That said, if you are a gamer requiring ultra low latency, are in a congested area, or uploading huge videos all day long it might not be a good fit.

100bps would be very slow indeed!

But seriously, for 99% of the time those speeds are more than adequate unless you are a huge gamer or something. I have the internet to work (programming, zoom meetings and the like) and watch a few movies, read news, normal stuff. Those speeds are more than adequate for most normal things you are doing. I would rather suffer a little on my upload speed than suffer everyday living in a city, so I can deal with those. Only time it is a challenge is if I need to upload a large video or model binary, but then start the upload and grab a cup of coffee. Not that huge of a deal.....

OK, this is wrong on every level from someone who actually uses starlink as their primary internet provider.

Speed is now sitting at 200-300mbps down, 20-30mbps up. Latency is around 20ms. As far as I am concerned, that is far from 'marginal'

Contention is minimal where it is truly needed. Everyone around out here has them now, and I've only seen my speed increase over the last two years. BTW, there is not even a cell signal out here as an alternative. So Starlink is it. I used to have Viasat, and it was magnitudes of order slower, and 600ms latency.

I live fully off grid running on batteries and solar. Running Starlink directly off of DC power, it draws on average 35w. That is nothing in the grand scheme of things. I would not call that power hungry. I also have the new Starlink mini, and although it is somewhat slower, that only draws 20w. It is absolutely not 'power hungry'.

There is an old copper line up to here, but it literally is dying as no maintenance has been done in years. The cable is coming up through the dirt road. It can not offer dsl even. They will never ever put fiber in up to these kinds of rural places out west in the mountains. Just not going to happen. Meanwhile I am happy working away at my job over the Starlink that I bought and put up myself in a matter of minutes.

My guess is you live in a city and don't know what the rural western US is like. Large amounts of land with mountains and not a lot of investment in infrastructure. I mean heck, we don't even get cell service.....

In the 90s, I had a StarTac phone, and that was significantly smaller than most of the phones today. After that phone, phones continually got bigger and bigger, and are in fact larger than many of the offerings back then. So no, phones today are definitely not smaller than the 90s, but sure, they do a lot more and have big fancy screens.

Hey, I carry an inreach device with a gps in it. They may call you a boomer, but the battery life on my inreach running is many days (like five days), while the phone running maps is going to be lucky to make it through a day. Never mind the inreach can be dumpled into a river and come out working. I won't even begin to get into the rugged factor.

That said I do carry my phone for pictures a lot of times, but I sure don't depend on it for life saving or route finding. They will learn the first time they shatter that big pretty screen and need it to find the way back to camp.

Isn't this product about to be obsolete when Starlink enables their cell phone support? They've already demonstrated it and it is set to turn on this fall, which means every phone that supports those frequencies would have basic coverage over the entire world. I guess they better hurry up and sell a bunch of those units now. Having done SAR for 13 years, it seems doubtful that by the time we go and look for them their battery will still have charge and the phone will just be on. Batteries don't last that long when they are constantly looking for a cell signal.

It's actually kind of simple here. A very high percentage of the h1b workforce are concentrated around software development in reality. So the percentage of workforce in that area is much, much higher than the 4 percent you stated. Even if it was only 4 percent, having artificial wage control over 4% of the workforce is pretty significant.

H1-B is a horrible program in that it is basically indentured servitude. So even though they are supposed to pay average wages, they don't. As someone working an H1-B you have to take the low pay and work whatever hours they ask, or risk scrambling to find another job to stay in the country. This forces wages down for everyone else and creates a captive workforce that puts up with unreasonable expectations.

I'm all for H1-B, but change it so they just have to stay in any job within the US, have a decent period of time to find another job (like 3-6 months), and allow them to shop themselves around rather than being tied to a single company. Then it is a level playing field and this indentured servitude for low wages goes away. I've seen it many times where engineers from India were out and out taken advantage of, they knew it, but had to tolerate it to stay in the country. This depresses the market for everyone.