As someone who runs a small dev agency, I'm very interested in research like this.
Let's say some Doctor decides to vibecode an app on the weekend, with next to 0 exposure to software development until she started hearing about how easy it was to create software with these tools. She makes incredible progress and is delighted in how well it works, but as she considers actually opening it up the world she keeps running into issues. How do I know this is secure? How do I keep this maintained and running?
I want to be in a position where she can find me to get professional help, so it's very helpful to know what stacks these kinds of apps are being built in.
I've done the same, with both design/planning docs as well as code changes, and have the same experience as you. It's better than Opus 4.5 as well. GPT 5.2 is on another level for my use cases (primarily Python / Django).
Anecdotally, Azure OpenAI is a big player in the mid sized enterprise market and up. Lots of corps want to use OpenAI models, and the easiest way to onboard is to just spin up Azure OpenAI. You already have an agreement, your legal department is fine with it, you have a MS rep etc.
I think tons of businesses look to Microsoft first when it comes to AI solutions. I'm not saying they have the best products, but when has that ever stopped them?
The main benefit most people see right away is the Pydantic integration & it requires less boiler plate for basic API's. Ninja is essentially FastAPI + Django.
I prefer Ninja over DRF, but I know plenty of orgs who still love their class based DRF views as once you are over the (significant) mental hurdle of understanding all the abstraction there, it does give you the common CRUD type operations on your models "for free".
Agreed on this point, I don't want to be subsidizing insurance or paying for multi millionaires homes to be rebuilt.
I truly feel bad for the people who lost their homes, it's awful. But it shouldn't be the tax payer who picks up the tab. If insurance is so prohibitively expensive you can no longer afford to build there, then so be it - you can't afford to live there after all.
I thought it was pretty bad. It made Napoleon out to be uncharismatic and a total "simp" as the kids would say towards Josephine. He just comes off as a war monger Dictator who is ruining Europe for his single-minded vision of personal grandeur.
That's not the read I get on the man from my reading, so I found it very disappointing from a historical perspective.
From the "is it fun to watch" point of view... it was middling for me. Some of the battle scenes were cool, and there were some funny lines throughout that made me laugh, but overall as a story I found it pretty uninspired. Like, Gladiator had tons of historical inaccuracies as well, but it stood on its own as a really fun movie to watch and I can't put Napoleon in that category.
I've been leveling up since I started as a helpdesk rep at 18, becoming a Windows sysadmin, then a junior dev, and now a senior dev. College was not an option for me for reasons totally outside of my control, as my parents decided to not do their taxes for a number of years and I was unable to get any financial aid (grants or loans) whatsoever.
I scratched and clawed, read tons of books, blogs, spent extra time polishing features beyond what was needed so I could learn new skills... but now I am a father of two young kids, with a wife. How long am I supposed to put in all this extra work? I'm likely slightly above average intelligence, but I'm far from being at the level where I could be an AI researcher... if I am even capable of doing the kind of math required there, it would require many years of learning.
GPT4 isn't going to replace me, but watching this space unfold really has me worrying about the versions that come out over the next 2-5 years.
A human is only so moldable, and while I am more than happy to learn new skills, I have no idea where to even start. What profession is safe? Where will the growth be in a field that will have equivalent or even near equivalent earning potential?
If GPT ends up getting to the point where it can replace me at my job, I really have a hard time thinking of a career path I could get into at this stage in life. It would need to be able to architect systems at a high level, write code to implement various features, communicate with stakeholders, document design decisions... if it can do that, it can do a whole hell of a lot of other jobs too.
Once it gets to that point, I don't think physical jobs will be that far behind on being automated either. We already have robots of all shapes and sizes (including bipedal), the main thing slowing down their deployment is that they aren't adaptable enough. With AGI, that changes. It will take a bit longer due to the capital requirements and factory build outs that would be needed.
I saw this effect directly in Eve Online. In the early days there was a lot of experimenting with how exactly to organize these large groups of players. Some groups tried democracy of some flavor or another, others dictatorship. Dictatorship easily won out in the end.
Most "dictators" in Eve actually end up being pretty good at their job, because it is a cutthroat market, and the most precious currency is players willing to fly for you and they can easily leave to join another group should you piss them off and not take care of them.
Cliff, I just wanted to take a moment to say that The Cuckoo's Egg was formative in my youth and was definitely one of things that led me into getting into IT and programming. You just seem like such a nice, wonderful, fascinating human. Hope you have a great day!
YT TV DVR is best in class in my experience. You can set it to record every NCAA men's basketball game that ever airs if you want, or just your team etc.
I am a pretty big SpaceX fan, but so far, they've been tackling challenges that lend themselves to a rapid iteration if given sufficient capital.
Rapidly iterating on the incredible engineering difficulties inherent in building a reusable rocket does not mean you can do the same thing with an interplanetary mission that involves at least ~5 months of travel one way.
They need a whole other class of scientists and engineers to solve the "keeping a human alive for years in spacecraft/colony" problem. It just seems like a fundamentally different class of problem to me, and that SpaceX's strength of rapid iteration may be hardly applicable to this problem.
I will never again interview for Amazon unless I am about to be evicted and they are the only one left in town. Interviewed for a senior dev role, went through all the rounds, took days off of work to be available, and after the final round they just ghosted me.
I had to follow up to find out they had chosen someone else.
The amount of time I put into those interviews was absurd, reading up on all their principles, coming up with stories from my career where I met their principles etc. To then get ghosted at the end was a real slap in the face.
My guess is that moves will go down even further over the coming years. Anyone who bought or refinanced a home over the past decade would need a hell of a good reason to sell and buy a new home in a new location with interest rates going up like they have.
Happy paying customer here, and agreed. Their cost per search feels very high to me, but I don't know enough about the search space to know what is normal.
I run a small dev agency, devwyk.com
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