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?
For 4 - worth checking out Squad. 50v50 matches with quite a bit of realism baked in. My favorite moments are getting setup in advance where the enemy is likely to advance with a trusty MG, going prone and just waiting for them to run into my sightline.
While having quick reflexes is always a benefit, positioning and teamwork is more important in Squad.
Finding a server with consistently decent squad leaders is definitely important to get the most out of the game. If the squad lead isn't talking for more then a minute or two, leave and join another.
Yeah, we are self hosting and everyone could have read access without much hassle. We are losing that long tail of contributors though as they won't be able to push any new commits with guest access.
Well, this ruined my teams Tuesday. We are on the Bronze plan with over 300 users company wide.
My department of 40 does the vast majority (90% plus of all commits/MRs) of the coding in the company, but we enrolled everyone within operations as well so that they could contribute on occasion.
The rest of those users are never going to be worth spending $19 a month on, but it really sucks having to put up barriers from people who do like to contribute on occasion. Feels like we're going in the wrong direction here, so much for devops :(
I've been using it for about two months now, and while it takes a little getting used to, it is so much more powerful for actually getting a handle on your finances. Highly recommend.
I finally feel like I have a solid handle on my budget, Mint never gave that to me.
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.