There are a bunch of message broker services out there, and having a consistent set of common keys along with a documented process for transforming events to/from different systems means that this kind of data can move through different systems without getting mangled. It does have a spec for JSON, so it can be considered just a standardized JSON blob with transformation rules. But it also has a protobuf spec, specs for MQTT, NATS, HTTP, Avro, etc. It’s a common language for all these systems.

I’m really into CloudEvents because I love event-driven systems, and since events can come from, or be consumed by, so many different services, having a robust spec is super duper useful.

Then they put on the socks and become girls

Learning new programming languages is an awesome way to expand your programming brain. If you want to stay in the same scientific computation niche, you can check out Julia or Mathematica. If you’re just looking to broaden your horizons, the world is your oyster. For me, learning Clojure really cooked my noodle but made me a much better programmer since it taught me functional programming.

Also, just read other peoples code! You can learn the conventions that way. Though for you it would best to find other products within your niche, because I’m not sure if general web dev code would be super helpful.

There are techniques that are broader than any single language’s conventions, and I think learning those are how you can improve. That’s hard to teach, though, and it comes from experience with a few different languages, in my opinion.

And honestly, I can totally respect the “conventions be damned” attitude, because at the end of the day, you’re trying to make something that works, and if nobody else is reading that code, you’ve made the right trade-off.

I’ll suggest Elixir. It’s a language that runs on the same virtual machine as Erlang, which has proven to be great for ultra-reliable and excellent at managing many, MANY concurrent processes.

Elixir itself builds upon this great foundation with a syntax similar to Ruby, but entirely functional. It’s a delightful language to read and write.

One of the all-time classics! I think all devs should read this.

Oh you’re so right, I never use those so I completely forgot :X

In Elixir & Erlang, they don’t even have a for-loop construct. You have to use recursion. And I think that’s beautiful. I also think tail-call optimization is beautiful.

ixSystems sells pre-built machines running TrueNAS. They’re a little pricier than building on from scratch of course, but they have ECC ram and have everything set up out of the box. Funds also support the development of TrueNAS. I got one earlier this year and I love it. Fussing around in the web UI requires some technical know-how, but if you get it set up for them, I expect it to run like a dream.

I was using Fedora for about a year and it was great. Nice and stable, almost everything worked out of the box. Then I goofed up an update and had to install something new, and I chose Arch. Arch is working mostly fine, of course I had to learn a thing or two about how some subsystems worked but the Arch wiki is a wonderful resource. We’ll see how long this install lasts, it’s been smooth sailing for about a month now.

You love to see it. Linux Mint was my daily driver for a long time, it’s a great choice.