Despite using Tokio underneath, I think that Actix does NOT do work stealing and uses mostly separate threads:

• https://actix.rs/docs/server/#multi-threading
• https://docs.rs/actix-rt/latest/actix_rt/

Given this architecture, I think the article might inaccurate when it says that Actix handlers must be Send + Sync. See also: https://www.reddit.com/r/rust/comments/14cbe1u/why_does_actixwebs_handler_not_require_send/

Actix is a bit weird, but it has been around, and used in production, for a relatively long time.

Just to add to this point. I have been running a separate namespace for CI and it is possible to limit total CPU and memory use for each namespace. This saved me from having to run a VM. Everything (even junk) goes onto k8s isolated by separate namespaces.

If limits and namespaces like this are interesting to you, the k8s resources to read up on are ResourceQuota and LimitRange.

I am not sure if it is best practice, but this is what I do and it might provide some inspiration:

• Bootstrap from a private gitlab.com repository with a base ansible setup. Executed from a laptop.
• The bootstrap setups up k8s and installs a bare bones git repository docker container based on https://codeberg.org/al13nsc13nc3/gitsrv.
• Flux CD is installed into the bare bones git repository and k8s.
• Flux CD is used to install Forgejo and Woodpecker CI using the bare bones git repository as the gitops source of truth.

This has the advantage that Gitops and normal git repositories are separate. I think that a similar principle would work with docker compose instead of k8s.

The person that found this is a hero.

Whenever I see slightly weird behaviour, there is a temptation to just move on because there isn't enough time, running software is complicated, and there is something else I want to do. I will try to change my attitude in future in case it uncovers a backdoor like this -- it would be educational too.

I learnt something from this article, thanks.

I only found out yesterday that Rust has a Binary Heap in the standard library so the timing of this is perfect.

I looked at Tekton, but the complexity of doing simple things put me off. I have been running woodpecker which now has Kubernetes support.

Installing the Helm Chart for the Woodpecker agent gives K8s support with no special configuration needed. My needs are simple but I have been really impressed with how easy it has been.

For a fun comparison, a reasonable 1TB USB Stick costs slightly less than 1TB of AWS egress.

The manifest of my Kubernetes cluster is managed in a Git repository and is automatically deployed via a GitOps tool named Flux CD. When I push changes to the repository, such as adding a new application or upgrading Docker images, the deployment occurs within a few minutes.

This is the way.

Although I use Flux ImageUpdateAutomation instead of Renovate Bot. Did you consider using Flux to do auto updates? Are there any downsides that made you choose Renovate Bot instead?

I found the most interesting bit was this at the end:

• You can now specify a new RestartPolicy: Always configuration for an init container.
• If you add that new config, you now have a sidecar container.
• A sidecar container starts before all ordinary containers (because it's an init container), and—this is the big part—it now terminates after all the ordinary containers all terminate.
• If for some reason your sidecar container dies while ordinary containers are running, it will be restarted automatically. (This is the "Always" bit.)
• Finally, unlike with normal init containers that each wait in turn to complete before the next starts, the other init containers do not wait for sidecar containers to complete before starting. Which is good, because they're not going to complete until much later.

I don't know if it is ideal for a research paper, but we have been using semgrep with Rust. Semgrep allows you to write your own linter rules to enforce code standards. I have found some basic rules on the internet (e.g no unwrap()) but we have mostly had to write our own rules because there are only a few for Rust.

I think it would be a helpful project to write a Semgrep rule set that Rust developers could use. Maybe the "research" part would be looking at rulesets for other languages.

I don't think the survey was advertised? For me it popped up when I was writing something in the Rust Playground.