Annotating args and kwargs in Python

Recently at work, we ran into this problem: We needed to send Slack notifications for specific events but had to enforce rate limits to avoid overwhelming the channel. Here’s how the limits worked: Global limit: Max 100 requests every 30 minutes. Category limit: Each event type (e.g., errors, warnings) capped at 10 requests per 30 minutes. Now,...

I came across a weird shell syntax today—dynamic shell variables. It lets you dynamically construct and access variable names in Bash scripts, which I haven’t encountered in any of the mainstream languages I juggle for work. In an actual programming language, you’d usually use a hashmap to achieve the same effect, but directly templating variable...

One of my 2025 resolutions is doing things that don’t scale and doing them faster without overthinking. The idea is to focus on doing more while worrying less about scalability and sustainability in the things I do outside of work. With that in mind, I’ve been thinking for a while about tracking some of my out-of-band activities on this blog. The...

I’ve been having a ton of fun fiddling with Tailscale1 over the past few days. While setting it up on a server, I came across this shell script2 that configures the ufw firewall on Linux to ensure direct communication across different nodes in my tailnet. It has the following block of code that I found interesting (added comments for clarity):...

People love single-method interfaces (SMIs) in Go. They’re simple to implement and easy to reason about. The standard library is packed with SMIs like io.Reader, io.Writer, io.Closer, io.Seeker, and more. One cool thing about SMIs is that you don’t always need to create a full-blown struct with a method to satisfy the interface. You can define a...