DevOps engineers and anyone using Kubernetes - how are you connecting your agents to your production clusters?
We benchmarked an AI agent on 52 broken clusters: kubectl vs a Kubernetes MCP server...
Thoughts on web development, tutorials, and industry insights
We benchmarked an AI agent on 52 broken clusters: kubectl vs a Kubernetes MCP server...
If you move from Windows to macOS and still need to access Windows servers or desktops, one of the first problems you will hit is remote access. Many developers are familiar with Microsoft's Remote D...
My Terraform drift detector had a problem. It could run terraform plan, detect drift, and send me an email through SNS. But the message only told me that drift existed. It did not tell me which reso...
Last month, I watched one of my autonomous outbound agents send personalized emails to fifty people about a funding round that closed eighteen months ago. The agent had sounded confident, the message was perfectly crafted, the personalization tokens fired flawlessly, the tone was...
Last month, I was debugging why our CI pipeline was taking 22 minutes for a Rust service that should compile in under five. I ran `cargo build --timings`, saw that compilation was fine. I checked the Ninja logs, saw linking was fine. I stared at the CI logs for an hour like an id...
I spent three years installing and reinstalling PostgreSQL directly on my machine. Each project had its own version pinned somewhere in a README I'd eventually lose. One day I'd upgrade locally for Project A, break Project B's migration scripts, then spend two hours figuring out...
I was sitting in my apartment in Islamabad last week, debugging a React component at 11 PM on a Friday, when my friend asked me what I wanted to be doing in five years. I froze. Not because I didn't have an answer, but because I realized my entire career has been a series of acci...
Three months into my current contract, I inherited an AWS infrastructure so tangled I spent two days just reading the Terraform trying to understand which security group rule was protecting what. The main.tf file was 487 lines of spaghetti, with inline comments like "don't touch...
Last year, I was stuck in a meeting with our design team trying to source some vector topographic patterns for a fintech app's hero section. One designer suggested QGIS. Another wanted to buy static SVG packs from some marketplace. A third just started drawing contour lines in Fi...
Three months ago, I was working with Cursor on a fresh project. The AI was genuinely impressive, it understood my codebase, suggested clean solutions, and saved me hours. By week two, I was frustrated enough to close the IDE and just write the code myself.
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