Every observability vendor has bolted "AI" to their landing page. Half of those features are genuine improvements. The other half are autocomplete in a costume. After a few years of running these tools across enterprise estates, here is where AI-augmented SRE actually pays off, where it doesn't, and what we'd advise teams adopting it today. The single most defensible use case. A medium-sized estat
After passing Google Professional Cloud Architect, I started learning Terraform to turn cloud architecture knowledge into reproducible Infrastructure as Code. This is my first Terraform learning note with a simple goal of install Terraform on macOS verify that it works enable autocomplete document one error I encountered during setup For this setup, I used Homebrew. https://brew.sh/ Small info, H
A sponsor’s perspective This blogpost is written on the heels of a few amazing weekends spent knee-deep in students in Toronto and Los Angeles at Hack Canada and LA Hacks, engaging almost 2000 students in person in total. Managing a sponsor track, I have some thoughts on good ways to present yourselves when angling your project towards a sponsor prize. For those not as familiar with how student ha
At 3:17 AM on a Tuesday in Q3 2024, our production Kotlin 2.0 microservice fleet hit a 92% memory utilization threshold across 140 nodes, traced to a silent coroutine leak in Ktor 2.2’s request pipeline that had been bleeding 12MB of heap per second for 72 hours. We lost $14k in SLO credits before we found the root cause. A Couple Million Lines of Haskell: Production Engineering at Mercury (78 p
If you use ChatGPT, Claude, Grok, Copilot, or Gemini daily, it feels like you're talking to a person. It remembers what you said three messages ago. It references the project details you shared yesterday. It feels like the model has a persistent brain that is learning about you. But it’s a lie. From an architectural standpoint, an LLM is the most "forgetful" piece of software you will ever use. Ev
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One of the biggest problems in modern SEO is not content creation. It’s indexing. Thousands of websites publish new pages every day, yet many of those pages never receive meaningful search visibility because Google either delays crawling them or chooses not to index them at all. Over the last few months, we ran a structured SEO experiment focused on semantic content clustering, internal linking de
My previous Python config validator was great for local development, but it hit a wall in minimal "distroless" containers and hardened environments where Python isn't much of an option. How a Simple Python Validator Prevents Config Outages MournfulCord Apr 28 #python #tutorial #devops #sre