RugOne's Xsnap 7 Pro comes with both an IP68 and IP69K rating, meaning the rugged phone can survive intense water blasts and complete submersion for up to 30 minutes. But what really sets the Xsnap 7 Pro apart from everything else on the market is that one of its three rear cameras can be removed […
I’m the author of a new preprint on repeated-query auditing of LLM brand recommendations, and the founder of Rankfor.AI. The practical question: how many times should we repeat a prompt before comparing results? The paper applies generalizability theory: estimate variance components from a pilot, th
FastDB is an (persistent) in-memory key/value store in Go. I made some updates to comments I've got (A big thank you to ShotgunPayDay) Test coverage : 96.54% https://codeberg.org/marcelloh/fastdb A test does the following: - Populate 1,000 items with rdom.Intn(1000000). - Inside for range b.N, exec
The decision took about nine minutes.
It was the start of a new product — VirtualRx, a business-management app for
small retailers in Lagos. Point of sale, inventory, invoices, the lot. I
needed a database, I had a schema roughly in my head, and MongoDB let me
start writing code that afternoon inst
METR has been tracking one number since 2019, and it is not a benchmark score. It is a duration: the length of a task, measured in how long a human expert needs, that a frontier agent can finish on its own.
The headline result from their NeurIPS 2025 paper is that this duration has been doubling ro
Writing "Write clean code" in CLAUDE.md changes nothing.
During the process of building 10 personal apps in three months, I rewrote CLAUDE.md many times.
Since it became clear what worked and what didn't, I will outline that distinction.
What Doesn't Work
Giving instructions with
There's a phrase I keep seeing everywhere in AI development:
"We need an AI agent."
Need to analyze documents?
Build an agent.
Need to automate a workflow?
Build an agent.
Need to interact with APIs?
Build an agent.
Need to write code?
Build an agent.
At some point, I started asking a diff
I hadn’t really touched one of my AI projects, Vivify Face Swap, for about a month.
No major updates, no new campaigns, no big SEO changes.
Traffic stayed surprisingly stable the whole time.
Then around August 30, it suddenly dropped.
That was the interesting part for me.
Nothing obvious chan
This is my first post here. I figured I should start somewhere, and a hackathon project is as good a reason as any.
The background
I have been writing business software for about three years. Dashboards, APIs, data pipelines. It pays the bills but it stopped being fun a while ago. When I
Push-to-deploy, automatic HTTPS, and preview environments on a $24 droplet with Dokploy, plus the four mistakes to skip on the way.
For two years, deploying was the easiest part of my week. I pushed to main, closed my laptop, and the site updated itself. I never thought about servers, which was the