An event notification looks like a neat starting point for automation. A form is submitted, a record changes, or another system announces that a job is ready. The first design question is often which AI action should follow. A more useful question is...

I built CyberRef to solve a problem I kept seeing in labs and on engagements: nobody remembers the exact syntax of a command under pressure. You know the command exists. You know roughly what it does. But it's 2 AM during an incident, or you're mid-...

Starting out with browser extensions can often be a pain in the back. A while back, I was looking for a template I could use to build Epubespiar. Most of the ones I tried had the same problem: I couldn’t get them started and running. Since this was ...

When an interior designer asks for a website quote, the number depends on a handful of decisions that are easy to overlook in the first call. This is the checklist I run through before pricing one. 1 What does the site need to do? Credibility only, ...

Enterprise social listening platforms like Brandwatch or Sprout charge upwards of $800 to $2,000/month per seat. Under the hood, many still rely on brittle dictionary lookup tables VADER-style positive/negative lexical scoring or generic regex filter...

You've probably heard about React Fiber. But why does it matter? And more importantly: > What problem was Fiber actually designed to solve? Fiber is React's internal architecture for representing and processing the work needed to update the UI. ...

Have you ever visited a website that looked absolutely amazing but was difficult to use? Perhaps the colors were attractive, the graphics were professional, and the layout looked modern, yet the pages loaded slowly, the navigation was confusing, or y...

Direct answer: when a sitemap contains a non-canonical URL, remove that entry and list the preferred canonical page instead. If the listed URL redirects, use the final destination. The replacement should return a direct 200, allow indexing, ...

While working on Waitless, a real-time queue management platform, I came across a backend problem that looked simple at first: > A customer reaches the front of the queue, and the system needs to send notifications to other customers. The first ins...

When a scheduled worker calls the Gemini API around the clock, an unexpected failure can disrupt pipelines for hours. During an outage, error monitoring dashboards often show a mix of failures that appear to stem from a single overarching problem, ye...

If you have ever wanted to build a small browser game on the side, the hardest call is usually what kind of game, not which framework. Here is how to read a genre the way you would read a spec, as a list of systems with a known build order. A Genre ...

How I Built an Autonomous B2B Directory Scraping & Enrichment Pipeline with n8n and Python Modern web scraping for B2B intelligence has shifted. Three years ago, a static requests session combined with BeautifulSoup was sufficient for extracting st...

Claude Code’s Remote Control needs a Claude subscription login, so API-provider sessions are stuck in the terminal — here’s how I gave them one back with hooks, a file queue and a single Python file !ccBridger: Remote Control for API-based Claude C...

There is a particular moment in programming when a problem stops looking like a problem and starts looking like a landscape. At first, everything seems simple. You have inputs. You have outputs. Somewhere between them is an answer. Then you begi...

There is something fascinating about code that becomes easy to miss when you spend enough time writing it. A program is made of characters. Letters. Numbers. Symbols. Brackets. Indentation. Keywords. Operators. At first glance, it looks like a te...

placeholder="blur" is one of those props that works perfectly the first time you try it, in a quick example with a locally imported image, and then quietly stops doing anything the moment you swap that example for a real image coming from a CMS, S3, ...