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If you've ever tried building anything on top of Instagram data, you've probably hit the same wall I did. I started with browser automation, custom scraping scripts, and eventually libraries like instagrapi. They worked — until they didn't. A minor Instagram change could break extraction logic, sess
Why Accuracy Is Not Enough: Evaluation Metrics Every AI Engineer Should Understand Your evaluation dashboard says your model is 95% accurate. Leadership is happy. The deployment goes live. Two weeks later, users complain that critical failures are still slipping through. The problem is not always th
It may be too slow for games, but it can handle most server tasks like a champ
Today I learned something simple, but it changes how “professional” your Go project feels. It’s about this line: go mod init github.com/yourname/module-name vs go mod init module-name At first, it feels like just naming. But in Go, this is actually your project identity. When you use: github.com/you
A couple of weeks ago I wrote about trying to build a universal ButtonComponent — one with no custom CSS classes. The result worked but was complicated. The night I wrote it up, a simpler approach just came to me. The trick: a ButtonComponent that just renders a div with the correct styles applied.
Everyone told me "You need a CS degree for DevOps." They were wrong. I'm Zubair from Pakistan. No CS degree. No bootcamp. Just a laptop and crazy curiosity. In 2 years, I went from knowing nothing about Linux to automating deployments with Docker, Kubernetes, and GitHub Actions. Here's exactly how I
El modo incógnito no te hace invisible. Borrar el historial tampoco. Lo único que hace el modo privado es no guardar lo que visitaste en tu propio equipo: tu proveedor de internet, los sitios que abres y los rastreadores que viven en ellos siguen viéndote igual de bien. Si te preocupa tu privacidad,
Most database diagram tools stop at documentation. They connect to your database, inspect the schema, and generate a report or a picture. That is useful, but it does not help if your next step is design work. What if you want to start from an existing database, open the result in a design tool, add
Me and a friend recently noticed a gap in the security tool space. Most corporate File Integrity Monitors (FIM) out there are heavy, complicated, and worst of all: they come packed with telemetry endpoints sending data to god knows who. We wanted something different. Something private, fast, and ent
A few weeks ago I posted about building a desktop app that automates GitHub commits because contribution graphs are basically developer mood rings. Somehow people actually liked it. Which was unfortunate because now I had to keep improving it instead of peacefully abandoning the repo like nature int
With Google doubling down on AI-powered search results, people are flocking to DuckDuckGo's AI-free search option.
The Problem We Were Actually Solving Our real goal wasnt fancy LLM prompts or real-time leaderboards. It was keeping the Rails app under 450 ms p99 during peak load when every team simultaneously scanned a code, requested a new clue, and tried to outbid the person next door for a limited-time power-
Speed isn't a vanity metric. On real projects, shaving load time directly moves conversion and Google rankings — Core Web Vitals are a ranking signal, and users bounce before a slow page even paints. Here's the checklist I actually run through on Next.js builds, in the order that gives the biggest w
This is a submission for the Hermes Agent Challenge: Write About Hermes Agent Most write-ups about Hermes Agent tell you the same true thing: it's a self-improving, self-hosted agent that learns across sessions and gets better the longer it runs. That's accurate. It's also the easy half of the story
Ghost is a powerful publishing platform. It is clean, fast, and great for writers, indie publishers, newsletters, and portfolios. But it has one well-known gap: there is no built-in contact form. If you want readers, clients, or potential sponsors to reach you through your Ghost site, you have to fi
I was working on a project the other day and I realized I was typing the same command over and over again in the terminal. It was getting frustrating, so I decided to look for a solution. That's when I discovered the power of Linux's history command. The history command allows you to view and reuse
This is a submission for the Hermes Agent Challenge: Build With Hermes Agent TL;DR — Ask any judgment call and three different AI models argue it out, then Hermes hands down one verdict, a confidence score, and exactly why they split. Every verdict, dissent, and mind-changed-in-debate is written int
In Oracle Fusion Applications, report scheduling plays a crucial role in automating business processes such as invoice generation, reconciliation, and operational reporting. However, not every scheduled job needs to run every time especially when there’s no relevant data. This is where skip conditio
Introduction Programming is not just about writing code—it is about understanding logic, patterns, and mathematical thinking. Every beginner starts with simple concepts such as loops, conditions, and numbers, but these small ideas build the foundation for solving real-world problems. This blog explo
My RAG system for financial document Q&A was stuck at 53% accuracy. I spent two weeks implementing hybrid retrieval, metadata filtering, and query routing. Accuracy went to 58%. Then I ran a corpus audit and found that 5 documents were never ingested and 2 were corrupted. Fixing that alone pushed re