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The Simplest Thing That Could Work There's a temptation, when you decide to "use AI for software development," to build something complicated. A custom orchestration layer. A RAG pipeline over your codebase. A fine-tuned model trained on your conventions. A plugin ecosystem. I used Markdown files. T
Hey everyone, The Problem I see: If you use a full-site builder like Wix or Webflow, you are locked into their ecosystem, and exporting the whole site results in unmaintainable "div soup." If you just need a single animated component, you are stuck hand-coding it from Figma designs, which slows down
Finding performance problems the week before launch is expensive. The code is complex, the team is stressed, and every fix risks breaking something else. Early performance testing flips that script by validating speed and stability while development is still happening—when problems are isolated and
Automation is the backbone of modern IT operations, and Ansible is one of the most popular tools for orchestrating infrastructure at scale. But with great power comes great responsibility: a single misconfigured playbook can impact thousands of systems in seconds. In this blog, we’ll break down how
In the quickly changing world of technology, it’s easy for software engineers and developers to get caught up in the details of programming languages, frameworks, and the newest tools. However, it’s important to remember that programming is just that… a tool. Our ultimate goal should be to solve pro
Most agent-demo discourse treats hallucination like a model problem. Wrong answer in, wrong answer out. The worse failure in practice is simpler. A confident wrong output turns into company truth. Then it is no longer "a bad generation." It is copy. A metric. A product claim. A technical explanation
The Unseen Challenges of Caching in Node.js Every Node.js developer eventually faces the caching dilemma. While simple in-memory caches like node-cache are great for quick wins, they quickly fall short in production environments with multiple instances. Redis offers distributed caching, but every re
The 3-Second Problem Killing Kenyan Websites Picture this: a mama mboga in Nakuru is trying to order supplies from a wholesale website on her Tecno Spark. She's on Safaricom 3G — maybe 4 Mbps on a good day. The WordPress site takes 4.7 seconds to load. She bounces. Sale lost. This isn't hypothetical
Claude Code ships with roughly 40 discrete tools, a hook system covering 13 lifecycle events, and an Agent tool that can spawn subagents as flat tool calls. Most people use it as a single-session chat — type a request, get a response, move on. I spent six weeks reading every piece of documentation I
In Platform Engineering and SRE, the hardest part of change is rarely writing the change itself. The hard part is everything around it: understanding the intent behind a ticket or incident, locating the right context, identifying the systems involved, deciding what should change, validating the blas
One Big File Doesn't Scale Claude Code reads a CLAUDE.md file at the root of your project. It's the primary way to give the agent project-specific instructions. And for small projects, it works great. For this project, it didn't. The root CLAUDE.md grew to cover architecture, testing conventions, AP
In this post, you will install and configure your own n8n instance using AWS cloud services. This gives you more control over infrastructure, costs, and workflow customization. Using n8n in your own infrastructure (self-hosted) is an alternative to automate workflows without paying a monthly subscri
Ever found yourself knee-deep in code, working on an AI project, and suddenly realized that the software you’re building might just be under threat? Yeah, I’ve been there, too. As developers, we’re so immersed in creating, iterating, and deploying that security often fades into the background, like
Amazon S3 Files makes S3 buckets accessible as high-performance file systems on AWS compute resources, eliminating the tradeoff between object storage benefits and interactive file capabilities while enabling seamless data sharing with ~1ms latencies.
I Built an Open-Source Cybersecurity LLM From Scratch in Python What if you could build your own AI model — not fine-tune someone else's, not wrap an API — but actually build a transformer from scratch and train it on cybersecurity data? That's exactly what I did. And I'm releasing it under Apache 2
Most AI agent discussions focus on models. In practice, the model is rarely the problem. When you build an agent today you are almost certainly not training it. The model is fixed. What determines whether the agent actually works is everything around it: the tools it can call, the prompts that guide
Most startups don’t have a product problem. They have a clarity problem. You built something powerful. But they don’t. Not because they’re not smart, And that’s costing you users. 🚨 The Silent Killer: Bad Documentation Here’s what’s happening behind the scenes: Users sign up No complaints. No feedb
Introduction: Navigating the DevOps/Cloud Learning Journey You’ve nailed the basics—Linux, networking, AWS fundamentals, and even wrestled with Nginx and S3 permissions. Now, the real challenge begins: how do you advance beyond foundational knowledge without wasting time or money on suboptimal resou
What I Built Job Hunter AI is an autonomous agent that searches job boards, researches companies using Claude AI, and generates tailored CVs and cover letters — with zero manual intervention. GitHub: https://github.com/Tanzil-Ahmed/job-hunter-agent Job hunting is repetitive and exhausting. Every app
I had a 4-hour coding session with Claude Code. Felt productive. Fixed a bunch of bugs, refactored a module, reviewed some screenshots Claude took of the UI along the way. Then I tried to --resume it the next day. The session file was 73MB. Claude loaded it, burned through half the context window on
