Stop Fighting React Native File Systems: Meet rn-file-toolkit
If you've built React Native apps for long enough, you've probably fought with file downloads, uploads, and filesystem management. Historically, the c…
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May You Get What You Asked For
Recently, while working on an in-progress open-source framework called Projector, I ran into a (not particularly novel) issue: one of it's internal pa…
AI Can Write the Code. Who Gives It the Context?
When you talk to ChatGPT about a subject you understand well, you quickly notice something. The first answer is rarely the final answer. You add conte…
10 Things I Wish I Knew Before Building a Social Network
Building a social network sounded simple when it was just an idea. Create user profiles. Build a feed. Add communities. Launch. How hard could it be? …
Beyond Missing Exports: Building an Early Garbage Collector for Webpack’s TypeDoc AST
Introduction Great documentation relies on an unbroken chain of references. As I'm responsible for the API Markdown Generation Phase, one of my tasks …
Build vs Buy Software: A Decision Framework for Growing Businesses
The build-vs-buy question gets answered wrong in both directions. Scrappy teams build things they should have bought, wasting six months reinventing S…
I scaled a pure Spiking Neural Network (SNN) to 1.088B parameters from scratch. Ran out of budget, but here is what I found
Hey everyone. I’m an 18yo indie dev, and I’ve been experimenting with Spiking Neural Networks (SNNs) for language modeling. A lot of papers (like Spik…
A Love Letter to Survivorship Bias in Tech
How many times have you seen a picture of a plane with red dots posted on the internet without context? There's a famous story about a statistician na…
Where have the bottlenecks gone?
AI coding, using AntiGravity or Claude Code, has significantly increased the productivity of your junior developers. Applications which used to be ‘lo…
Behind the Green Tests: My Honest HNG Internship Experience
Over the past two years, I've been a laravel developer. I've been so stuck with this framework that I felt like I didn't know much about actual progra…
The Best Platform for Learning Programming in 2026 Isn't What You Think
Every year, millions of students open YouTube, find a Python tutorial, watch three hours of someone else coding, and then close the laptop feeling lik…
Why Custom Software Projects Fail (And How to Avoid the Most Common Mistakes)
Why Custom Software Projects Fail (And How to Avoid the Most Common Mistakes) After working on software projects of different sizes, I've noticed that…
System Design - 17. Service Discovery & Service Mesh: How Thousands of Services Find Each Other
Covers: Client-Side vs Server-Side Discovery, Service Registries, Service Mesh (Istio/Envoy), Kubernetes DNS The Problem That Didn't Exist in the Mono…
Stop Calling Yourself a Software Engineer If You've Never Shipped Anything
There's a quiet lie rotting at the heart of modern software development, and almost nobody wants to say it out loud: the industry is drowning in peopl…
Is Open Source Sustainable?
Since the beginning of my career, for a full 20 years, open-source solutions have been an indispensable part of my system architectures and software d…
What is utility-first software? (And why most tools ignore it)
There's a tool I used every day for two years. It did invoicing, project management, time tracking, client portals, proposals, contracts, team collabo…
I Got Tired of Bad Invoicing Tools So I Built My Own. Here's What Happened.
Every freelance developer I know has two things in common. They can build almost anything. And they absolutely hate doing their invoicing. I was no di…
The Harness Is Now the Product
Has AI engineering just changed (again)? For the past year, most of us building with AI have been focused on one thing: getting better outputs from mo…
The Total Cost of Ownership Trap in Enterprise AI SaaS
The license fee is the number vendors want you to focus on. It's usually the smallest number in the real calculation. I've evaluated a lot of enterpri…
Your resume says "K8s." The job description says "Kubernetes." The ATS marks it as missing.
A senior engineer with five years of production experience ships a resume. React, TypeScript, AWS, Kubernetes: all of it real, all of it daily. Strong…
Odoo vs SAP: An Honest ERP Comparison for Growing Businesses
You hit a wall. Your team is copying data between spreadsheets. Orders fall through the gaps. Reports take hours to pull together. At some point, a re…
From 'How to Test AI Code' to 'What Makes Us Human'
The Conversation That Started It All It began with a practical question: How do you test code generated by AI? Simple enough, right? We've been testin…
RAG Explained for Beginners: How AI Assistants Stop Making Things Up
I once submitted an essay with three citations that I hadn't personally verified. The AI had suggested them, and they sounded right. None of them exis…
Developing WriterzRoom: Governed Multi-Agent AI for Regulated Content Workflows
Introduction Teams building content systems for regulated industries can now deploy multi-agent AI with confidence, knowing that every decision the sy…
Five Ways to Fail a Transport
(Ruuk shares syntax with F#. A brief introduction to F# is provided here if you need it.) As a tech lead, I'd set minimum standards for API error hand…
Stage 0.1 — Hardware Fundamentals
The Cybersecurity Professional's Deep Dive into Computer Hardware Roadmap Position: Stage 0 → Module 1 of 5 Prerequisite: None — this is where everyth…
How to Scale AI Development Beyond Prototype Speed
One thing that isn't talked about enough in AI right now is how easy it has become to mistake a working demo for a production-ready system. You can bu…
Four Layers of Validation in Kubernetes with Claude Code
Earlier this year, Moltbook, a social network for AI agents, launched, trended, and became a cautionary tale within the same week. Security researcher…
Team Topologies for DevOps: A Practical Implementation Guide
Most engineering organisations do not fail because their developers are untalented. They fail because their communication structures, ownership bounda…
AI Product Development Is Easier. Hiring Great Engineers Is Not
AI has made the first version of almost everything easier to ship. A founder can test a landing page faster. A product manager can mock a workflow bef…