You Won’t Know How Much to Delegate to AI Until You Use It Extensively
TL;DR How much you can delegate to AI, and how much human review it needs, depends on the task and the model. Tasks with few possible solutions and ea…
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Lesson 4 - Validation: A must-have cornerstone
In a traditional SDLC, validation was someone else's job and it came later. QA teams checked that the software did what it was supposed to. The behavi…
From Zero to 500+ Downloads: A Small Milestone for Akhouri Systems
few months ago, Akhouri Systems existed only as an idea. Today, our projects have collectively crossed 500+ downloads. 🎉 For many companies, that's a …
The Shape of Failure: Before You Blame the AI
Every automated system receives a particular shape of the world. That shape is expressed through records, documents, events, exceptions, and missing v…
How AI Is Transforming Software Development Workflows in 2026
How AI Is Transforming Software Development Workflows in 2026 By 2026, the question is no longer whether AI is useful in software development, but how…
Building My Developer Portfolio: More Than Just a Personal Website
A portfolio is often the first impression a recruiter, hiring manager, or fellow developer gets. Instead of treating it as a static resume, I wanted t…
Episode 7: Local Development
This series follows a fictional conversation between an experienced engineer and his nephew. Every episode explores one stage of how software moves fr…
I Built a Free .NET AppSettings Generator
If you've started multiple .NET projects, you've probably written the same appsettings.json file over and over again. It usually begins with the basic…
Refactoring Legacy Code: A New Hope
The Quest Begins (The "Why") I still remember the first time I opened a 2,000‑line file called report_generator.py . It was a monster that had been pa…
A little about myself
I'm Meshack Amadi — a Data Scientist & Junior Software Developer passionate about data, backend development, Web development and continuous learni…
Solution to Challenge 2 - Data Grid Validation and CRUD Operations
Challenge #2 is done — here's my solution to Challenge 2 - Data Grid Validation and CRUD Operations First, the gaps in the user story 1) The delete op…
AI-Driven Development: Transforming Software Workflows in 2026
AI-Driven Development: Transforming Software Workflows in 2026 In 2026, the software development landscape has undergone a seismic shift. Artificial i…
# What I Learned from Building with GIS Data and the Copernicus API at the KijaniSpace Hackathon
As software developers, we often spend most of our time building APIs, databases, authentication systems, and web applications. That's certainly been …
How to Rescue a Failed Odoo Implementation: A Consultant's Triage Playbook
The call usually comes about eleven months in. Go-live happened, sort of. Finance is still closing the month in a spreadsheet, the warehouse team keep…
Clean Code: The Fellowship of the Function
The Quest Begins (The "Why") I still remember the first time I opened a legacy repository and saw a function called handleStuff() . Inside, there were…
Software Evolves Like Ecosystems
One of the biggest mistakes I made early in my career was believing software was something you finished. You gathered requirements. Designed the archi…
What Actually Separates a Good Developer Hire From a Bad One published: true
Most engineering teams have a hiring process. Far fewer have a hiring philosophy . That distinction matters more than it sounds. A process tells you w…
Beyond Autocomplete: How Engineers Can Build High-Impact projects with Agentic AI
Over the past couple of years, AI in software development has quietly crossed a major threshold. What started as glorified tab-completion—handy for fi…
I ported a knowledge-format (OKF) library to zero-dependency .NET — here's what I learned
If you can cat a file, you can read the knowledge base. If you can git clone a repo, you can ship it. No vector database to stand up, no proprietary e…
I built a CLI that tells you if your codebase fits an LLM's context window
Every time I wanted to paste a whole project into Claude or ChatGPT, I ended up guessing whether it would even fit — and often found out the hard way,…
Getting Started with Twinify: A Free, Open-Source Object Mapper for Modern .NET
Lightweight. Familiar. MIT Licensed. Built for .NET 8, 9, and 10. Following AutoMapper's recent licensing changes, many .NET developers have started l…
MCP vs. Agent Skills: A Decision Framework for Context Engineering
MCP vs. Agent Skills: What's the Difference and Which Do You Need? As AI agents evolve beyond basic chat interfaces into fully autonomous systems, dev…
Why your AI code always ends up producing "technical debt" (and how GEF solves the problem)
Introduction: The Paradox of the Amnesiac Assistant It's an experience we've all had: you start a new project with a cutting-edge AI like Cursor, Wind…
Archetype: The Bear Killer
Years ago, an old boss described a friend of mine in a way I've never forgotten. Whenever a team ran into a problem they couldn't solve—or had simply …
How I'd Design a Kafka-Based Payment Event Pipeline from Scratch
Architecture walkthroughs tend to show you the polished version — the diagram that survived a whiteboard, cleaned up after the fact. What they skip is…
AI Can Generate Code. The Harder Problem Is Deciding What to Build.
The moment a project really stalls A project can feel surprisingly close to moving forward and completely stuck at the same time. There is an ide…
The Refactor Awakens: A Practical Guide to Pure Functions
The Quest Begins (The "Why") I still remember the first time I opened a legacy service that felt like a haunted house. Every corridor was a 200‑line f…
SRP and the Hero's Journey: Writing Code Like a Jedi Master
The Quest Begins (The "Why") I still remember the first time I opened a legacy codebase and felt like I’d walked into the Death Star’s trash compactor…
Git: The Fellowship of the Commit – Best Practices for Solo Devs and Teams
The Quest Begins (The "Why") I still remember the first time I tried to track down a bug that only showed up after midnight. I opened my terminal, typ…
AI Agents Made Me Faster. Then Attention Became the Bottleneck.
I was not trying to coin a term or build a framework. I was trying to stop being the scheduler for the agents I was working with. I started with promp…